diff --git a/1_FD.ipynb b/1_FD.ipynb new file mode 100644 index 0000000..0952793 --- /dev/null +++ b/1_FD.ipynb @@ -0,0 +1,352 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# SQL in Python - Connecting to and retrieving data from PostgreSQL" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Previously, you have learned how to connect to a SQL database by using a SQL client such as DBeaver.\n", + "Apart from connecting to databases, DBeaver also allows you to run SQL queries against the database, create new tables and populate them with data as well as retrieving the data.\n", + "\n", + "Populating tables with data that you have locally on your machine usually requires you to save it in a file, like a CSV, and import it using the DBeaver UI.\n", + "\n", + "Often, before you reached the final step of uploading your dataset, you have performed data cleaning procedures to bring your data into shape. This means we would import the data into Python, clean it, export it to a CSV file, import it into DBeaver and upload the data into the database.\n", + "\n", + "This process requires multiple steps and more than one software. Fortunately, we can reduce the steps by connecting to the database from Python directly, eliminating the need for a separate SQL client.\n", + "\n", + "**In this notebook you will see 2 ways to connect to SQL-Databases and export the data to a CSV file.**\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Creating a connection to a PostgreSQL database with Python" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are 2 python packages that are the \"go-to\" when it comes to connecting to SQL-Databases: `psycopg2` and `sqlalchemy` \n", + "\n", + "First an example with psycopg2:" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd # to read sql data into a pandas dataframe\n", + "import psycopg2 # to connect to SQL database" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "In order to create a connection to our PostgreSQL database we need the following information (usually posted by coaches during SQL days in Slack):\n", + "\n", + "- database = name of the database\n", + "- user = name of the user\n", + "- password = password of the user\n", + "- host = address of the machine the database is hosted on\n", + "- port = virtual gate number through which communication will be allowed\n", + "\n", + "Because we don't want that the database information is published on GitHub, we put it into a `.env` file which is added into the `.gitignore`. \n", + "\n", + "In these kind of files you can store information that is not supposed to be published.\n", + "With the `dotenv` package you can read the `.env` files and get the variables in there.\n", + "The file was 'force added' to the repo using `git add -f .env` command. Please follow instructions inside the `.env` file to ensure you have the right credentials inside. \n", + "\n", + "Then, run the following code cell (no need to edit): " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import os # provides functions for interacting with operating system\n", + "from dotenv import load_dotenv # reads key-value pairs from a .env file and can set them as environment variables\n", + "\n", + "load_dotenv() # takes environment variables from .env\n", + "\n", + "DATABASE = os.getenv('DATABASE')\n", + "USER_DB = os.getenv('USER_DB')\n", + "PASSWORD = os.getenv('PASSWORD')\n", + "HOST = os.getenv('HOST')\n", + "PORT = os.getenv('PORT')" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The function from the psycopg2 package to create a connection is called `connect()`. \n", + "\n", + "`connect()` expects the parameters listed above as input in order to connect to the database. \n", + "\n", + ">**Note**: If you edited your `.env` file correcty, but still get an error when trying to connect, \"Restart\" your Kernel. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Create / open connection object conn (no need to edit code)\n", + "conn = psycopg2.connect(\n", + " database=DATABASE,\n", + " user=USER_DB,\n", + " password=PASSWORD,\n", + " host=HOST,\n", + " port=PORT\n", + ")" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Retrieving data from the database\n", + "\n", + "Before we can use our connection to get data, we have to create a cursor. A cursor allows Python code to execute PostgreSQL commmands in a database session.\n", + "A cursor has to be created with the `cursor()` method of our connection object conn." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cur = conn.cursor() # create cursor for our opened connection in object conn" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can run SQL-Queries with `cur.execute('QUERY')` and then run `cur.fetchall()` to get the data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cur.execute('SELECT * FROM datasets.kaggle_survey LIMIT 10') # executes given SQL query\n", + "cur.fetchall() # gets data called by query" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With `conn.close()` you can close the connection again." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#close the connection\n", + "conn.close()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But we want to work with the data. The easiest way is to import the data into pandas dataframes. We can use `pd.read_sql_query` or `pd.read_sql_table` or for convenience `pd.read_sql`.\n", + "\n", + "This function is a convenience wrapper around `read_sql_table` and `read_sql_query` (for backward compatibility). It will delegate to the specific function depending on the provided input. A SQL query will be routed to `read_sql_query` , while a database table name will be routed to `read_sql_table` . Note that the delegated function might have more specific notes about their functionality which are not listed here. Find more in the [documentation](https://pandas.pydata.org/docs/reference/api/pandas.read_sql_query.html)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# Open connection again because we closed it (no need to edit code)\n", + "conn = psycopg2.connect(\n", + " database=DATABASE,\n", + " user=USER_DB,\n", + " password=PASSWORD,\n", + " host=HOST,\n", + " port=PORT\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# import the data into a pandas dataframe\n", + "query_string = \"SELECT * FROM datasets.kaggle_survey LIMIT 10\" # define SQL query\n", + "df_psycopg = pd.read_sql(query_string, conn) # read queried data from SQL database into pandas dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#close the connection\n", + "conn.close()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_psycopg.head() # look at first five lines of dataframe" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### SQLALCHEMY" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "`sqlalchemy` works similarly. Here you have to create an engine with the database string (a link that includes every information we entered in the conn object)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sqlalchemy import create_engine # for creating an engine\n", + "\n", + "#read the database string DB_STRING from the .env\n", + "load_dotenv()\n", + "\n", + "DB_STRING = os.getenv('DB_STRING') # gets database string DB_STRING from .env file and assigns it as value for new variable DB_STRING\n", + "\n", + "db = create_engine(DB_STRING) # creates engine from database string DB_STRING" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And then you can import that engine with a query into a pandas dataframe." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd # if not done already" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#import the data to a pandas dataframe\n", + "query_string = \"SELECT * FROM datasets.kaggle_survey\" # write SQL-query into variable query_string\n", + "df_sqlalchemy = pd.read_sql(query_string, db) # read queried data from SQL database into pandas dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df_sqlalchemy.head() # look at first five lines of dataframe" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because we don't want to run the queries over and over again we can then export the data into a csv and import that file into our main jupyter notebook: [Visualisation_Exercise](https://github.com/neuefische/ds-visualisation/blob/main/2_Visualisation_Exercise.ipynb)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#export the data to a csv-file\n", + "df_sqlalchemy.to_csv('kaggle_survey.csv',index=False)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "d7a35bba081246a577863ed5357213b0bf3e2936bc08045816acb79d76e359dd" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/2_VE.ipynb b/2_VE.ipynb new file mode 100644 index 0000000..57381c7 --- /dev/null +++ b/2_VE.ipynb @@ -0,0 +1,1818 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualization - Data Science Kaggle Survey " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In this notebook you will work on your visualization skills. In the repo you will find a dataset from [Kaggle](https://www.kaggle.com/). Every year, Kaggle conducts a survey on the topic of Data Science and Machine Learning. An invitation to participate in the survey is sent out to the entire Kaggle community. The survey is also promoted on the Kaggle website and Kaggle Twitter channel. The 2020 survey results were used as data for a Kaggle competition held at the end of the year. When evaluating the submissions, particular attention was paid to originality, a good structure/narrative and, last but not least **informative and appealing visualizations**.\n", + "\n", + "The survey contained 35 questions, most of which were multiple-choice. These questions allowed either one or more selected answers. Responses to multiple-choice questions, where only a single choice could be selected, were recorded in individual columns. Responses to multiple selection questions (multiple choices can be selected) were split into multiple columns (with one column per answer choice).\n", + "\n", + "Since this kind of data structure requires a lot of preprocessing before the visualization part can even begin, we decided to make the task a little easier. \n", + "The dataset [kaggle_survey.csv](kaggle_survey.csv) that you will use for the following exercise contains only the questions whose responses where collected in a single column. \n", + "If you need further information about the [methodology](kaggle_survey_2020_methodology.pdf) of the survey or the [questions](kaggle_survey_2020_answer_choices.pdf) and their possible answer options you will find two PDF-files with additional information in this repo." + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Your Task" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's imagine the following scenario:\n", + "\n", + "You got a new dataset from one of your stakeholders. Additionally to the dataset, you received an email with a couple of very specific questions your stakeholder is interested in. \n", + "Your task for this exercise is to create plots that clearly visualize the answers to your stakeholder's questions.\n", + "\n", + "You will find your stakeholder's questions further down in the notebook. To help you get started and get an overview over the data we prepared a list of all the questions, which are still included in the shortened dataset: \n", + "\n", + "\n", + "| Question # | Database Column | Question | \n", + "| ---------- | -------------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | \n", + "| Q1 | age_range | What is your age (# years)? | | | |\n", + "| Q2 | gender | What is your gender? | | | |\n", + "| Q3 | county_residence | In which country do you currently reside? | | | |\n", + "| Q4 | highest_education | What is the highest level of formal education that you have attained or plan to attain within the next 2 years? | | | |\n", + "| Q5 | latest_job_role | Select the title most similar to your current role (or most recent title if retired) | | | |\n", + "| Q6 | years_of_programming | For how many years have you been writing code and/or programming? | | | |\n", + "| Q8 | programming_language_recommended | What programming language would you recommend an aspiring data scientist to learn first? | | | |\n", + "| Q11 | computing_platforms | What type of computing platform do you use most often for your data science projects? | | | |\n", + "| Q13 | times_tpu_used | Approximately how many times have you used a TPU (tensor processing unit)? | | | |\n", + "| Q15 | years_of_experience | For how many years have you used machine learning methods? | | | |\n", + "| Q20 | size_of_company | What is the size of the company where you are employed? | | | |\n", + "| Q21 | number_of_data_scientists | Approximately how many individuals are responsible for data science workloads at your place of business? | | | |\n", + "| Q22 | employer_incorporate_ml | Does your current employer incorporate machine learning methods into their business? | | | |\n", + "| Q24 | yearly_earnings | What is your current yearly compensation (approximate \\$USD)? | | | |\n", + "| Q25 | money_spend_on_cloud | Approximately how much money have you (or your team) spent on machine learning and/or cloud computing services at home (or at work) in the past 5 years (approximate \\$USD)? | | | |\n", + "| Q30 | most_used_data_products | Which of the following big data products (relational database data warehouse data lake or similar) do you use most often? |\n", + "| Q32 | most_used_bi_tool | Which of the following business intelligence tools do you use most often? | | | |\n", + "| Q38 | primary_tool_data_analysis | What is the primary tool that you use at work or school to analyze data? | | | |\n", + "| | | | | | |\n", + "\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup and Import" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As always, the first step is to import the required libraries and data. Since we do not want to run the SQL query every time, we can simply import the csv file we created in the first notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Import packages\n", + "import pandas as pd\n", + "import psycopg2" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Import dataframe\n", + "df = pd.read_csv('kaggle_survey.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Getting to Know the Data\n", + "\n", + "Before you can start visualizing, you should get an overview of the data. Is the format of the data suitable for visualization or do you need to adjust something here and there?" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
idage_rangegendercounty_residencehighest_educationlatest_job_roleyears_of_programmingprogramming_language_recommendedcomputing_platformstimes_tpu_usedyears_of_experiencesize_of_companynumber_of_data_scientistsemployer_incorporate_mlyearly_earningsmoney_spend_on_cloudmost_used_data_productsmost_used_bi_toolprimary_tool_data_analysis
0723235-39ManColombiaDoctoral degreeStudent5-10 yearsPythonA cloud computing platform (AWS, Azure, GCP, h...2-5 times1-2 yearsNaNNaNNaNNaNNaNNaNNaNBasic statistical software (Microsoft Excel, G...
1723330-34ManUnited States of AmericaMaster’s degreeData Engineer5-10 yearsPythonA personal computer or laptop2-5 times1-2 years10,000 or more employees20+We have well established ML methods (i.e., mod...100,000-124,999$100,000 or more ($USD)PostgresSQLMicrosoft Power BIBusiness intelligence software (Salesforce, Ta...
2723435-39ManArgentinaBachelor’s degreeSoftware Engineer10-20 yearsRA personal computer or laptopNeverI do not use machine learning methods1000-9,999 employees0No (we do not use ML methods)15,000-19,999$0 ($USD)NaNNaNBasic statistical software (Microsoft Excel, G...
3723530-34ManUnited States of AmericaMaster’s degreeData Scientist5-10 yearsPythonA cloud computing platform (AWS, Azure, GCP, h...2-5 times3-4 years250-999 employees5-9We have well established ML methods (i.e., mod...125,000-149,999$10,000-$99,999MySQLNaNLocal development environments (RStudio, Jupyt...
4723630-34ManJapanMaster’s degreeSoftware Engineer3-5 yearsPythonNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " id age_range gender county_residence highest_education \\\n", + "0 7232 35-39 Man Colombia Doctoral degree \n", + "1 7233 30-34 Man United States of America Master’s degree \n", + "2 7234 35-39 Man Argentina Bachelor’s degree \n", + "3 7235 30-34 Man United States of America Master’s degree \n", + "4 7236 30-34 Man Japan Master’s degree \n", + "\n", + " latest_job_role years_of_programming programming_language_recommended \\\n", + "0 Student 5-10 years Python \n", + "1 Data Engineer 5-10 years Python \n", + "2 Software Engineer 10-20 years R \n", + "3 Data Scientist 5-10 years Python \n", + "4 Software Engineer 3-5 years Python \n", + "\n", + " computing_platforms times_tpu_used \\\n", + "0 A cloud computing platform (AWS, Azure, GCP, h... 2-5 times \n", + "1 A personal computer or laptop 2-5 times \n", + "2 A personal computer or laptop Never \n", + "3 A cloud computing platform (AWS, Azure, GCP, h... 2-5 times \n", + "4 NaN NaN \n", + "\n", + " years_of_experience size_of_company \\\n", + "0 1-2 years NaN \n", + "1 1-2 years 10,000 or more employees \n", + "2 I do not use machine learning methods 1000-9,999 employees \n", + "3 3-4 years 250-999 employees \n", + "4 NaN NaN \n", + "\n", + " number_of_data_scientists \\\n", + "0 NaN \n", + "1 20+ \n", + "2 0 \n", + "3 5-9 \n", + "4 NaN \n", + "\n", + " employer_incorporate_ml yearly_earnings \\\n", + "0 NaN NaN \n", + "1 We have well established ML methods (i.e., mod... 100,000-124,999 \n", + "2 No (we do not use ML methods) 15,000-19,999 \n", + "3 We have well established ML methods (i.e., mod... 125,000-149,999 \n", + "4 NaN NaN \n", + "\n", + " money_spend_on_cloud most_used_data_products most_used_bi_tool \\\n", + "0 NaN NaN NaN \n", + "1 $100,000 or more ($USD) PostgresSQL Microsoft Power BI \n", + "2 $0 ($USD) NaN NaN \n", + "3 $10,000-$99,999 MySQL NaN \n", + "4 NaN NaN NaN \n", + "\n", + " primary_tool_data_analysis \n", + "0 Basic statistical software (Microsoft Excel, G... \n", + "1 Business intelligence software (Salesforce, Ta... \n", + "2 Basic statistical software (Microsoft Excel, G... \n", + "3 Local development environments (RStudio, Jupyt... \n", + "4 NaN " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine the usual suspects: head, tail, unique values etc. \n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 20036 entries, 0 to 20035\n", + "Data columns (total 19 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 id 20036 non-null int64 \n", + " 1 age_range 20036 non-null object\n", + " 2 gender 20036 non-null object\n", + " 3 county_residence 20036 non-null object\n", + " 4 highest_education 19569 non-null object\n", + " 5 latest_job_role 19277 non-null object\n", + " 6 years_of_programming 19120 non-null object\n", + " 7 programming_language_recommended 17740 non-null object\n", + " 8 computing_platforms 16737 non-null object\n", + " 9 times_tpu_used 16780 non-null object\n", + " 10 years_of_experience 16374 non-null object\n", + " 11 size_of_company 11403 non-null object\n", + " 12 number_of_data_scientists 11282 non-null object\n", + " 13 employer_incorporate_ml 11130 non-null object\n", + " 14 yearly_earnings 10729 non-null object\n", + " 15 money_spend_on_cloud 10570 non-null object\n", + " 16 most_used_data_products 3513 non-null object\n", + " 17 most_used_bi_tool 1498 non-null object\n", + " 18 primary_tool_data_analysis 13290 non-null object\n", + "dtypes: int64(1), object(18)\n", + "memory usage: 2.9+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Visualisations\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now that you have a feel for the data, let's start to work on the tasks of your stakeholder. " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 1. Plot" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Your stakeholder wants to have a visual comparison between the yearly compensation of people who work as Data Scientists, Data Analysts, and Data Engineers. \n", + "\n", + "Unfortunately, with the format of the entries in column \"Q24\" (`df.yearly_earnings`) plotting the data is really cumbersome. Since the focus of this exercise is on plotting we will assist you a bit with the data preparation and provide you with a code snippet that will transform the strings in this column into one integer per entry, which then can be easily plotted. (Maybe you need to adapt the name of the dataframe etc. to get the code running.) " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
latest_job_roleyearly_earningsSalary
1Data Engineer100,000-124,999100000
3Data Scientist125,000-149,999125000
8Data Scientist70,000-79,99970000
13Data Engineer90,000-99,99990000
21Data Scientist$0-9990
\n", + "
" + ], + "text/plain": [ + " latest_job_role yearly_earnings Salary\n", + "1 Data Engineer 100,000-124,999 100000\n", + "3 Data Scientist 125,000-149,999 125000\n", + "8 Data Scientist 70,000-79,999 70000\n", + "13 Data Engineer 90,000-99,999 90000\n", + "21 Data Scientist $0-999 0" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create a new dataframe for compensation / job title\n", + "compensation = df[['latest_job_role', 'yearly_earnings']].copy() # Copy job (latest_job_role) and salary (yearly_earnings) columns in a new dataframe\n", + "compensation.dropna(inplace=True) # drop (remove) rows with NAs\n", + "\n", + "# Define function for extracting the first number of compensation column\n", + "def get_first_number(x):\n", + " x = x.split('-')[0]\n", + " x = x.replace(',', '').replace('>', '').replace('$', '').lstrip()\n", + " return int(x)\n", + "\n", + "# Apply function to Q24 column to generate new column\n", + "compensation['Salary'] = compensation['yearly_earnings'].apply(lambda x: get_first_number(x))\n", + "\n", + "# Filter dataframe for relevant job titles \n", + "data_compensation = compensation[compensation['latest_job_role'].\n", + " isin(['Data Scientist', 'Data Analyst','Data Engineer'])]\n", + "data_compensation.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
latest_job_roleyearly_earningsSalary
1Data Engineer100,000-124,999100000
3Data Scientist125,000-149,999125000
8Data Scientist70,000-79,99970000
13Data Engineer90,000-99,99990000
21Data Scientist$0-9990
\n", + "
" + ], + "text/plain": [ + " latest_job_role yearly_earnings Salary\n", + "1 Data Engineer 100,000-124,999 100000\n", + "3 Data Scientist 125,000-149,999 125000\n", + "8 Data Scientist 70,000-79,999 70000\n", + "13 Data Engineer 90,000-99,999 90000\n", + "21 Data Scientist $0-999 0" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Your code here\n", + "# ---------------------------------------------------------\n", + "# 2) New DataFrame for Job & Salary\n", + "# ---------------------------------------------------------\n", + "compensation = df[['latest_job_role', 'yearly_earnings']].copy()\n", + "compensation.dropna(inplace=True)\n", + "\n", + "# ---------------------------------------------------------\n", + "# 3) Function to extract the first number\n", + "# Robust for all problem cases\n", + "# ---------------------------------------------------------\n", + "def get_first_number(x):\n", + " x = str(x)\n", + "\n", + " # e.g. \"> 500,000\" → \"500000\"\n", + " x = x.replace(\">\", \"\").replace(\"$\", \"\").replace(\",\", \"\").strip()\n", + "\n", + " # If range (e.g. \"100000-150000\") → use first value\n", + " if \"-\" in x:\n", + " x = x.split(\"-\")[0].strip()\n", + "\n", + " # If there is something different inside the data → filter only digits\n", + " digits = \"\"\n", + " for c in x:\n", + " if c.isdigit():\n", + " digits += c\n", + "\n", + " if digits == \"\":\n", + " return None\n", + "\n", + " return int(digits)\n", + "\n", + "# ---------------------------------------------------------\n", + "# 4) Generate new column for Salary\n", + "# ---------------------------------------------------------\n", + "compensation['Salary'] = compensation['yearly_earnings'].apply(get_first_number)\n", + "\n", + "# ---------------------------------------------------------\n", + "# 5) Filter only the relevant Job Titles\n", + "# ---------------------------------------------------------\n", + "data_compensation = compensation[\n", + " compensation['latest_job_role'].isin(\n", + " ['Data Scientist', 'Data Analyst', 'Data Engineer']\n", + " )\n", + "]\n", + "\n", + "data_compensation.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
latest_job_roleyearly_earningsSalary
1Data Engineer100,000-124,999100000
2Software Engineer15,000-19,99915000
3Data Scientist125,000-149,999125000
8Data Scientist70,000-79,99970000
11Research Scientist30,000-39,99930000
13Data Engineer90,000-99,99990000
14Other70,000-79,99970000
20Statistician1,000-1,9991000
21Data Scientist$0-9990
22Product/Project Manager125,000-149,999125000
\n", + "
" + ], + "text/plain": [ + " latest_job_role yearly_earnings Salary\n", + "1 Data Engineer 100,000-124,999 100000\n", + "2 Software Engineer 15,000-19,999 15000\n", + "3 Data Scientist 125,000-149,999 125000\n", + "8 Data Scientist 70,000-79,999 70000\n", + "11 Research Scientist 30,000-39,999 30000\n", + "13 Data Engineer 90,000-99,999 90000\n", + "14 Other 70,000-79,999 70000\n", + "20 Statistician 1,000-1,999 1000\n", + "21 Data Scientist $0-999 0\n", + "22 Product/Project Manager 125,000-149,999 125000" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "compensation.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "age_range\n", + "25-29 4011\n", + "22-24 3786\n", + "18-21 3469\n", + "30-34 2811\n", + "35-39 1991\n", + "40-44 1397\n", + "45-49 988\n", + "50-54 698\n", + "55-59 411\n", + "60-69 398\n", + "70+ 76\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q1 – Age range\n", + "df['age_range'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gender\n", + "Man 15789\n", + "Woman 3878\n", + "Prefer not to say 263\n", + "Prefer to self-describe 54\n", + "Nonbinary 52\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q2 – Gender\n", + "df['gender'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "county_residence\n", + "India 5851\n", + "United States of America 2237\n", + "Other 1388\n", + "Brazil 694\n", + "Japan 638\n", + "Russia 582\n", + "United Kingdom of Great Britain and Northern Ireland 489\n", + "Nigeria 476\n", + "China 474\n", + "Germany 404\n", + "Turkey 344\n", + "Spain 336\n", + "France 330\n", + "Canada 301\n", + "Indonesia 290\n", + "Pakistan 283\n", + "Italy 267\n", + "Taiwan 267\n", + "Australia 231\n", + "Mexico 227\n", + "South Korea 190\n", + "Egypt 179\n", + "Colombia 177\n", + "Ukraine 170\n", + "Iran, Islamic Republic of... 162\n", + "Kenya 153\n", + "Netherlands 151\n", + "Singapore 149\n", + "Poland 148\n", + "Viet Nam 147\n", + "Bangladesh 143\n", + "South Africa 141\n", + "Argentina 134\n", + "Morocco 133\n", + "Malaysia 133\n", + "Thailand 132\n", + "Portugal 122\n", + "Greece 111\n", + "Tunisia 99\n", + "Philippines 99\n", + "Israel 97\n", + "Peru 95\n", + "Chile 85\n", + "Sweden 78\n", + "Republic of Korea 76\n", + "Saudi Arabia 76\n", + "Sri Lanka 72\n", + "Switzerland 68\n", + "Nepal 62\n", + "Romania 61\n", + "Belgium 60\n", + "United Arab Emirates 59\n", + "Belarus 59\n", + "Ireland 54\n", + "Ghana 52\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q3 – Country of residence\n", + "df['county_residence'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "highest_education\n", + "Master’s degree 7859\n", + "Bachelor’s degree 6978\n", + "Doctoral degree 2302\n", + "Some college/university study without earning a bachelor’s degree 1092\n", + "Professional degree 699\n", + "I prefer not to answer 399\n", + "No formal education past high school 240\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q4 – Highest education level\n", + "df['highest_education'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "latest_job_role\n", + "Student 5171\n", + "Data Scientist 2676\n", + "Software Engineer 1968\n", + "Other 1737\n", + "Currently not employed 1652\n", + "Data Analyst 1475\n", + "Research Scientist 1174\n", + "Machine Learning Engineer 1082\n", + "Business Analyst 798\n", + "Product/Project Manager 692\n", + "Data Engineer 437\n", + "Statistician 290\n", + "DBA/Database Engineer 125\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q5 – Latest job role\n", + "df['latest_job_role'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "years_of_programming\n", + "3-5 years 4546\n", + "1-2 years 4505\n", + "< 1 years 3313\n", + "5-10 years 2552\n", + "10-20 years 1751\n", + "20+ years 1329\n", + "I have never written code 1124\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q6 – Years of programming experience\n", + "df['years_of_programming'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "programming_language_recommended\n", + "Python 14241\n", + "R 1259\n", + "SQL 849\n", + "C++ 325\n", + "C 301\n", + "MATLAB 195\n", + "Java 167\n", + "Other 151\n", + "Julia 121\n", + "Javascript 88\n", + "Bash 26\n", + "Swift 17\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q8 – Recommended first programming language\n", + "df['programming_language_recommended'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "computing_platforms\n", + "A personal computer or laptop 13348\n", + "A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc) 2358\n", + "A deep learning workstation (NVIDIA GTX, LambdaLabs, etc) 834\n", + "Other 197\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q11 – Computing platforms\n", + "df['computing_platforms'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "times_tpu_used\n", + "Never 12050\n", + "2-5 times 2112\n", + "Once 1922\n", + "6-25 times 424\n", + "More than 25 times 272\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q13 – Times TPU used\n", + "df['times_tpu_used'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "years_of_experience\n", + "Under 1 year 6312\n", + "1-2 years 3459\n", + "I do not use machine learning methods 2075\n", + "2-3 years 1631\n", + "3-4 years 893\n", + "5-10 years 801\n", + "4-5 years 784\n", + "10-20 years 244\n", + "20 or more years 175\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q15 – Years of ML experience\n", + "df['years_of_experience'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "size_of_company\n", + "0-49 employees 4208\n", + "10,000 or more employees 2238\n", + "1000-9,999 employees 1934\n", + "50-249 employees 1671\n", + "250-999 employees 1352\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q20 – Size of company\n", + "df['size_of_company'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "number_of_data_scientists\n", + "1-2 2645\n", + "0 2291\n", + "20+ 2247\n", + "3-4 1783\n", + "5-9 1324\n", + "10-14 692\n", + "15-19 300\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q21 – Number of data scientists\n", + "df['number_of_data_scientists'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "employer_incorporate_ml\n", + "We are exploring ML methods (and may one day put a model into production) 2353\n", + "No (we do not use ML methods) 2222\n", + "We have well established ML methods (i.e., models in production for more than 2 years) 1915\n", + "We recently started using ML methods (i.e., models in production for less than 2 years) 1802\n", + "I do not know 1588\n", + "We use ML methods for generating insights (but do not put working models into production) 1250\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q22 – Employer incorporates ML?\n", + "df['employer_incorporate_ml'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "yearly_earnings\n", + "$0-999 2128\n", + "10,000-14,999 665\n", + "1,000-1,999 581\n", + "100,000-124,999 573\n", + "40,000-49,999 552\n", + "30,000-39,999 540\n", + "50,000-59,999 510\n", + "5,000-7,499 488\n", + "15,000-19,999 449\n", + "60,000-69,999 408\n", + "20,000-24,999 404\n", + "70,000-79,999 394\n", + "7,500-9,999 371\n", + "150,000-199,999 347\n", + "2,000-2,999 330\n", + "125,000-149,999 315\n", + "25,000-29,999 310\n", + "90,000-99,999 280\n", + "4,000-4,999 279\n", + "80,000-89,999 273\n", + "3,000-3,999 264\n", + "200,000-249,999 115\n", + "300,000-500,000 55\n", + "> $500,000 50\n", + "250,000-299,999 48\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q24 – Yearly earnings (see obove)\n", + "df['yearly_earnings'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "money_spend_on_cloud\n", + "$0 ($USD) 3856\n", + "$1000-$9,999 1829\n", + "$100-$999 1764\n", + "$1-$99 1317\n", + "$10,000-$99,999 1075\n", + "$100,000 or more ($USD) 729\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q25 – Money spent on cloud services\n", + "df['money_spend_on_cloud'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "most_used_data_products\n", + "MySQL 764\n", + "PostgresSQL 521\n", + "Microsoft SQL Server 513\n", + "MongoDB 313\n", + "Oracle Database 258\n", + "Google Cloud BigQuery 209\n", + "SQLite 156\n", + "Amazon Redshift 127\n", + "Microsoft Azure Data Lake Storage 117\n", + "Other 91\n", + "Amazon Athena 76\n", + "Snowflake 72\n", + "IBM Db2 67\n", + "Amazon DynamoDB 66\n", + "Google Cloud SQL 60\n", + "Microsoft Access 56\n", + "Google Cloud Firestore 47\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q30 – Most used data products\n", + "df['most_used_data_products'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "most_used_bi_tool\n", + "Tableau 540\n", + "Microsoft Power BI 462\n", + "Google Data Studio 167\n", + "Qlik 69\n", + "Other 57\n", + "Salesforce 51\n", + "Amazon QuickSight 36\n", + "SAP Analytics Cloud 31\n", + "Alteryx 27\n", + "TIBCO Spotfire 22\n", + "Looker 19\n", + "Einstein Analytics 6\n", + "Sisense 6\n", + "Domo 5\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q32 – Most used BI tool\n", + "df['most_used_bi_tool'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "primary_tool_data_analysis\n", + "Local development environments (RStudio, JupyterLab, etc.) 6107\n", + "Basic statistical software (Microsoft Excel, Google Sheets, etc.) 4223\n", + "Business intelligence software (Salesforce, Tableau, Spotfire, etc.) 798\n", + "Advanced statistical software (SPSS, SAS, etc.) 781\n", + "Other 695\n", + "Cloud-based data software & APIs (AWS, GCP, Azure, etc.) 686\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Q38 – Primary tool for data analysis\n", + "df['primary_tool_data_analysis'].value_counts()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 2. Plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Your stakeholder wants to know the gender distribution in the countries where most people participated in the survey. He is interested in the top 10 countries.\n", + "And in the top 10 countries with the most number of female survey participants.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# --- Top 10 by overall participation ---\n", + "top10_countries = (\n", + " df['county_residence']\n", + " .value_counts()\n", + " .head(10)\n", + " .index\n", + ")\n", + "\n", + "df_top10 = df[df['county_residence'].isin(top10_countries)]\n", + "\n", + "gender_counts = (\n", + " df_top10.groupby(['county_residence', 'gender'])\n", + " .size()\n", + " .unstack(fill_value=0)\n", + ")\n", + "\n", + "# --- Fix: Long labels with line break ---\n", + "gender_counts.index = [\n", + " label.replace(\"United Kingdom of Great Britain and Northern Ireland\",\n", + " \"United Kingdom\\n(Great Britain & NI)\")\n", + " for label in gender_counts.index\n", + "]\n", + "\n", + "# --- BARPLOT ---\n", + "plt.figure(figsize=(16,8)) # much bigger figure\n", + "\n", + "ax = gender_counts.plot(kind='bar', figsize=(16,8))\n", + "\n", + "plt.title(\"Gender distribution in the top-10 countries\", fontsize=16)\n", + "plt.xlabel(\"Country\", fontsize=12)\n", + "plt.ylabel(\"Count\", fontsize=12)\n", + "\n", + "plt.xticks(rotation=45, ha=\"right\")\n", + "\n", + "# --- Legend decrease & move ---\n", + "plt.legend(\n", + " title=\"Gender\",\n", + " fontsize=8, # smaller font size\n", + " title_fontsize=9,\n", + " loc='upper left', # position right top\n", + " bbox_to_anchor=(1.02, 1) # outside of the plot area\n", + ")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 3. Plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "According to the study, aspiring Data Scientists are most often recommended to learn Python. Since Python is widely known in the stakeholder's company, he would like to know which language is most recommended after Python. He also suspects that there might be a difference in recommended languages depending on the title of the survey participant's current role and he wants to know what people with the job title \"Data Scientist\", \"Data Analyst\", and \"Data Engineer\" recommend. Can you confirm or reject his assumption with a/some suitable plot(s)?" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# A – Most recommended language after Python\n", + "# Count language recommendations\n", + "lang_counts = df['programming_language_recommended'].value_counts()\n", + "\n", + "# Remove Python\n", + "lang_counts_no_python = lang_counts.drop('Python', errors='ignore')\n", + "\n", + "# Plot\n", + "lang_counts_no_python.head(10).plot(kind='bar', figsize=(10,5))\n", + "plt.title(\"Most recommended languages (excluding Python)\")\n", + "plt.xlabel(\"Language\")\n", + "plt.ylabel(\"Recommendation Count\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# B – Recommendation by job title (DS, DA, DE)\n", + "roles = ['Data Scientist', 'Data Analyst', 'Data Engineer']\n", + "\n", + "df_roles = df[df['latest_job_role'].isin(roles)]\n", + "\n", + "role_lang_counts = (\n", + " df_roles.groupby(['latest_job_role', 'programming_language_recommended'])\n", + " .size()\n", + " .unstack(fill_value=0)\n", + ")\n", + "\n", + "role_lang_counts.T.head(10).plot(kind='bar', figsize=(14,6))\n", + "plt.title(\"Programming language recommendations by job role\")\n", + "plt.xlabel(\"Language\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Top recommendations for Data Scientist\n", + "programming_language_recommended\n", + "Python 2087\n", + "R 217\n", + "SQL 187\n", + "Julia 20\n", + "C++ 20\n", + "Name: count, dtype: int64\n", + "\n", + "Top recommendations for Data Analyst\n", + "programming_language_recommended\n", + "Python 977\n", + "SQL 167\n", + "R 136\n", + "Javascript 13\n", + "C++ 13\n", + "Name: count, dtype: int64\n", + "\n", + "Top recommendations for Data Engineer\n", + "programming_language_recommended\n", + "Python 336\n", + "SQL 33\n", + "R 15\n", + "C++ 7\n", + "Other 7\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "# C – Interpretation / Answer to the Hypothese\n", + "for r in roles:\n", + " print(\"\\nTop recommendations for\", r)\n", + " print(df[df['latest_job_role'] == r]['programming_language_recommended'].value_counts().head(5))\n" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Extra " + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now its up to you. If you're still motivated have another look at the data. What do you think is interesting or maybe different than expected?" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/tmp/ipykernel_92806/3364372079.py:12: MatplotlibDeprecationWarning: The 'labels' parameter of boxplot() has been renamed 'tick_labels' since Matplotlib 3.9; support for the old name will be dropped in 3.11.\n", + " plt.boxplot(data_to_plot, labels=roles)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# A – Salary distributions by job title (DS / DA / DE)\n", + "df_salary_plot = data_compensation.dropna(subset=['Salary'])\n", + "\n", + "roles = ['Data Scientist', 'Data Analyst', 'Data Engineer']\n", + "\n", + "data_to_plot = [\n", + " df_salary_plot[df_salary_plot['latest_job_role'] == role]['Salary']\n", + " for role in roles\n", + "]\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "plt.boxplot(data_to_plot, labels=roles)\n", + "plt.title(\"Salary distribution (DS vs DA vs DE)\")\n", + "plt.ylabel(\"Yearly Salary (USD)\")\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is often surprising, as data engineers frequently earn more than data scientists." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# B – Age distribution of Data Scientists\n", + "df_ds = df[df['latest_job_role'] == 'Data Scientist']\n", + "\n", + "df_ds['age_range'].value_counts().plot(kind='bar', figsize=(10,5))\n", + "plt.title(\"Age distribution among Data Scientists\")\n", + "plt.xlabel(\"Age Group\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Many stakeholders expect “young + university graduates only.”\n", + "The reality is more diverse." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADpi0lEQVR4nOzdeXgTVdsG8HuSNEm3pFAohVKgbLLvq6C4VCuCKKgvLi8giwsCyqbA+ykoKriLCrKICqIooigKggICCpRdZBNkKbQsbSmlTbckTeZ8f9TGhrZ0atY29++6cmlmnk4fcjqTPDlnzpGEEAJERERERERE5HYqXydAREREREREVF2x6CYiIiIiIiLyEBbdRERERERERB7CopuIiIiIiIjIQ1h0ExEREREREXkIi24iIiIiIiIiD2HRTUREREREROQhLLqJiIiIiIiIPIRFNxEREREREZGHsOgmIiJSIC0tDffddx8iIyMhSRLmzJnj65SqjS1btkCSJGzZssXXqQScm266CTfddJOv0yAiqtZYdBMR0b/St29f1KhRA2lpaaX2ZWdno27duujevTtkWfZBdu43YcIE/PTTT5g2bRqWLVuGO+64o9xYSZIgSRJGjRpV5v7/+7//c8RkZGQ4tj/yyCMICwurdG5nzpxxHK+sx6uvvlrpY5J/OnToEO677z40bNgQer0eMTExuO222/D+++/7OjUiIiqHJIQQvk6CiIiqnqSkJLRp0wZ33303li9f7rRvzJgxWLRoEfbu3Yv27dv7KEP3io6ORnx8PD777LMKYyVJgl6vh16vR1paGrRardP+xo0b4+LFizCbzbh06RJq1aoFoKjo/vrrr5Gbm1up3M6cOYO4uDg8+OCDuPPOO0vt79ixI1q3bl2pY3qTLMuwWq3QarVQqdgfUJ4dO3bg5ptvRoMGDTBs2DBER0cjJSUFO3fuxKlTp3Dy5MlKH7O4l5ujDIiIPEfj6wSIiKhqiouLw4wZMzBlyhQ88sgjuP322wEAe/bswYIFCzB58mSPF9xms9lrhVp6ejoiIiIUx99xxx34/vvvsW7dOtx9992O7Tt27EBSUhLuvfdefPPNN27NsVOnTvjvf//r1mN6Usn20+v1vk7H773yyiswGo3Ys2dPqb/F9PR03yRVgs1mgyzLpb5kIiIKdPw6mYiI/rWJEyeiXbt2ePLJJ2E2m2G32/HEE0+gYcOGmDFjBo4dO4b77rsPNWvWhF6vR5cuXfD99987HSMzMxOTJ09G27ZtERYWBoPBgL59++KPP/5wiiu+7/fLL7/Ec889h5iYGISEhMBkMqGwsBAvvvgimjVrBr1ej8jISPTu3RsbNmyo8N9w+vRp3H///ahZsyZCQkLQo0cPrF271rF/yZIlkCQJQgjMmzfPMWS7IjExMbjxxhtLjQL4/PPP0bZtW7Rp06bCY7jbL7/8ApVKhenTpzttX758OSRJwvz58x3bJEnC2LFj8fnnn+O6666DXq9H586d8euvv5Y67vnz5zFixAjUqVMHOp0OrVu3xscff+wUc632K++e7l27duGOO+6A0WhESEgI+vTpg+3btzvFvPDCC5AkCSdPnsQjjzyCiIgIGI1GDB8+HPn5+aVy/eyzz9CtWzeEhISgRo0auPHGG/Hzzz87xaxbtw433HADQkNDER4ejn79+uHIkSPXfG337t0LSZKwdOnSUvt++uknSJKENWvWAABycnIwfvx4NGrUCDqdDlFRUbjtttuwf//+a/6OU6dOoXXr1mV++RMVFeX0/JNPPsEtt9yCqKgo6HQ6tGrVyql9y2O1WjF9+nR07twZRqMRoaGhuOGGG7B582anuOJbGt58803MmTMHTZo0gU6nw+7duxEaGoqnn3661LHPnTsHtVqN2bNnV5gHEVF1wp5uIiL61zQaDRYtWoTrr78eL730EqKiorB//36sX78eSUlJ6NWrF2JiYjB16lSEhobiq6++wj333INvvvkGAwcOBFBU9H733Xe4//77ERcXh7S0NCxcuBB9+vTB0aNHUa9ePaff+dJLL0Gr1WLy5MmwWCzQarV44YUXMHv2bIwaNQrdunWDyWTC3r17sX//ftx2223l5p+Wlobrr78e+fn5eOqppxAZGYmlS5diwIAB+PrrrzFw4EDceOONWLZsGYYMGYLbbrsNQ4cOVfz6PPTQQ3j66aeRm5uLsLAw2Gw2rFy5EhMnToTZbP53L/o15OfnO90jXiwiIgIajQa33HILnnzyScyePRv33HMPOnXqhIsXL2LcuHGIj4/HE0884fRzW7duxYoVK/DUU09Bp9Phgw8+wB133IHdu3c7vjRIS0tDjx49HEV67dq1sW7dOowcORImkwnjx493OmZZ7VeWX375BX379kXnzp0xY8YMqFQqRyH522+/oVu3bk7x//nPfxAXF4fZs2dj//79WLx4MaKiovDaa685Yl588UW88MILuP766zFz5kxotVrs2rULv/zyi2OkxrJlyzBs2DAkJCTgtddeQ35+PubPn4/evXvj999/R6NGjcrMt0uXLmjcuDG++uorDBs2zGnfihUrUKNGDSQkJAAAnnjiCXz99dcYO3YsWrVqhcuXL2Pbtm34888/0alTpzKPDwANGzZEYmIiDh8+XOGXNvPnz0fr1q0xYMAAaDQa/PDDD3jyySchyzLGjBlT7s+ZTCYsXrwYDz74IB599FHk5OTgo48+QkJCAnbv3o0OHTo4xX/yyScwm8147LHHoNPp0KBBAwwcOBArVqzA22+/DbVa7Yj94osvIITAww8/fM3ciYiqHUFEROSisWPHiqCgIBEWFiYefPBBIYQQt956q2jbtq0wm82OOFmWxfXXXy+aNWvm2GY2m4Xdbnc6XlJSktDpdGLmzJmObZs3bxYAROPGjUV+fr5TfPv27UW/fv0qnff48eMFAPHbb785tuXk5Ii4uDjRqFEjp7wAiDFjxig6bnFsZmam0Gq1YtmyZUIIIdauXSskSRJnzpwRM2bMEADEpUuXHD83bNgwERoaWul/R1JSkgBQ7iMxMdERm5eXJ5o2bSpat24tzGaz6NevnzAYDOLs2bOl/g0AxN69ex3bzp49K/R6vRg4cKBj28iRI0XdunVFRkaG088/8MADwmg0OtrqWu1XvG/z5s1CiKK/k2bNmomEhAQhy7IjLj8/X8TFxYnbbrvNsa34dRwxYoTTMQcOHCgiIyMdz0+cOCFUKpUYOHBgqb+34t+Rk5MjIiIixKOPPuq0PzU1VRiNxlLbrzZt2jQRFBQkMjMzHdssFouIiIhwys9oNCr+Wyrp559/Fmq1WqjVatGzZ0/x7LPPip9++klYrdZSsVe/xkIIkZCQIBo3buy0rU+fPqJPnz6O5zabTVgsFqeYK1euiDp16jj9G4r/5gwGg0hPT3eK/+mnnwQAsW7dOqft7dq1c/pdRESBgsPLiYjIZa+88goiIyOhUqnwzjvvIDMzE7/88gv+85//ICcnBxkZGcjIyMDly5eRkJCAEydO4Pz58wAAnU7nuCfbbrfj8uXLCAsLw3XXXVfmcNthw4YhODjYaVtERASOHDmCEydOVCrvH3/8Ed26dUPv3r0d28LCwvDYY4/hzJkzOHr0aGVfCic1atTAHXfcgS+++AJA0TDu66+/Hg0bNnTpuOV57LHHsGHDhlKPVq1aOWJCQkKwZMkS/Pnnn7jxxhuxdu1avPPOO2jQoEGp4/Xs2ROdO3d2PG/QoAHuvvtu/PTTT7Db7RBC4JtvvsFdd90FIYSjnTMyMpCQkIDs7OxSbVhW+13twIEDOHHiBB566CFcvnzZccy8vDzceuut+PXXX0vNin91L/0NN9yAy5cvw2QyAQC+++47yLKM6dOnl5oDoPh2gQ0bNiArKwsPPvig079FrVaje/fupYZYX23w4MEoLCzEqlWrHNt+/vlnZGVlYfDgwY5tERER2LVrFy5cuHDN413ttttuQ2JiIgYMGIA//vgDr7/+OhISEhATE1Pqto2Sr3F2djYyMjLQp08fnD59GtnZ2eX+DrVa7Rh9IMsyMjMzYbPZ0KVLlzLPx3vvvRe1a9d22hYfH4969erh888/d2w7fPgwDh48WKXmHCAichcOLyciIpcZDAZcd911yMjIQJ06dbB7924IIfD888/j+eefL/Nn0tPTERMTA1mW8e677+KDDz5AUlIS7Ha7IyYyMrLUz8XFxZXaNnPmTNx9991o3rw52rRpgzvuuANDhgxBu3btrpn32bNn0b1791LbW7Zs6djv6r3XDz30EIYMGYLk5GR89913eP3111063rU0a9YM8fHxFcb16tULo0ePxrx585CQkIARI0aUe7yrNW/eHPn5+bh06RJUKhWysrKwaNEiLFq0qMxjXD3BV1ntd7XiL0+uHqZdUnZ2NmrUqOF4fvWXBsX7rly5AoPBgFOnTkGlUjl9AVHe773lllvK3G8wGK6Zd/v27dGiRQusWLECI0eOBFA0tLxWrVpOx3z99dcxbNgwxMbGonPnzrjzzjsxdOhQNG7c+JrHB4CuXbti1apVsFqt+OOPP/Dtt9/inXfewX333YcDBw44/n3bt2/HjBkzkJiYWOre9uzsbBiNxnJ/x9KlS/HWW2/h2LFjKCwsdGwvq+3K2qZSqfDwww9j/vz5yM/PR0hICD7//HPo9Xrcf//9Ff4biYiqGxbdRETkdsW9kJMnT3bcx3q1pk2bAgBmzZqF559/HiNGjMBLL72EmjVrQqVSYfz48WWu8V1WL+mNN96IU6dOYfXq1fj555+xePFivPPOO1iwYEG5a2V7y4ABA6DT6TBs2DBYLBb85z//8Wk+AGCxWByTlp06dcpRGFVWcfv897//LbdAvvqLj4p6uUse94033ih1D3Gxq9czL3nvcEmiEiujFv/eZcuWITo6utR+jabij02DBw/GK6+8goyMDISHh+P777/Hgw8+6PSz//nPf3DDDTfg22+/xc8//4w33ngDr732GlatWoW+ffsqylWr1aJr167o2rUrmjdvjuHDh2PlypWYMWMGTp06hVtvvRUtWrTA22+/jdjYWGi1Wvz444945513yjyvin322Wd45JFHcM899+CZZ55BVFSUY/KzU6dOlYovrz2HDh2KN954A9999x0efPBBLF++HP37979msU9EVF2x6CYiIrcr7rELCgqqsOf166+/xs0334yPPvrIaXtWVpZj/WolatasieHDh2P48OHIzc3FjTfeiBdeeOGaRXfDhg1x/PjxUtuPHTvm2O+q4OBg3HPPPfjss8/Qt2/fSv2bPGXGjBn4888/8eabb2LKlCmYOnUq3nvvvVJxZQ3X/+uvvxASEuIYUhweHg673a6oh12pJk2aACjqWXbXcZs0aQJZlnH06NFyC/ni3xsVFfWvf+/gwYPx4osv4ptvvkGdOnVgMpnwwAMPlIqrW7cunnzySTz55JNIT09Hp06d8Morryguukvq0qULAODixYsAgB9++AEWiwXff/+90wiAiobHA0XnY+PGjbFq1SqnWfpnzJhRqZzatGmDjh074vPPP0f9+vWRnJyM999/v1LHICKqLnhPNxERuV1UVBRuuukmLFy40FEIlHTp0iXH/6vV6lK9kStXrnTc863E5cuXnZ6HhYWhadOmsFgs1/y5O++8E7t370ZiYqJjW15eHhYtWoRGjRpdcyhyZUyePBkzZswod6i9N+3atQtvvvkmxo8fj0mTJuGZZ57B3LlzsXXr1lKxiYmJTvfxpqSkYPXq1bj99tuhVquhVqsd640fPny41M+XbOfK6Ny5M5o0aYI333wTubm5bjnuPffcA5VKhZkzZ5bq6S3++0tISIDBYMCsWbOchlVX5ve2bNkSbdu2xYoVK7BixQrUrVsXN954o2O/3W4vdU91VFQU6tWrV+Hf6+bNm8vsuf/xxx8BANdddx2Af3r9S8ZmZ2fjk08+qTD/sn52165dTueIUkOGDMHPP/+MOXPmIDIy8l99oUBEVB2wp5uIiDxi3rx56N27N9q2bYtHH30UjRs3RlpaGhITE3Hu3DnHOtz9+/fHzJkzMXz4cFx//fU4dOgQPv/8c0X3txZr1aoVbrrpJnTu3Bk1a9bE3r17HUsyXcvUqVPxxRdfoG/fvnjqqadQs2ZNLF26FElJSfjmm29KTbj1b7Vv3x7t27dXFFtYWIiXX3651PaaNWviySefvObP7t+/H5999lmp7U2aNEHPnj1hNpsxbNgwNGvWDK+88gqAomW0fvjhBwwfPhyHDh1CaGio4+fatGmDhIQEpyXDin+m2KuvvorNmzeje/fuePTRR9GqVStkZmZi//792LhxIzIzMxX9u0tSqVRYvHgx+vbti9atW2P48OGIiYnB+fPnsXnzZhgMBvzwww+VOmbTpk3xf//3f3jppZdwww03YNCgQdDpdNizZw/q1auH2bNnw2AwYP78+RgyZAg6deqEBx54ALVr10ZycjLWrl2LXr16Ye7cuRX+rsGDB2P69OnQ6/UYOXKk099RTk4O6tevj/vuuw/t27dHWFgYNm7ciD179uCtt9665nHHjRuH/Px8DBw4EC1atIDVasWOHTuwYsUKNGrUCMOHDwcA3H777dBqtbjrrrvw+OOPIzc3Fx9++CGioqLK/BKspP79+2PVqlUYOHAg+vXrh6SkJCxYsACtWrUq8wuQa3nooYfw7LPP4ttvv8Xo0aMRFBRUqZ8nIqo2fDZvOhERVSt9+vQRrVu3dtp26tQpMXToUBEdHS2CgoJETEyM6N+/v/j6668dMWazWUyaNEnUrVtXBAcHi169eonExMRSSxkVLyu1cuXKUr/75ZdfFt26dRMREREiODhYtGjRQrzyyitlLqV0tVOnTon77rtPRERECL1eL7p16ybWrFlTKg7/YsmwaylvyTCUs+xXkyZNyj1WRUuGDRs2TAghxIQJE4RarRa7du1y+vm9e/cKjUYjRo8eXerf8Nlnn4lmzZoJnU4nOnbs6FjWq6S0tDQxZswYERsbK4KCgkR0dLS49dZbxaJFixwx12q/q5cMK/b777+LQYMGicjISKHT6UTDhg3Ff/7zH7Fp06Zrvo5CCPHJJ58IACIpKclp+8cffyw6duwodDqdqFGjhujTp4/YsGFDqXwSEhKE0WgUer1eNGnSRDzyyCNOy6ddy4kTJxyv/bZt25z2WSwW8cwzz4j27duL8PBwERoaKtq3by8++OCDCo+7bt06MWLECNGiRQsRFhYmtFqtaNq0qRg3bpxIS0tziv3+++9Fu3bthF6vF40aNRKvvfaa+Pjjj0u9JlefZ7Isi1mzZomGDRs62nzNmjVi2LBhomHDho644r+5N95445o533nnnQKA2LFjR4X/PiKi6koSohIzjBAREVFAkCQJY8aMUdSzS1SegQMH4tChQzh58qSvUyEi8hne001EREREbnfx4kWsXbsWQ4YM8XUqREQ+xXu6iYiIiMhtkpKSsH37dixevBhBQUF4/PHHfZ0SEZFPsaebiIiIiNxm69atGDJkCJKSkrB06dIy1zwnIgokvKebiIiIiIiIyEPY001ERERERETkISy6iYiIiIiIiDyEE6l5kSzLuHDhAsLDwyFJkq/TISIiIiIion9JCIGcnBzUq1cPKlX5/dksur3owoULiI2N9XUaRERERERE5CYpKSmoX79+uftZdHtReHg4gKJGMRgMPs6GiIiIiIiI/i2TyYTY2FhHnVceFt1eVDyk3GAwsOgmIiIiIiKqBiq6dZgTqRERERERERF5CItuIiIiIiIiIg9h0U1ERERERETkISy6iYiIiIiIiDyERTcRERERERGRh7DoJiIiIiIiIvIQFt1EREREREREHuLTovuFF16AJElOjxYtWjj2m81mjBkzBpGRkQgLC8O9996LtLQ0p2MkJyejX79+CAkJQVRUFJ555hnYbDanmC1btqBTp07Q6XRo2rQplixZUiqXefPmoVGjRtDr9ejevTt2797ttF9JLkTuZDbbMHfTCUz5+g/M3XQCZrOt4h8ij7LZZGw9no6v96Zg6/F02Gyyr1MKeGwT/yPLAqcv5eKPlCycvpQLWRa+TonI7/Da5X/YJuRJGl8n0Lp1a2zcuNHxXKP5J6UJEyZg7dq1WLlyJYxGI8aOHYtBgwZh+/btAAC73Y5+/fohOjoaO3bswMWLFzF06FAEBQVh1qxZAICkpCT069cPTzzxBD7//HNs2rQJo0aNQt26dZGQkAAAWLFiBSZOnIgFCxage/fumDNnDhISEnD8+HFERUUpyoXInaavPoQVe1Jgsf3zYfX9zScwuGssZt7d1oeZBa7VB85j4dZTuJBths0uoFFLqGfU4/E+TXB3hxhfpxeQ2Cb+5/D5bHyz/xxOpufCUihDF6RC06gw3NupPtrEGH2dHpFf4LXL/7BNyNMkIYTPvoJ+4YUX8N133+HAgQOl9mVnZ6N27dpYvnw57rvvPgDAsWPH0LJlSyQmJqJHjx5Yt24d+vfvjwsXLqBOnToAgAULFmDKlCm4dOkStFotpkyZgrVr1+Lw4cOOYz/wwAPIysrC+vXrAQDdu3dH165dMXfuXACALMuIjY3FuHHjMHXqVEW5KGEymWA0GpGdnQ2DwfCvXzeq3qavPoRlickQAFQSIAEQAGRR9P9DejZg4e1lqw+cx8trjqLAaochOAg6jQoWmwxTQSGCtWo8178V35S9jG3ifw6fz8Z7m04gM8+KusZgBGvVKLDacTG7ADVDtXjq1mYsvCng8drlf9gm5Aql9Z3P7+k+ceIE6tWrh8aNG+Phhx9GcnIyAGDfvn0oLCxEfHy8I7ZFixZo0KABEhMTAQCJiYlo27ato+AGgISEBJhMJhw5csQRU/IYxTHFx7Bardi3b59TjEqlQnx8vCNGSS5E7mA227BiTwoEALUEqFUSVCoJapUEtVRUfK/Yk8Kh5l5ks8lYuPUUCqx2RBl0CNZqoFKpEKzVIMqgQ4HVjkVbT3MYmhexTfyPLAt8s/8cMvOsaBoVhjC9BmqVhDC9Bk2jwpCZZ8Wq/ec51JwCGq9d/odtQt7i06K7e/fuWLJkCdavX4/58+cjKSkJN9xwA3JycpCamgqtVouIiAinn6lTpw5SU1MBAKmpqU4Fd/H+4n3XijGZTCgoKEBGRgbsdnuZMSWPUVEuZbFYLDCZTE4PomtZvD0JFpuASgJUKslpn0olQSUBFpvA4u1JPsow8Gw/lYEL2WYYgoMgSc6XTElSwRAchPPZBdh+KsNHGQYeton/OXM5DyfTc1HXGAxJcr52SZKEusZgnEjPwZnLeT7KkMj3eO3yP2wT8haf3tPdt29fx/+3a9cO3bt3R8OGDfHVV18hODjYh5m5x+zZs/Hiiy/6Og2qQlKu5AMoGkZeFumqOPK8SzkW2OwCuuCyv6PUalQwmW24lGPxcmaBi23if3LMNlgKZQQb1WXuD9aqkWaSkcNROhTAeO3yP2wT8hafDy8vKSIiAs2bN8fJkycRHR0Nq9WKrKwsp5i0tDRER0cDAKKjo0vNIF78vKIYg8GA4OBg1KpVC2q1usyYkseoKJeyTJs2DdnZ2Y5HSkqKsheCAlZsjRAARcPIyyKuiiPPqx2ug0YtwVLO0DKrTYZGLaF2uM7LmQUuton/CddroAtSocBqL3N/gdUOXZAK4Xqfz99K5DO8dvkftgl5i18V3bm5uTh16hTq1q2Lzp07IygoCJs2bXLsP378OJKTk9GzZ08AQM+ePXHo0CGkp6c7YjZs2ACDwYBWrVo5Ykoeozim+BharRadO3d2ipFlGZs2bXLEKMmlLDqdDgaDwelBdC2jesVBp5EgC5S691GWBWQB6DQSRvWK81GGgadXk1qoZ9TDVFAIIZzflIUommglxhiMXk1q+SjDwMM28T+NIkPRNCoMF7MLcPX8rEIIXMwuQLOocDSKDPVRhkS+x2uX/2GbkLf4tOiePHkytm7dijNnzmDHjh0YOHAg1Go1HnzwQRiNRowcORITJ07E5s2bsW/fPgwfPhw9e/Z0zBZ+++23o1WrVhgyZAj++OMP/PTTT3juuecwZswY6HRF30g98cQTOH36NJ599lkcO3YMH3zwAb766itMmDDBkcfEiRPx4YcfYunSpfjzzz8xevRo5OXlYfjw4QCgKBcid9DrNRjcNRYSALsA7LKALAvYZQH737OXD+4aCz17i7xGo1Hh8T5NEKxVI91kQYHVBrsso8BqQ7rJgmCtGo/1aQyNxq++w6zW2Cb+R6WScG+n+qgZqsXJ9Fzkmm2wywK5ZhtOpueiZqgWgzrFlJqrgiiQ8Nrlf9gm5C0+/eR+7tw5PPjgg7h8+TJq166N3r17Y+fOnahduzYA4J133oFKpcK9994Li8WChIQEfPDBB46fV6vVWLNmDUaPHo2ePXsiNDQUw4YNw8yZMx0xcXFxWLt2LSZMmIB3330X9evXx+LFix1rdAPA4MGDcenSJUyfPh2pqano0KED1q9f7zS5WkW5ELlL8XJgV6/TrdNIXKfbR4qXCilew9NktkGjltAwMhSP9WnMpUR8gG3if9rEGPHUrc0c63SnmYrW6W5XPwKDOsVwuTAi8Nrlj9gm5A0+Xac70HCdbqoMs9mGxduTkHIlH7E1QjCqVxx7uH3MZpOx/VQGLuVYUDtch15NavHbbx9jm/gfWRY4czkPOWYbwvUaNIoMZQ830VV47fI/bBP6N5TWdyy6vYhFNxERERERUfWgtL7j1zdEREREREREHsKim4iIiIiIiMhDWHQTEREREREReQiLbiIiIiIiIiIPYdFNRERERERE5CEsuomIiIiIiIg8hEU3ERERERERkYew6CYiIiIiIiLyEBbdRERERERERB7CopuIiIiIiIjIQ1h0ExEREREREXkIi24iIiIiIiIiD2HRTUREREREROQhLLqJiIiIiIiIPIRFNxEREREREZGHsOgmIiIiIiIi8hAW3UREREREREQewqKbiIiIiIiIyENYdBMRERERERF5CItuIiIiIiIiIg9h0U1ERERERETkISy6iYiIiIiIiDyERTcRERERERGRh7DoJiIiIiIiIvIQFt1EREREREREHsKim4iIiIiIiMhDWHQTEREREREReQiLbiIiIiIiIiIPYdFNRERERERE5CEsuomIiIiIiIg8hEU3ERERERERkYew6CYiIiIiIiLyEBbdRERERERERB7CopuIiIiIiIjIQ1h0ExEREREREXkIi24iIiIiIiIiD2HRTUREREREROQhLLqJiIiIiIiIPIRFNxEREREREZGHsOgmIiIiIiIi8hAW3UREREREREQewqKbiIiIiIiIyENYdBMRERERERF5CItuIiIiIiIiIg9h0U1ERERERETkISy6iYiIiIiIiDzEb4ruV199FZIkYfz48Y5tZrMZY8aMQWRkJMLCwnDvvfciLS3N6eeSk5PRr18/hISEICoqCs888wxsNptTzJYtW9CpUyfodDo0bdoUS5YsKfX7582bh0aNGkGv16N79+7YvXu3034luRARERERERGV5BdF9549e7Bw4UK0a9fOafuECRPwww8/YOXKldi6dSsuXLiAQYMGOfbb7Xb069cPVqsVO3bswNKlS7FkyRJMnz7dEZOUlIR+/frh5ptvxoEDBzB+/HiMGjUKP/30kyNmxYoVmDhxImbMmIH9+/ejffv2SEhIQHp6uuJciIiIiIiIiK4mCSGELxPIzc1Fp06d8MEHH+Dll19Ghw4dMGfOHGRnZ6N27dpYvnw57rvvPgDAsWPH0LJlSyQmJqJHjx5Yt24d+vfvjwsXLqBOnToAgAULFmDKlCm4dOkStFotpkyZgrVr1+Lw4cOO3/nAAw8gKysL69evBwB0794dXbt2xdy5cwEAsiwjNjYW48aNw9SpUxXlooTJZILRaER2djYMBoPbXkMiIiIiIiLyLqX1nc97useMGYN+/fohPj7eafu+fftQWFjotL1FixZo0KABEhMTAQCJiYlo27ato+AGgISEBJhMJhw5csQRc/WxExISHMewWq3Yt2+fU4xKpUJ8fLwjRkkuZbFYLDCZTE4PIiIiIiIiChwaX/7yL7/8Evv378eePXtK7UtNTYVWq0VERITT9jp16iA1NdURU7LgLt5fvO9aMSaTCQUFBbhy5QrsdnuZMceOHVOcS1lmz56NF198sdz9REREREREVL35rKc7JSUFTz/9ND7//HPo9XpfpeFR06ZNQ3Z2tuORkpLi65SIiIiIiIjIi3xWdO/btw/p6eno1KkTNBoNNBoNtm7divfeew8ajQZ16tSB1WpFVlaW08+lpaUhOjoaABAdHV1qBvHi5xXFGAwGBAcHo1atWlCr1WXGlDxGRbmURafTwWAwOD2IiIiIiIgocPis6L711ltx6NAhHDhwwPHo0qULHn74Ycf/BwUFYdOmTY6fOX78OJKTk9GzZ08AQM+ePXHo0CGnWcY3bNgAg8GAVq1aOWJKHqM4pvgYWq0WnTt3doqRZRmbNm1yxHTu3LnCXIiIiIiIiIiu5rN7usPDw9GmTRunbaGhoYiMjHRsHzlyJCZOnIiaNWvCYDBg3Lhx6Nmzp2O28Ntvvx2tWrXCkCFD8PrrryM1NRXPPfccxowZA51OBwB44oknMHfuXDz77LMYMWIEfvnlF3z11VdYu3at4/dOnDgRw4YNQ5cuXdCtWzfMmTMHeXl5GD58OADAaDRWmAsRERERERHR1Xw6kVpF3nnnHahUKtx7772wWCxISEjABx984NivVquxZs0ajB49Gj179kRoaCiGDRuGmTNnOmLi4uKwdu1aTJgwAe+++y7q16+PxYsXIyEhwREzePBgXLp0CdOnT0dqaio6dOiA9evXO02uVlEuRERERERERFfz+TrdgYTrdBMREREREVUPVWadbiIiIiIiIqLqikU3ERERERERkYew6CYiIiIiIiLyEBbdRERERERERB7CopuIiIiIiIjIQ1h0ExEREREREXkIi24iIiIiIiIiD2HRTUREREREROQhLLqJiIiIiIiIPIRFNxEREREREZGHsOgmIiIiIiIi8hAW3UREREREREQewqKbiIiIiIiIyENYdBMRERERERF5iKayP2CxWLBr1y6cPXsW+fn5qF27Njp27Ii4uDhP5EdERERERERUZSkuurdv3453330XP/zwAwoLC2E0GhEcHIzMzExYLBY0btwYjz32GJ544gmEh4d7MmciIiIiIiKiKkHR8PIBAwZg8ODBaNSoEX7++Wfk5OTg8uXLOHfuHPLz83HixAk899xz2LRpE5o3b44NGzZ4Om8iIiIiIiIiv6eop7tfv3745ptvEBQUVOb+xo0bo3Hjxhg2bBiOHj2KixcvujVJIiIiIiIioqpIEkIIXycRKEwmE4xGI7Kzs2EwGHydDhEREREREf1LSuu7Sk+kJoTAvn37cObMGUiShLi4OHTs2BGSJLmUMBEREREREVF1U6mie/PmzRg5ciTOnj2L4g7y4sL7448/xo033uiRJImIiIiIiIiqIsXrdJ88eRL9+/dHo0aNsGrVKvz55584evQoVq5cifr16+POO+/E6dOnPZkrERERERERUZWi+J7usWPH4s8//8SmTZtK7RNCID4+Hq1atcL777/v9iSrC97TTUREREREVD0ore8U93Rv2bIF48ePL3OfJEkYP348Nm/eXOlEiYiIiIiIiKorxUV3cnIy2rZtW+7+Nm3a4OzZs25JioiIiIiIiKg6UFx05+bmIiQkpNz9ISEhyM/Pd0tSRERERERERNVBpWYvP3r0KFJTU8vcl5GR4ZaEiIiIiIiIiKqLShXdt956K8qad02SJAghuFY3ERERERERUQmKi+6kpCRP5kFERERERERU7Sguuhs2bOjJPIiIiIiIiIiqHcUTqWVkZJSanfzIkSMYPnw4/vOf/2D58uVuT46IiIiIiIioKlNcdI8bNw7vvfee43l6ejpuuOEG7NmzBxaLBY888giWLVvmkSSJiIiIiIiIqiLFRffOnTsxYMAAx/NPP/0UNWvWxIEDB7B69WrMmjUL8+bN80iSRERERERERFWR4qI7NTUVjRo1cjz/5ZdfMGjQIGg0RbeFDxgwACdOnHB7gkRERERERERVleKi22AwICsry/F89+7d6N69u+O5JEmwWCxuTY6IiIiIiIioKlNcdPfo0QPvvfceZFnG119/jZycHNxyyy2O/X/99RdiY2M9kiQRERERERFRVaR4ybCXXnoJt956Kz777DPYbDb873//Q40aNRz7v/zyS/Tp08cjSRIRERERERFVRYqL7nbt2uHPP//E9u3bER0d7TS0HAAeeOABtGrVyu0JEhEREREREVVVkhBC+DqJQGEymWA0GpGdnQ2DweDrdIiIiIiIiOhfUlrfKe7pnjhxYpnbjUYjmjdvjkGDBkGn01U+UyIiIiIiIqJqSnHR/fvvv5e5PSsrCydPnsTzzz+PX375BQ0aNHBbckRERERERERVmVuGl5tMJjz88MMIDw/H8uXL3ZFXtcTh5URERERERNWD0vpO8ZJh12IwGPD8889j+/bt7jgcERERERERUbXglqIbAGrVqoXMzEx3HY6IiIiIiIioynNb0b1z5040adLEXYcjIiIiIiIiqvIUT6R28ODBMrdnZ2dj3759mDVrFmbMmOG2xIiIiIiIiIiqOsU93R06dEDHjh3RoUMHp0efPn0wa9YsTJw4EU8++WSlfvn8+fPRrl07GAwGGAwG9OzZE+vWrXPsN5vNGDNmDCIjIxEWFoZ7770XaWlpTsdITk5Gv379EBISgqioKDzzzDOw2WxOMVu2bEGnTp2g0+nQtGlTLFmypFQu8+bNQ6NGjaDX69G9e3fs3r3bab+SXIjcyWaTsfV4Or7em4Ktx9Nhs8m+TingybLA6Uu5+CMlC6cv5UKWXZ6HklzENiGqmNVqx4rdyXj75+NYsTsZVqvd1ykFPLaJ/zGbbZi76QSmfP0H5m46AbPZVvEPkUfl5lkxacUB3L9gByatOIDcPKuvU/rXFM9efvbs2TK3GwwG1KhR41/98h9++AFqtRrNmjWDEAJLly7FG2+8gd9//x2tW7fG6NGjsXbtWixZsgRGoxFjx46FSqVyTNhmt9vRoUMHREdH44033sDFixcxdOhQPProo5g1axYAICkpCW3atMETTzyBUaNGYdOmTRg/fjzWrl2LhIQEAMCKFSswdOhQLFiwAN27d8ecOXOwcuVKHD9+HFFRUQBQYS5KcPZyUmr1gfNYuPUULmSbYbMLaNQS6hn1eLxPE9zdIcbX6QWkw+ez8c3+cziZngtLoQxdkApNo8Jwb6f6aBNj9HV6AYltQlSxeZtP4KPfkmAy2yALAZUkwaDXYOQNcRhzczNfpxeQ2Cb+Z/rqQ1ixJwUW2z9lkU4jYXDXWMy8u60PMwtc//1oJ7aduFxqe+9mkfhsZA8fZFQ2pfWdW5YMc6eaNWvijTfewH333YfatWtj+fLluO+++wAAx44dQ8uWLZGYmIgePXpg3bp16N+/Py5cuIA6deoAABYsWIApU6bg0qVL0Gq1mDJlCtauXYvDhw87fscDDzyArKwsrF+/HgDQvXt3dO3aFXPnzgUAyLKM2NhYjBs3DlOnTkV2dnaFuSjBopuUWH3gPF5ecxQFVjsMwUHQaVSw2GSYCgoRrFXjuf6tWHh72eHz2Xhv0wlk5llR1xiMYK0aBVY7LmYXoGaoFk/d2oxFnpexTYgqNm/zCby78QRssoBWo4JGkmATAlabDI1KwtPxzVjkeRnbxP9MX30IyxKTIQCoJEACIADIouj/h/RswMLby8oruIv5U+Ht1iXDdu7cqfgX5+fn48iRI4rji9ntdnz55ZfIy8tDz549sW/fPhQWFiI+Pt4R06JFCzRo0ACJiYkAgMTERLRt29ZRcANAQkICTCaTI4fExESnYxTHFB/DarVi3759TjEqlQrx8fGOGCW5ELmDzSZj4dZTKLDaEWXQIVirgUqlQrBWgyiDDgVWOxZtPc2h5l4kywLf7D+HzDwrmkaFIUyvgVolIUyvQdOoMGTmWbFq/3kOa/YitglRxaxWOz76LQk2WSBEq4ZWrYJKJUGrViFEq4ZNFvhoWxKHNXsR28T/mM02rNiTAgFALQFqlQSVSoJaJUEtFRXfK/akcKi5F+XmWa9ZcAPAthOXq9xQc0VF95AhQ5CQkICVK1ciLy+vzJijR4/if//7H5o0aYJ9+/YpTuDQoUMICwuDTqfDE088gW+//RatWrVCamoqtFotIiIinOLr1KmD1NRUAEBqaqpTwV28v3jftWJMJhMKCgqQkZEBu91eZkzJY1SUS1ksFgtMJpPTg+hatp/KwIVsMwzBQZAk59NTklQwBAfhfHYBtp/K8FGGgefM5TycTM9FXWMwJEly2idJEuoag3EiPQdnLpd9bST3Y5sQVezbA+dhMtug1aiguuo8UUkStBoVTAU2fHvgvI8yDDxsE/+zeHsSLDYBlQSoVFe1iUqCSgIsNoHF25N8lGHgmbHmqFvj/IWi2cuPHj2K+fPn47nnnsNDDz2E5s2bo169etDr9bhy5QqOHTuG3NxcDBw4ED///DPatlU+BOO6667DgQMHkJ2dja+//hrDhg3D1q1b//U/yJ/Mnj0bL774oq/ToCrkUo4FNruALrjs78O0GhVMZhsu5Vi8nFngyjHbYCmUEWxUl7k/WKtGmklGDr8F9xq2CVHFzmcVQBYCGqns9xO1JMEqZJzPKvByZoGLbeJ/Uq7kAygaRl4W6ao48rxkha+10jh/oainOygoCE899RSOHz+OxMREPProo2jTpg1iYmJw0003YeHChbhw4QK++OKLShXcAKDVatG0aVN07twZs2fPRvv27fHuu+8iOjoaVqsVWVlZTvFpaWmIjo4GAERHR5eaQbz4eUUxBoMBwcHBqFWrFtRqdZkxJY9RUS5lmTZtGrKzsx2PlJQUZS8KBaza4Tpo1BIs5Qwft9pkaNQSaofrvJxZ4ArXa6ALUqGgnOF+BVY7dEEqhOsVr8BILmKbEFUsJiIYqr/vFy6L/e8JvGIigr2cWeBim/if2BohAIqGkZdFXBVHntdA4WutNM5fKF4yrFiXLl0wfvx4vPPOO1iwYAFefvll3HvvvahZs6ZbEpJlGRaLBZ07d0ZQUBA2bdrk2Hf8+HEkJyejZ8+eAICePXvi0KFDSE9Pd8Rs2LABBoMBrVq1csSUPEZxTPExtFotOnfu7BQjyzI2bdrkiFGSS1l0Op1jObTiB9G19GpSC/WMepgKCiGEc+EtRNFkajHGYPRqUstHGQaeRpGhaBoVhovZBbh63kkhBC5mF6BZVDgaRYb6KMPAwzYhqtjADjEw6DWw2mTIV50n8t8TdxmCNRjIiTm9hm3if0b1ioNOI0EWKDUPiCwLyKJoFvNRveJ8lGHgebF/K7fG+YtKF93uNG3aNPz66684c+YMDh06hGnTpmHLli14+OGHYTQaMXLkSEycOBGbN2/Gvn37MHz4cPTs2dMxW/jtt9+OVq1aYciQIfjjjz/w008/4bnnnsOYMWOg0xX1BD7xxBM4ffo0nn32WRw7dgwffPABvvrqK0yYMMGRx8SJE/Hhhx9i6dKl+PPPPzF69Gjk5eVh+PDhAKAoFyJ30GhUeLxPEwRr1Ug3WVBgtcEuyyiw2pBusiBYq8ZjfRpDo/HpqRtQVCoJ93aqj5qhWpxMz0Wu2Qa7LJBrtuFkei5qhmoxqFNMqXvByHPYJkQV02rVGHlDHDQqCflWO6x2GXZZwGqXkW+1Q6OSMLJ3HLTasm/TIPdjm/gfvV6DwV1jIQGwC8AuC8iygF0WsP89e/ngrrHQc+SU14SFatG7WeQ1Y3o3i0RYqNZLGbmHT5cMGzlyJDZt2oSLFy/CaDSiXbt2mDJlCm677TYAgNlsxqRJk/DFF1/AYrEgISEBH3zwgdOQ7rNnz2L06NHYsmULQkNDMWzYMLz66qvQaP45ObZs2YIJEybg6NGjqF+/Pp5//nk88sgjTrnMnTsXb7zxBlJTU9GhQwe899576N69u2O/klwqwiXDSKmy1umOMQbjsT6NuVyYj5S1JnSzqHAM6hTDpal8hG1CVLEy14QO1mBkb64J7StsE//Ddbr9D9fppn+NRTdVhs0mY/upDFzKsaB2uA69mtRiD7ePybLAmct5yDHbEK7XoFFkKHtTfYxtQlQxq9WObw+cx/msAsREBGNghxj2pvoY28T/mM02LN6ehJQr+YitEYJRveLYw+1juXlWzFhzFMlX8tGgRghe7N/K73q4WXT7IRbdRERERERE1YPS+q7S3WanT592KTEiIiIiIiKiQFHportp06a4+eab8dlnn8FsNnsiJyIiIiIiIqJqodJF9/79+9GuXTtMnDgR0dHRePzxx7F7925P5EZERERERERUpVW66O7QoQPeffddXLhwAR9//DEuXryI3r17o02bNnj77bdx6dIlT+RJREREREREVOX866mQNRoNBg0ahJUrV+K1117DyZMnMXnyZMTGxmLo0KG4ePGiO/MkIiIiIiIiqnL+ddG9d+9ePPnkk6hbty7efvttTJ48GadOncKGDRtw4cIF3H333e7Mk4iIiIiIiKjKqfTic2+//TY++eQTHD9+HHfeeSc+/fRT3HnnnVCpiur3uLg4LFmyBI0aNXJ3rkRERERERERVSqWL7vnz52PEiBF45JFHULdu3TJjoqKi8NFHH7mcHBEREREREVFVVqnh5TabDQ8//DCGDBlSbsENAFqtFsOGDXM5OSIiIiIiIqKqrFJFt0ajwVtvvQWbzeapfIiIiIiIiIiqjUpPpHbLLbdg69atnsiFiIiIiIiIqFqp9D3dffv2xdSpU3Ho0CF07twZoaGhTvsHDBjgtuSIiIiIiIiIqjJJCCEq8wPFs5SXeTBJgt1udzmp6spkMsFoNCI7OxsGg8HX6RAREREREdG/pLS+q3RPtyzLLiVGREREREREFCgqfU83ERERERERESlT6Z5uAMjLy8PWrVuRnJwMq9XqtO+pp55yS2JEREREREREVV2li+7ff/8dd955J/Lz85GXl4eaNWsiIyMDISEhiIqKYtFdRcmywJnLecgx2xCu16BRZChUKsnXaQU0m03G9lMZuJRjQe1wHXo1qQWNhoNTfInnif9hmxARkTuYzTYs3p6ElCv5iK0RglG94qDX/6v+SaJSKv2XNGHCBNx1111YsGABjEYjdu7ciaCgIPz3v//F008/7YkcycMOn8/GN/vP4WR6LiyFMnRBKjSNCsO9neqjTYzR1+kFpNUHzmPh1lO4kG2GzS6gUUuoZ9Tj8T5NcHeHGF+nF5B4nvgftgkREbnD9NWHsGJPCiy2f+aXfn/zCQzuGouZd7f1YWZUXVR69vKIiAjs2rUL1113HSIiIpCYmIiWLVti165dGDZsGI4dO+apXKs8f5y9/PD5bLy36QQy86yoawxGsFaNAqsdF7MLUDNUi6dubcYPr162+sB5vLzmKAqsdhiCg6DTqGCxyTAVFCJYq8Zz/Vux8PYynif+h21CRETuMH31ISxLTIYAoJIACYAAIIui/x/SswELbyqX0vqu0mNVg4KCHMuGRUVFITk5GQBgNBqRkpLyL9MlX5BlgW/2n0NmnhVNo8IQptdArZIQptegaVQYMvOsWLX/PGS5Ut/LkAtsNhkLt55CgdWOKIMOwVoNVCoVgrUaRBl0KLDasWjradhsXEXAW3ie+B+2CRERuYPZbMOKPSkQANQSoFZJUKkkqFUS1FJR8b1iTwrMZpuvU6UqrtJFd8eOHbFnzx4AQJ8+fTB9+nR8/vnnGD9+PNq0aeP2BMlzzlzOw8n0XNQ1BkOSnO+BlCQJdY3BOJGegzOX83yUYeDZfioDF7LNMAQHQZKcT09JUsEQHITz2QXYfirDRxkGHp4n/odtQkRE7rB4exIsNgGVhFLzgahUElQSYLEJLN6e5KMMqbqodNE9a9Ys1K1bFwDwyiuvoEaNGhg9ejQuXbqERYsWuT1B8pwcsw2WQhnBWnWZ+4O1algKZeTw2z2vuZRjgc0uoCtnwjStRgWbXeBSjsXLmQUunif+h21CRETukHIlH0DRMPKySFfFEf1blZ5IrUuXLo7/j4qKwvr1692aEHlPuF4DXZAKBVY7wsqYnbHAaocuSIVwztzoNbXDddCoJVhsMoK1pQtvq02GRi2hdrjOB9kFJp4n/odtQkRE7hBbIwRA0TDysoir4oj+La4/FMAaRYaiaVQYLmYX4Or59IQQuJhdgGZR4WgUGeqjDANPrya1UM+oh6mgEEI437ctRNFkajHGYPRqUstHGQYenif+h21CRETuMKpXHHQaCbJAqXlAZFlAFoBOI2FUrzgfZUjVhaJugI4dO5a6b648+/fvdykh8h6VSsK9nerj/JUCx/2RV88APKhTDNe89SKNRoXH+zTBy2uOIt1kgSE4CFqNCtYSs5c/1qcx1+v2Ip4n/odtQkRE7qDXazC4ayyWJSbDLgAhi1Kzlw/uGsv1uslliv6C7rnnHg+nQb7SJsaIp25t5ljrNs1UtNZtu/oRGNQphkvu+EDxcmDF63SbzDZo1BIaRobisT6NuVyYD/A88T9sEyIicofi5cCuXqdbp5G4Tje5TaXX6aZ/zx/X6S4mywJnLuchx2xDuF6DRpGh7CXyMZtNxvZTGbiUY0HtcB16NanFHm4f43nif9gmRETkDmazDYu3JyHlSj5ia4RgVK849nBThZTWdyy6vcifi24iIiIiIiJSTml9V+mvb+x2O9555x189dVXSE5OhtVqddqfmZlZ+WyJiIiIiIiIqqFKj1V98cUX8fbbb2Pw4MHIzs7GxIkTMWjQIKhUKrzwwgseSJGIiIiIiIioaqp00f3555/jww8/xKRJk6DRaPDggw9i8eLFmD59Onbu3OmJHImIiIiIiIiqpEoX3ampqWjbtmgWv7CwMGRnZwMA+vfvj7Vr17o3OyIiIiIiIqIqrNJFd/369XHx4kUAQJMmTfDzzz8DAPbs2QOdTufe7IiIiIiIiIiqsEoX3QMHDsSmTZsAAOPGjcPzzz+PZs2aYejQoRgxYoTbEyQiIiIiIiKqqlxeMiwxMRGJiYlo1qwZ7rrrLnflVS1xyTAiIiIiIqLqwWNLhl2tZ8+e6Nmzp6uHISIiIiIiIqp2FA8v/+uvv7B7926nbZs2bcLNN9+Mbt26YdasWW5PjoiIiIiIiKgqU1x0T5kyBWvWrHE8T0pKwl133QWtVouePXti9uzZmDNnjidyJCIiIiIiIqqSFA8v37t3L5599lnH888//xzNmzfHTz/9BABo164d3n//fYwfP97tSRIRERERERFVRYp7ujMyMlC/fn3H882bNztNnHbTTTfhzJkzbk2OiIiIiIiIqCpTXHTXrFnTsT63LMvYu3cvevTo4dhvtVrh4kToRERERERERNWK4qL7pptuwksvvYSUlBTMmTMHsizjpptucuw/evQoGjVq5IEUiYiIiIiIiKomxfd0v/LKK7jtttvQsGFDqNVqvPfeewgNDXXsX7ZsGW655RaPJElERERERERUFUmiEmPCbTYbjhw5gtq1a6NevXpO+/744w/Ur18fkZGRbk+yulC6eDoRERERERH5N6X1neKebgDQaDRo3759mfvK205EREREREQUqCpVdFP1ZbPJ2H4qA5dyLKgdrkOvJrWg0Si+5Z88wGy2YfH2JKRcyUdsjRCM6hUHvZ6nrC+xTfwP28T/8P3E/2TlmDHmi99xPtuMGKMe8x7siIhwva/TCmimXAsmf3MQKVkFiI0Ixpv3toMhTOfrtAJa6pVc3L9wFzLzragZosXKx7sjukaYr9MKaPn5hXhz419IvpKPBjVCMDm+OUJCgnyd1r9SqeHl7jZ79mysWrUKx44dQ3BwMK6//nq89tpruO666xwxZrMZkyZNwpdffgmLxYKEhAR88MEHqFOnjiMmOTkZo0ePxubNmxEWFoZhw4Zh9uzZ0Gj++eC1ZcsWTJw4EUeOHEFsbCyee+45PPLII075zJs3D2+88QZSU1PRvn17vP/+++jWrVulcrkWfx1evvrAeSzcegoXss2w2QU0agn1jHo83qcJ7u4Q4+v0AtL01YewYk8KLLZ/Tk+dRsLgrrGYeXdbH2YWuNgm/odt4n/4fuJ/bn9nK/5Kyy21vXmdMPw8oY8PMqJ75m3DgZTsUts7xBrx3ZjePsiI2r/wE7LNtlLbjXoN/nghwQcZ0Zjl+7DuUCrkEpWqSgL6to3GvIc6+y6xqyit73z61fPWrVsxZswY7Ny5Exs2bEBhYSFuv/125OXlOWImTJiAH374AStXrsTWrVtx4cIFDBo0yLHfbrejX79+sFqt2LFjB5YuXYolS5Zg+vTpjpikpCT069cPN998Mw4cOIDx48dj1KhR+OmnnxwxK1aswMSJEzFjxgzs378f7du3R0JCAtLT0xXnUhWtPnAeL685iuTL+QgJUqN2mBYhQWokX87Hy2uOYvWB875OMeBMX30IyxKTYbEJqCRALRVdZCw2gWWJyZi++pCvUww4bBP/wzbxP3w/8T/lFdwA8FdaLm5/Z6uXM6LyCm4AOJCSjXvmbfNyRlRewQ0A2WYb2r/wU5n7yHPGLN+HtQedC24AkAWw9mAqxizf55vEXODTnu6rXbp0CVFRUdi6dStuvPFGZGdno3bt2li+fDnuu+8+AMCxY8fQsmVLJCYmokePHli3bh369++PCxcuOHqcFyxYgClTpuDSpUvQarWYMmUK1q5di8OHDzt+1wMPPICsrCysX78eANC9e3d07doVc+fOBVC0FnlsbCzGjRuHqVOnKsqlIv7W022zyRgwbxuSL+cjyqCDJP3zHYwQMtJNFjSMDMXqMb04NNBLzGYb2r/8Myw2UVREqCTHPlkWsIuinrw/nrudQ2i9hG3if9gm/ofvJ/4nK8eMDq9sqjDuwP/dyqHmXmLKtaDdyxsrjDv4XDyHmntJ6pVc9Hit4i+fdk7pw6HmXpKfX4g2L/3sKLhLvMU7bTv8/O1+MdTcYz3djRo1wsyZM5GcnOxSgmXJzi765q9mzZoAgH379qGwsBDx8fGOmBYtWqBBgwZITEwEACQmJqJt27ZOQ7wTEhJgMplw5MgRR0zJYxTHFB/DarVi3759TjEqlQrx8fGOGCW5XM1iscBkMjk9/Mn2Uxm4kG2GITjI6QMSAEiSCobgIJzPLsD2Uxk+yjDwLN6e5Oi5K1lIAEXPi3vyFm9P8lGGgYdt4n/YJv6H7yf+Z8wXv7s1jlw3+ZuDbo0j192/cJdb48h1b278q8yCu+RzWRTFVSWVLrrHjx+PVatWoXHjxrjtttsc9ze7SpZljB8/Hr169UKbNm0AAKmpqdBqtYiIiHCKrVOnDlJTUx0xV99TXfy8ohiTyYSCggJkZGTAbreXGVPyGBXlcrXZs2fDaDQ6HrGxsQpfDe+4lGOBzS6gK6fXQatRwWYXuJTjevuSMilX8gEAUjn7paviyPPYJv6HbeJ/+H7if85nm90aR65LySpwaxy5LjPf6tY4cl2ywvdupXH+4l8V3QcOHMDu3bvRsmVLjBs3DnXr1sXYsWOxf//+f53ImDFjcPjwYXz55Zf/+hj+Ztq0acjOznY8UlJSfJ2Sk9rhOmjUEiw2ucz9VpsMjVpC7XAOcfKW2BohAIDy7vkQV8WR57FN/A/bxP/w/cT/xBiVDRlXGkeui40Idmscua5miNatceS6Bgrfu5XG+Yt/fWNVp06d8N577+HChQuYMWMGFi9ejK5du6JDhw74+OOPUZlbxceOHYs1a9Zg8+bNqF+/vmN7dHQ0rFYrsrKynOLT0tIQHR3tiElLSyu1v3jftWIMBgOCg4NRq1YtqNXqMmNKHqOiXK6m0+lgMBicHv6kV5NaqGfUw1RQCCGcPygJIcNUUIgYYzB6NanlowwDz6hecdBpJMii6N7UkmRZQP77XtVRveJ8lGHgYZv4H7aJ/+H7if+Z92BHt8aR6968t51b48h1Kx/v7tY4ct3k+OZOw8hLKjnsfHJ8c+8m5qJ/XXQXFhbiq6++woABAzBp0iR06dIFixcvxr333ov//e9/ePjhhys8hhACY8eOxbfffotffvkFcXHOH5A6d+6MoKAgbNr0z0Qgx48fR3JyMnr27AkA6NmzJw4dOuQ0y/iGDRtgMBjQqlUrR0zJYxTHFB9Dq9Wic+fOTjGyLGPTpk2OGCW5VDUajQqP92mCYK0a6SYLCqw22GUZBVYb0k0WBGvVeKxPY05640V6vQaDu8ZCAmAXgF0WRRND/T05lARgcNdYTg7lRWwT/8M28T98P/E/EeF6NK9z7YmfmtcJ4yRqXmQI06FDrPGaMR1ijZxEzYuia4TBWMF7hVGv4SRqXhQSEoS+bf/p0JTFP49ifdtG+8UkapVR6dnL9+/fj08++QRffPEFVCoVhg4dilGjRqFFixaOmMOHD6Nr164oKLj2PSlPPvkkli9fjtWrVzutzW00GhEcXDS0ZvTo0fjxxx+xZMkSGAwGjBs3DgCwY8cOAEVLhnXo0AH16tXD66+/jtTUVAwZMgSjRo3CrFmzABQtGdamTRuMGTMGI0aMwC+//IKnnnoKa9euRUJC0dp7K1aswLBhw7Bw4UJ069YNc+bMwVdffYVjx4457vWuKJeK+Nvs5cXKWlc1xhiMx/o05rqqPsL1h/0P28T/sE38D99P/A/X6fY/XKfb/3Cdbv9T3dbprnTRrVarcdttt2HkyJG45557EBRU+luGvLw8jB07Fp988sk1jyVJZU+D88knn+CRRx4BAJjNZkyaNAlffPEFLBYLEhIS8MEHHzgN6T579ixGjx6NLVu2IDQ0FMOGDcOrr74Kjeafb662bNmCCRMm4OjRo6hfvz6ef/55x+8oNnfuXLzxxhtITU1Fhw4d8N5776F793+GkyjJ5Vr8tegGipZ72X4qA5dyLKgdrkOvJrXYI+FjZrMNi7cnIeVKPmJrhGBUrzj23PkY28T/sE38D99P/E9Wjhljvvgd57PNiDHqMe/Bjuzh9jFTrgWTvzmIlKwCxEYE481727GH28dSr+Ti/oW7kJlvRc0QLVY+3p093D6Wn1+INzf+heQr+WhQIwST45v7XQ+3x4rus2fPomHDhi4nGIj8uegmIiIiIiIi5Ty2TjcLbiIiIiIiIiJlFI3Bq1GjRrlDwa+WmZnpUkJERERERERE1YWionvOnDkeToOIiIiIiIio+lFUdA8bNgwAYLPZsHz5ciQkJDhm9CYiIiIiIiKislXqnm6NRoMnnngCZrPZU/kQERERERERVRuVnkitW7du+P333z2RCxEREREREVG1UunFTJ988klMmjQJ586dQ+fOnREaGuq0v127dm5LjoiIiIiIiKgqq/Q63SpV6c5xSZIghIAkSbDb7W5LrrrhOt1ERERERETVg9L6rtI93UlJSS4lRkRERERERBQoKl10N2zY0BN5EBEREREREVU7lS66ix09ehTJycmwWq1O2wcMGOByUkRERERERETVQaWL7tOnT2PgwIE4dOiQ415uoOi+bgC8p5uIiIiIiIjob5VeMuzpp59GXFwc0tPTERISgiNHjuDXX39Fly5dsGXLFg+kSERERERERFQ1VbqnOzExEb/88gtq1aoFlUoFlUqF3r17Y/bs2Xjqqae4hjcRERERERHR3yrd02232xEeHg4AqFWrFi5cuACgaIK148ePuzc7IiIiIiIioiqs0j3dbdq0wR9//IG4uDh0794dr7/+OrRaLRYtWoTGjRt7IkciIiIiIiKiKqnSRfdzzz2HvLw8AMDMmTPRv39/3HDDDYiMjMSKFSvcniARERERERFRVSWJ4unHXZCZmYkaNWo4ZjCnsplMJhiNRmRnZ8NgMPg6HSdZOWaM+eJ3nM82I8aox7wHOyIiXO/rtALaucsm3PPBTpjMhTDog/Ddkz1QP9K//m4CzYXMHAyavxNZBYWICA7CqtE9UK9muK/TCmj5+YV4c+NfSL6SjwY1QjA5vjlCQoJ8nVZAs1rt+PbAeZzPKkBMRDAGdoiBVqv2dVoB7XT6Fdz1/k4UFMoIDlLhh3E90Diqhq/TCmgZ2fkY+vEepOVaUCdMh09HdEUtY4iv0wpoX/5+GFNXnHU8f3VwQzzQsY0PM6Kq8FlYaX33r4vukydP4tSpU7jxxhsRHBwMIQSL7gr4a9F9+ztb8VdabqntzeuE4ecJfXyQEbV8bh0KbHKp7cEaFf58ua8PMqI209cj11p6ScQwrRqHZ97hg4xozPJ9WHcoFXKJdzGVBPRtG415D3X2XWIBbN7mE/jotySYzDbIQkAlSTDoNRh5QxzG3NzM1+kFpKbT1sJWxic9jQScnN3P+wkReszaiFSTpdT2aIMOO/8X74OMqNHUteXuO/MqzxNfqCqfhZXWd5WeSO3y5cu49dZb0bx5c9x55524ePEiAGDkyJGYNGnSv8+YfKK8ghsA/krLxe3vbPVyRlTeRQYACmwyWj63zssZUXkFNwDkWu1oM329lzOiMcv3Ye1B54IbAGQBrD2YijHL9/kmsQA2b/MJvLvxBLIKCqFRSwgJUkOjlpBVUIh3N57AvM0nfJ1iwCmv4AYAmyjaT95VXsENAKkmC3rM2ujljOhaBbeS/eR+1fGzcKWL7gkTJiAoKAjJyckICflnGMzgwYOxfj0/eFYlWTnmcgvuYn+l5SIrx+yljOjcZVO5F5liBTYZ5y6bvJQRXcjMKbfgLpZrteNCZo6XMqL8/EKsO5TqeK6S/nkUW3coFfn5hT7ILjBZrXZ89FsSbLJAiFYNrVoFlUqCVq1CiFYNmyzw0bYkWCs4l8h9TqdfKbfgLmYTRXHkHRnZ+eUW3MVSTRZkZOd7KSP68vfDbo0j11XXz8KVLrp//vlnvPbaa6hfv77T9mbNmuHs2bPl/BT5ozFfKFtTXWkcue6eD3a6NY5cN2i+stdaaRy57s2Nfzl6uFVX3dVU/FwWRXHkHd8eOA+T2QatRgXVVbeaqSQJWo0KpgIbvj1w3kcZBp673ld2TVIaR64b+vEet8aR60rew+2OOHJddf0sXOmiOy8vz6mHu1hmZiZ0Op1bkiLvOJ+trAdbaRy5zmRW1jOnNI5cl1Wg7LVWGkeuS76irBdIaRy57nxWAWQhoClnbhe1JEEWAuezCrycWeAqKLx2T1Fl48h1abnX7uWubBxRdVRdPwsrLrovXLgAALjhhhvw6aefOrZLkgRZlvH666/j5ptvdn+G5DExRmWzkyuNI9cZ9MpmXVYaR66LCFb2WiuNI9c1qKFshl+lceS6mIhgqCQJtnLmZrX/PalaTESwlzMLXMFByj7iKY0j19UJU9Y5pTSOqDqqrp+FFV9pW7dujeXLl+ONN97AokWL0LdvX1itVjz77LNo06YNfv31V7z22muezJXcbN6DHd0aR6777skebo0j160arey1VhpHrpsc39xpGHlJJYedT45v7t3EAtjADjEw6DWw2mTIVxXeshCw2mQYgjUY2CHGRxkGnh/GKbsmKY0j1306oqtb48h1rw5u6NY4cl11/SysuOh+5ZVX8Pjjj+OFF17A0aNH0bt3b9x9993Iy8vDoEGD8Pvvv6NJkyaezJXcLCJcj+Z1wq4Z07xOGNfr9qL6kQYEa659WgZrVH63RmF1Vq9mOMIqWGM4TKvmet1eFBIShL5tox3PZfHPo1jfttFcr9uLtFo1Rt4QB41KQr7VDqtdhl0WsNpl5Fvt0KgkjOwdx/W6vahxVA1oKljJVSOB63V7US1jCKIN1+7FjjbouF63Fyldh5vrdXtPdf0sXKl1upOSkjBy5EgcPXoUixYtwoABAzyZW7XDdbpJqaqyNmEg4Trd/ofrdPufMtfpDtZgZG+u0+0rXKfb/3Cdbv/Ddbr9T1X5LKy0vqtU0V1s7ty5mDBhAlq2bAmNRuO0b//+/ZXPNkD4a9ENFC0fNuaL33E+24wYox7zHuzIHm4fO3fZhHs+2AmTuRAGfRC+e7JHlftWr7q5kJmDQfN3IqugEBHBQVg1ugd7uH0sP78Qb278C8lX8tGgRggmxzdnD7ePWa12fHvgPM5nFSAmIhgDO8Swh9vHTqdfwV3v70RBoYzgIBV+GNeDPdw+lpGdj6Ef70FargV1wnT4dERX9nD72Je/H3aapfzVwQ3Zw+1jVeGzsMeK7rNnz2L48OE4fPgwHn/88VJF94wZM/5dxgHAn4tuIiIiIiIiUk5pfacpd08ZPvzwQ0yaNAnx8fE4cuQIateu7XKiRERERERERNWV4qL7jjvuwO7duzF37lwMHTrUkzkRERERERERVQuKi2673Y6DBw+ifv36nsyHfCQ5Ixt3z9uJHIsN4ToNVo/pgQa1jL5OK6Dx/mH/c/BcGu6ZuxcyipZ++G5sF7SrX8fXaQU0U64Fk785iJSsAsRGBOPNe9vBwDVufSo3z4oZa4467rN/sX8rhIVqfZ1WQNt2Khn//fCQ4/lnj7ZF7yYNfJgRmc02LN6ehJQr+YitEYJRveKg11dqACq52c6kc3hg4R+O518+3h494lj3+FJ1+iz8ryZSo3/HX+/pvu7/foTFXvrPQKeWcPyVO32QEXGmbP/DmU39zz3ztuFASnap7R1ijfhuTG8fZET//Wgntp24XGp772aR+Gxk1VpTtbrgtcv/TF99CCv2pMBSYlp5nUbC4K6xmHl3Wx9mFrh4nvifqvJZWGl9p3idbqqeyiu4AcBiF7ju/370ckZU3kUGAHKtdrSZvt7LGdG13oyV7Cf3K6/gBoADKdm4Z942L2dE5RXcALDtxGX896OdXs6IeO3yP9NXH8KyxGRYbAIqCVBLRUsdWmwCyxKTMX31oYoPQm7F88T/VMfPwiy6A1hyRna5BXcxi10gOaPsD7bkfhcyc8q9yBTLtdpxITPHSxnRwXNpbo0j15lyLeUW3MUOpGTDlFt6HVzyjNw8a7kFd7FtJy4jN8/qpYxo26lkt8aR68xmG1bsSYFAUbGtVklQqSSoVRLUEiAArNiTArPZ5utUA8bOpHNujSPXVdfPwiy6A9jd85T1OiiNI9cNmq/stVYaR667Z+5et8aR6yZ/c9CtceS6GWuOujWOXFfyHm53xJHrFm9PcvRwq1SS0z6VSnL0eC/enuSjDANPyXu43RFHrquun4VZdAewHIuyb1KVxpHrsgoK3RpHrpPdHEeuS8kqcGscuS75Sr5b44iqo5S///6lcvZLV8URBaLq+lmYRXcAC9cpmyVTaRy5LiI4yK1x5DqlF0leTL0nNiLYrXHkugY1QtwaR1Qdxf7991/ejX3iqjiiQFRdPwvzc2IAWz1G2UyySuPIdatGK3utlcaR674b28WtceS6N+9t59Y4ct2L/Vu5NY5c99mjymbBVhpHrhvVKw46jQRZALLsXHrLsoAsimYxH9UrzkcZBp4vH2/v1jhyXXX9LMyiO4A1qGWETl3eIKciOrXE9bq9qF7NcIRp1deMCdOqq+wahVWR0nW4uV639xjCdOgQe+3rUodYI9fr9qKwUC16N4u8ZkzvZpFcr9uLlK7DzfW6vUev12Bw11hIAOwCsMsCsixglwXsomh4+eCusVyv24uUrsPN9bq9p7p+FmbRHeCOv3JnuYU31+n2jcMz7yj3YuNvaxMGiorW6OQant733Zje5RbeXKfbNz4b2aPcwpvrdPsGr13+Z+bdbTGkZwNHj7ddwNHDPaRnA67T7QM8T/xPdfwsLAkhrr1mFLmN0sXTfSE5Ixt3z9uJHIsN4ToNVo/pwR5uH7uQmYNB83ciq6AQEcFBWDW6R5X7Vq+6OXguDffM3QsZRd9Yfje2C3u4fcyUa8Hkbw4iJasAsRHBePPeduzh9rHcPCtmrDmK5Cv5aFAjBC/2b8Uebh/bdirZaZbyzx5tyx5uHzObbVi8PQkpV/IRWyMEo3rFsYfbx3YmnXOapfzLx9uzh9vHqsJnYaX1HYtuL/LnopuIiIiIiIiUU1rfcXg5ERERERERkYew6CYiIiIiIiLyEBbdRERERERERB7i06L7119/xV133YV69epBkiR89913TvuFEJg+fTrq1q2L4OBgxMfH48SJE04xmZmZePjhh2EwGBAREYGRI0ciNzfXKebgwYO44YYboNfrERsbi9dff71ULitXrkSLFi2g1+vRtm1b/Pjjj5XOpSrbcToFjaaudTx2nE7xdUoB7+C5NDT+uz0aT12Lg+fSfJ1SwFtz5C+n82TNkb98nVLA23LijFObbDlxxtcpBbwzl7LQbsZ6NJm2Fu1mrMeZS1m+Ting/fJXktN58stfSb5OKeCZci14bOke9H33Vzy2dA9MuRZfpxTwlu8/5HSeLN9/qOIfIo86mZaJls/9iLipa9HyuR9xMi3T1yn9az6dSG3dunXYvn07OnfujEGDBuHbb7/FPffc49j/2muvYfbs2Vi6dCni4uLw/PPP49ChQzh69Cj0ej0AoG/fvrh48SIWLlyIwsJCDB8+HF27dsXy5csBFN3c3rx5c8THx2PatGk4dOgQRowYgTlz5uCxxx4DAOzYsQM33ngjZs+ejf79+2P58uV47bXXsH//frRp00ZxLhXx14nUGk1dW+4+LpPgG2wT/8M28T9sE//T7H9rUSiX3h6kAk7MYpv4As8T/3PPvG04kJJdajuXO/Qdnif+p8nUtbCXsV0N4JQftUmVm71ckiSnolsIgXr16mHSpEmYPHkyACA7Oxt16tTBkiVL8MADD+DPP/9Eq1atsGfPHnTp0gUAsH79etx55504d+4c6tWrh/nz5+P//u//kJqaCq22aMmSqVOn4rvvvsOxY8cAAIMHD0ZeXh7WrFnjyKdHjx7o0KEDFixYoCgXJfyx6L7WRaYYLzbexTbxP2wT/8M28T/lFdzFWHh7H88T/1NewV2Mhbf38TzxP+UV3MX8qfCu8rOXJyUlITU1FfHx8Y5tRqMR3bt3R2JiIgAgMTERERERjoIbAOLj46FSqbBr1y5HzI033ugouAEgISEBx48fx5UrVxwxJX9PcUzx71GSS1WkdAg5h5p7j9Ih5Bxq7j1Kh5BzqLn3KB1CzqHm3nPmUtY1C24AKJTBoeZepHQIOYeae48p13LNghsADqRkc6i5FykdQs6h5t5zMi3zmgU3ANj/jqtK/LboTk1NBQDUqVPHaXudOnUc+1JTUxEVFeW0X6PRoGbNmk4xZR2j5O8oL6bk/opyKYvFYoHJZHJ6+JOHFh10axy57p65e90aR64bu0zZ3A1K48h1j3x0xK1x5LoBc3e6NY5cN+Ljo26NI9dN/kbZ5ymlceS6/32V7NY4ct1d7yt7n1Aa5y/8tuiuDmbPng2j0eh4xMbG+jol8nMVdBRVOo6IyBvyrBX1S1Qujqg6SskqcGscUXVktim781lpnL/w26I7OjoaAJCW5jyMNi0tzbEvOjoa6enpTvttNhsyMzOdYso6RsnfUV5Myf0V5VKWadOmITs72/FISeEwbbo2pSek3564RBSQQrVqt8YRVUexEcFujSOqjvQaya1x/sJvP7vHxcUhOjoamzZtcmwzmUzYtWsXevbsCQDo2bMnsrKysG/fPkfML7/8AlmW0b17d0fMr7/+isLCQkfMhg0bcN1116FGjRqOmJK/pzim+PcoyaUsOp0OBoPB6eFPlj/Wzq1x5LrvxnapOKgSceS6uUOauTWOXLdkZGu3xpHrvh/bw61x5LqPR7Ryaxy57s17lX2eUhpHrpv1nwZujSPX/TBO2fuE0jh/4dOiOzc3FwcOHMCBAwcAFE1YduDAASQnJ0OSJIwfPx4vv/wyvv/+exw6dAhDhw5FvXr1HDOct2zZEnfccQceffRR7N69G9u3b8fYsWPxwAMPoF69egCAhx56CFqtFiNHjsSRI0ewYsUKvPvuu5g4caIjj6effhrr16/HW2+9hWPHjuGFF17A3r17MXbsWABQlEtVVCskxK1x5Lqawcq+3VYaR65rFBHh1jhyXXRYmFvjyHXR4QrbRGEcua5pzZpujSPXheiDoNdc+6O3XqNCiD7ISxlRq9q13RpHrotQuBSz0jh/4dOie+/evejYsSM6duwIAJg4cSI6duyI6dOnAwCeffZZjBs3Do899hi6du2K3NxcrF+/3mld7M8//xwtWrTArbfeijvvvBO9e/fGokWLHPuNRiN+/vlnJCUloXPnzpg0aRKmT5/uWKMbAK6//nosX74cixYtQvv27fH111/ju+++c6zRrTSXqqa6TlRQld3zgbLXWmkcue7u9/e4NY5cd9f7u9waR65bvF3ZDNhK48h1d89T9j6hNI5ct/1UBvRaNTTl3GWhUQN6rRrbT2V4N7EANnDevoqDKhFHrhv6sbLPU0rj/IXGl7/8pptuwrWWCZckCTNnzsTMmTPLjalZsyaWL19+zd/Trl07/Pbbb9eMuf/++3H//fe7lEtVY1E4n43SOHKdyVxYcVAl4sh1Sv/8eZp4T0VLU1U2jlyXciUfAKD++xY7e4m39pLbiuPI83IsNrfGkesu5VhgswvERoRACIH0HAsKZYEglYSocB0gScjIteJSDpcM8xalU3FVrSm7qrY0hUvmKY3zF357Tzd5nk7hfDZK48h1BoVDypTGkeuU/vnzNPGeIIXvXErjyHWxNYpuQxIo+pK6eHob6e/n4qo48rxwnbJ+FaVx5Lra4Tpo1BIsNhkqlQqRYXpEhesRGaaHSqWC1SZDo5ZQO1zn61QDhtKpuKrWlF1VW50wZX//SuP8BT+SBLDqOlFBVfbdk8pea6Vx5LrV47q6NY5c98O47m6NI9eN6hUHnUaCLACbLBxFtkDRc1kAOo2EUb3ifJlmQFk9Rtn7hNI4cl2vJrVQz6jHlTwrMnItyMi14PLf/83IteBKnhUxxmD0alLL16kGjG/HdHZrHLnu0xHKPk8pjfMXLLoDWPPoSLfGkevqRyqb4V5pHLmuTUyUW+PIdS3qKvtAqjSOXKfXa1AjRHvNmBohWuj17FX1lga1jG6NI9dpNCr0a1cXdiGQa7FBQECtkiBQ9NwuBO5sFw1NBZOtkft0iC1/6d9/E0euq2UMgU597bEFOrWEWsaqNXKKZ3UAO3Mpy61x5LpjF5VNnqI0jlx39MIlt8aR61Kv5Lo1jlyXm2dFquna99elmizIzbN6KSPi+4n/kWWBjFwr6tcIQbheA1kAFpsMWQAGvQb1a4Tgcm4hZJl3EHvLhcwct8aR6/LzC1FYwTlQKAvk51et+Y1YdAewAXOVzViqNI5cx1mZ/c+A93e7NY5cd/9CZX//SuPIdTPWHHVrHLmO7yf+58zlPJxMz0Xrekb0bV0X1zeORJeGNXB940jc0bouWtcz4kR6Ds5czvN1qgFj0Hxln3GVxpHr3tz4Fyr63kkWRXFVCcd5BbA8q7L5lpXGkes4K7P/sSnscFAaR67LzFfWW6o0jlyXrHBWcqVx5Dq+n/ifHLMNlkIZwUY1JJWEuhHBTvuDtWqkmWTkmDmjvLdkFSjrLVUaR64r+T6hKmOUeXFBXtXeT9jTHcBCtcrmW1YaR67jrMz+R6NwylKlceS6mhXcO1zZOHJdA4WzkiuNI9fx/cT/hOs10AWpUGC1Q8gyLmYXIOlSLi5mF0DIMgqsduiCVAjn3AdeExGsbDUYpXHkupLvE0IUFdnFj5IrTVe19xNeagPY92OVzViqNI5cx1mZ/c/347q5NY5ct/JxZX//SuPIdS/2b+XWOHId30/8T6PIUDSNCsPhC1lYfyQVO05ext6zV7Dj5GWsP5KKwxey0CwqHI0iQ32dasBYNVrZZ1ylceS6yfHNHT3cVw8iLH6ukoriqhIW3QGsUe0It8aR6zgrs/9pVa+2W+PIddE1wtwaR64LC9UiMvTaPUGRoUEIC+XoA2/h+4n/Uakk1ArT4vyVApjMNqhUgE6jgkoFmMw2nL9SgMiwIKjKGlNLHlGvZrhb48h1ISFBaFf/2qsqtKtvREhI1Rp9wKI7gG08ftqtceS6w+fT3RpHrtt2KtmtceS6Aympbo0j1+XnF+JKBTPJXskvrHKzzVZlnL3c/9hsMtYevAi1SkKYVg0JEuyygAQJYTo11CoJPx5Mhc3GG+295eC5NLfGketsNhlWm4zyVg1TS0ChTVS584RFdwAb9cmfbo0j1939/h63xpHr/vvhIbfGkesGztvn1jhyXXWdbbYq4+zl/mf7qQxcyDajRogWtQ161A7XoVaYDrXDdagdrkeNEC3OZxdg+yl+EeIt98zd69Y4cl3xeVLHoEfjyBAYgzUI0aphDNagcWQI6hj0VfI84UwNRH5E6TzxnE+eApnSieI5obz3VNfZZqsyzl7ufy7lWGCzC+iCVQAkBKkloMRctVqNCiazDZdyrr3mPbmP0j9/nibeU/I8kVQq1ArTO+3XalAlzxMW3UR+RA1lBTXnk6dAJkFZQc27Ir2n5Cyy1+rxrmqzzVZlQSplBTVnL/ee2uE6aNQSLDYZwUES8gvtsMsCapWEkCA1rDYZGrWE2uE6X6caMFRQVlDzNPGekueJVi0jPccKmyygUUmICtfCakeVPE/4NxTAFg9v6dY4ct3qcV3dGkeu++zRtm6NI9d9O6azW+PIdSVnmy1PVZxttirj7OX+p1eTWqhn1ONynhXJmXlIM5lxKceCNJMZyZl5uJxnRYwxGL2acHI7b/lubBe3xpHris+Ti9lmnMk0I79QhtUukF8o40ymGRezzVXyPGHRHcDir2vs1jhyXZuYKLfGket6N2ng1jhyXYfYaLfGketCQoKgU1/7I4VOrapys81WZZy93P9oNCp0aVQDVpvsGIVQ/GVVoQxYbTI6N4qARsOP597Srn4dt8aR6zQaFXIttnJHtAkAOZbCKneeVK1sya22nDjj1jhy3cm0TLfGkev+Sr3s1jhyHWcv9z+ZpgIUVDCTbIFNRqapwEsZEd9P/I/NJmPvmSvQaiTHsP7i2zGC1IBWI2HfmawqNytzVXb0wiW3xpHrTLkWJGde+70iObMAptyqdU83i+4A9shHR9waR6676/2dbo0j17FN/A9nL/c/oz5V9lorjSPX8drlf4pnZY4M1SG2ZtEszLXDdKhj0CO2RggiQ3VVclbmqmzA+7vdGkeum/zNQbfG+QsW3UR+xGxTNt+y0jhynUXhVPFK48h1nL3c/1zMMbs1jlzH9xP/45iVWVM0e7lGpUKQRgWNqui5VqOCzS6q3KzMVZnSP3+eJt6TkqVsRJTSOH/BopvIj+g1yuZbVhpHrtMpnCpeaRy5TulfP88S76kbrq84qBJx5Dq+n/if4lmZcy02XM6zIiPXgsu5lqL/5lmRZ7FVyVmZqzKlf/48TbwnNiLYrXH+gkV3AFsysrVb48h1P4zr4dY4ch3bxP9w9nL/s3iostdaaRy5jtcu/9OrSS3UCAlCZp4V5kI71BIQpJaglgBzoR2ZeVbUDNFWuVmZq7Lvx3Vzaxy57s1727k1zl+w6A5gVruy8bBK48h1mQXKhsoojSPXyULZmDKlceS6XKvVrXFERN6gUkloUDMEkiTBZpchAxCQIAOw2WVIkoTYmiFQVbT+HrlNam6uW+PIdSH6oApH4Og1EkL0VWs1DBbdAeyxJcfcGkeu+8+CA26NI9fd9f4ut8aR6/774SG3xpHrOJGa/+FEav7nzOU8yAJoV9+I8OAg2GQBc6EdNlnAEByEdvWNkIXAmct5vk41YIz4+Khb48h1209lQK/VQFPObXsaNaDXaqrchIMaXydAROTPChWu3KI0jqg64kRq/ocTqfmfHLMNlkIZTaPC0TwqHKkmM8yFduiD1Ig26CEDOJORhxyzzdepEvlM8YSDsREhEEJGeo4VhbJAkEpCVLgWkFTIyLVWuQkH2dNNRHQNQQqvkkrjiKojTqTmfziRmv8J12ugC1KhwGqHgEC+1Y5ciw35fz8vsNqhC1IhXM8+MQpcxRMOWmxFt1wEaVQIUhfN9C9JEqw2uUpOOMiPiQFs0SMt3BpHrvvqiQ5ujSPX/TCuu1vjyHWfPdrWrXHkOk6k5n84kZr/aRQZiqZRYdifnIlvfz+PPWcycfiCCXvOFD3fn5yJZlHhaBQZ6utUA8bHI1q5NY5c16tJLdQz6pFmMiPpcgGyC4q+mMousCHpcgHSTGbEGIOr3ISDLLoD2O0tmrg1jlzXrVGMW+PIdS3qKruoK40j1/Vu0sCtceS6mobgCj9QqP6OI+9oWqemW+PIdSqVBLss40KWGVa7gCQBagmQJMBqF7iQZYZNtnMiNS+6pXmcW+PIdRqNClqNCvZy7nyxCyBII0GjqVplbNXKltzqy98PuzWOXHcgJdWtceS69X+edGscuW7Nkb/cGkeuy8jOR0XTGsh/x5F37Ew659Y4cp3VaseaPy4CKLolSfq7tpakf25RWnPwIqxWrhrjLccuKpuMS2kcuS4/vxAHz2VfM+bguWzk5xd6KSP3YNEdwKauOOvWOHLdwHnKZvZVGkeue2LpcbfGkevGLjvh1jhy3dCP97g1jlz3wMI/3BpHrvv2wHmYzDboglTQB6mh16id/qsLUsFUYMO3B877OtWAwRVK/M+bG/+C/Hcvt1TGAwBkURRXlXCmBiI/onQOWc41S0T+JC1X2SyySuOIqqPzWQWQhYBGKpoQSn3VKHK1BFiFjPNZBb5JMABxhRL/k3zlnxFRUhl3WghROq4qYE83kR9RehcX7/YiIn9SJ0zZLLJK44iqo5iIYKgkCTZR9lfndiGgkiTERHDuA2/hCiX+p0GNEMf/y6L0o6y4qoB/QgHs1cEN3RpHrvt2jLKZfZXGkesWDLvOrXHkurlDmrk1jlz36Yiubo0j1335eHu3xpHrBnaIgUGvgdUmQ76q8JaFgNUmwxCswcAOnCzVW7hCif+ZHN8cFc0lqJKK4qoSFt0B7IGObdwaR67rEBvt1jhy3R0tm7o1jlzXv7WyN1qlceS6WkZlPQ5K48h1PeLquzWOXKfVqjHyhjhoVBLyrXZY7TLssoDVLiPfaodGJWFk7zhotWpfpxowuEKJ/wkJCUJUBWtwR4XrEBIS5KWM3INFdwBbsueAW+PIdb+eVDZpndI4ct22U8lujSPX/XhU2QRpSuPIdecum9waR677K/WyW+PIPcbc3AxPxzeD8e8e73yrHVabDGNwEJ6Ob4YxN3OEjjedTMt0axy5Lj+/EOk5157/Iz3HwtnLqep44Rtls2MqjSPXDV2sbHk2pXHkuv9+eMitceS6Jz9VNmOp0jhy3T0f7HRrHLnurveVvdZK48h96tcIQR2DHnqNCkFqCXqNCnXCdahfxe5RrQ54nvifkrOXl4ezlxMREVHAMZmV9TgojSPXWRQu9aw0jtxj9YHzeHnNURRY7YgI0UKnUcFik3HuSgFeXnMUAHA37+n2GrNN2XowSuPIdUpnJefs5URERBRQwhTeg6o0jlyn9AMePwh6j80mY+HWUyiw2lE7XAu1SgWrXUCtUqF2uBYFVjsWbT0Nm43rU3mLVuEJoDSOXBcToWyVC6Vx/oJ/QkREROSSFtHKhsUqjSPX6RV+v6E0jly3/VQGLmSbEaxVIzPfhoxcCy7nWpCRa0Fmvg3BWjXOZxdg+6kMX6caMJROxVW1puyq2uJqh7o1zl9weDkRERG55IrZvXHkOqvC0bBK48h1l3IssBTKsEJAFoBGJUFSSRACsBTaYbUBgIRLFUwiRe5jU0mo8Abi4jjyisxcm1vj/AV7uomIiMgl9Yxat8aR60KClH3EUxpHrosM08IuZBTKAkFqCZCkonpPkhCklmCTBexCRmQYzxNvCVYr+9ZJaRy5LtqobNi40jh/wSstkR8JVnhGKo0jIvKGFtEGt8aR60LUyu4LVhpHrqsfEYIglQp2WcBcKKOg0A5zof3v/xat2R2kUqF+BG/D8JaaYXq3xpHrogzKXmulcf6CH92J/IjSeX05/y8R+ZOMXGVXJaVx5LoCWdnN2krjyHX5hXbUCNVCCKBQFgAEJEkCIFAoCwgB1AjVIr+QU8p7S5ZZ2WutNI5cl5VXCE0FFapGVRRXlbDoJvInSjsc2DFBRH6kVpiyaYaUxpHrDApHKCuNI9eF6tSQhUCIVg2tWgUhAPvfxbZWo0KItmh/qI5fhHhLZLCy11ppHLkuMkwLVQX30KtUUpW7DYMTqRH5EaVTQlStqSOIqLo7lmpyaxy5gUoNQEHvnIrFhLfpNCpEhWuQa7HDJgtoVBLCdGpkF/Dd3duijcH4K6PiGR6jjcFeyIaAotswRAW30AuBKncbBotuIiIicsnx5MtujSPXXTJZ3RpHrsuz2FEjWIt0mxkXss2Q5aJZzFUSYDJLMOiDUCNYizwLhzJ7S6rCmeKVxpHrsgussNuvXXXb7QLZBVXr2sXh5UREROSSc/nujSPXmRXehqQ0jlwXrtdAq1Eh32qHxSZQKAN2ARTKgMUmkG+1Q6tRIVzPPjFvuZSj8MsphXHkup2nMyu8i1L+O64qYdFNRERERORhDWqEIC3HjDxr2T3ZeVY70nPMaFCjag2brcpCtcrW31YaR64zFzrfZiGVeFwrzt+x6CYiIiKqZpTeqc07ur3n9OVcZORee5jypVwLTl/O9VJGFKZTNqpAaRy5Th/k/FqLEo9rxfk7Ft2VNG/ePDRq1Ah6vR7du3fH7t27fZ0SERERkROdwk94SuPIdb+dyECh7dr3qhbaBH47keGljEgSyu6fVxpHruvROBKaCmYv16gk9Ggc6aWM3IOX2kpYsWIFJk6ciBkzZmD//v1o3749EhISkJ6e7uvUiIiIiBx4T7f/uZhVUKq37mri7zjyjpRsZUOUlcaR62qGaRFWwbwGYXoNalaxJcNYdFfC22+/jUcffRTDhw9Hq1atsGDBAoSEhODjjz/2dWpEREREDkpradbc3lPboHNrHLnOblN2BiiNI9fVC9ejwHrtLzkKrDbUC9d7KSP3YNGtkNVqxb59+xAfH+/YplKpEB8fj8TExDJ/xmKxwGQyOT2IiIiIKPBYFC4FpjSOXMcRIf5n9cELsNkFVBIcDwlwem6zC6w+eMHXqVYKi26FMjIyYLfbUadOHaftderUQWpqapk/M3v2bBiNRscjNjbWG6kSERERkZ8plCsaXF65OHKd0jnJOXe595z/+zYMnVoFtUqCVFx4S4BaJUGrVkH8HVeVsOj2oGnTpiE7O9vxSElJ8XVKREREFABYTPif+jVCoK7gBVdLRXHkHYZgZTNgK40j18VEBEMlSRASoNeooNeooQ9SF/1XowIkQCVJiIkI9nWqlcKiW6FatWpBrVYjLS3NaXtaWhqio6PL/BmdTgeDweD0ILqW5Y+1c2scue7uJu6NI6qO7mnq3jhy3Q/juro1jlw3sEMMjMFBRT13cF5/WIWinjxjSBAGdojxaZ6B5PsxPdwaR64b2CEGBr0GVpsMgaLe7eKHAGC1yTAEa6rcecKiWyGtVovOnTtj06ZNjm2yLGPTpk3o2bOnDzP798682s+tceS66xsruwVBaRy57t1Hlf39K40j1/Ha5X/mjFL2WiuNI9e1iYlyaxy5TqtVY+QNcQj6+ybVII0EfZCEIM3fz1USRvaOg1bL1dO9pUEtI3QVDD/QqSU0qGX0UkZUfJ5oVBLyrXZY7TLssoDVLiPfaoemip4nLLorYeLEifjwww+xdOlS/Pnnnxg9ejTy8vIwfPhwX6f2r1X0oZQfWr2PbeJ/2Cb+h23if9gm/odt4n/G3NwMT8c3Q0RwEGQZsNgEZBmICAnC0/HNMObmZr5OMeAcf+XOcgtvnVrC8Vfu9HJGVPI8sdkFCgrtsNlFlT5PJCEEZ2uohLlz5+KNN95AamoqOnTogPfeew/du3dX9LMmkwlGoxHZ2dl+N9S80dS1pbbxzdi3dpxOwUOLDjqeL3+sHXu4fezpD9di9al/nt/dhD3cvsZrl/8Zv3gtvjv5z/N7mrKH29cOn0/H3e/vgR2AGsDqcV3Zw+1jVqsd3x44j/NZBYiJCMbADjFVrueuuknOyMbd83Yix2JDuE6D1WN6sIfbx6rCeaK0vmPR7UX+XHQTERERERGRckrrOw4vJyIiIiIiIvIQFt1EREREREREHsKim4iIiIiIiMhDWHQTEREREREReQiLbiIiIiIiIiIPYdFNRERERERE5CEsuomIiIiIiIg8ROPrBAJJ8ZLoJpPJx5kQERERERGRK4rruuI6rzwsur0oJycHABAbG+vjTIiIiIiIiMgdcnJyYDQay90viYrKcnIbWZZx4cIFhIeHQ5IkX6dTislkQmxsLFJSUmAwGHydDoFt4o/YJv6HbeJ/2Cb+h23if9gm/odt4n/8vU2EEMjJyUG9evWgUpV/5zZ7ur1IpVKhfv36vk6jQgaDwS//qAMZ28T/sE38D9vE/7BN/A/bxP+wTfwP28T/+HObXKuHuxgnUiMiIiIiIiLyEBbdRERERERERB7CopscdDodZsyYAZ1O5+tU6G9sE//DNvE/bBP/wzbxP2wT/8M28T9sE/9TXdqEE6kREREREREReQh7uomIiIiIiIg8hEU3ERERERERkYew6CYiIiIiIiLyEBbdRETkl2RZ9nUKRERERC5j0V3NXf2hlfPm+d7VbcLCwvfYJv5HCAGVqugtat68efjzzz99nBGVdV7wPcW3eO3yP2wD/8LrFvkLFt3VmCzLjg+tq1atwpkzZyBJko+zCmwl22TdunXIzMx0PCffYJv4HyGE41o1b948vPTSS8jJyfFxVoGt5HnyySef4MMPPwQAvqf4EK9d/qdkmyxcuBCrVq3ycUaBrWR7LFmyBB999BEAXrd8reQXISaTyYeZeBevztVUyV6i//3vf3jqqafw3XffwWw2+zizwFWyTf7v//4P48aNw6effgqbzcZvXX2EbeKfij8Q7d69GwcOHMDcuXPRrVs3H2cVuEqeJ8888wxeeOEF5OXl4fz5804x5D28dvmfkm0yZcoUvPTSSzh27BguX77s48wC09XXrRkzZiAnJ4fXLR8r+UXIu+++i3feeQcnTpzwcVbeofF1AuQZxR9aX3rpJXz44Yf48ccf0apVK+j1eh9nFriK22TGjBlYtGgRvv/+e7Rs2RIaDU9DX2Gb+K81a9bgmWeegclkwoMPPgjA+c2avO/999/H0qVLsXbtWnTt2tVpH3uOvIvXLv9T3CZz5szBxx9/jI0bN6J9+/YAnEfvkHcUv97vvvsur1t+pPg9/Nlnn8Unn3yCd999FyEhIT7Oyjv46aWaKR6yIYSAyWTC5s2b8c4776Br167IysrC1q1bMXToUCxevBinT5/2cbaBoeQwmgsXLmD9+vVYunQpevbsCYvFgt27d2P8+PH44YcfAmqYjS+xTfxffHw8brrpJuTk5GDlypXIz8+HSqViz4SXPP/881i9ejWAog+mZrMZiYmJGD16NLp27Yq//voLy5cvx80334w77rgDR44cAcCeI0/jtcv/XH3P8L59+zBhwgS0b98eJ0+exIoVK9C7d2+MGDECGzdu9FGWgePq9tixYwfGjBnjuG598cUXuOWWW9CvXz/HXCG8bnnXkiVLsHz5cmzcuBEPPfQQYmJiYLFYcPbsWUdMdWwTfiVazRR/g/TTTz/hjjvuwMmTJ3Ho0CFs3boV8+bNQ3JyMtRqNX788UdMmzYNkyZN4jewHlRyeNOOHTvQtWtXJCUl4dSpU9i3bx/effddHDx4EJIk4b333sNXX32F++67z8dZV29sE/9TVg+2Xq/HnDlzAAA7d+7EggUL8OSTT0Kv1/Oa5WFZWVn4/PPPsW3bNgQHB+O2226DXq+HwWDAihUrUKdOHXz55ZcIDQ1Fu3btsGvXLgwbNgx79uxhu3gQr13+qbhN3nzzTYwZMwZmsxnLli1DkyZNMH/+fGi1WrRt2xa//fYbrly5gltuuYUjdjyk5Dny7rvvIj4+HnXq1HFct7744gsEBwejdevW2LlzJx555BHs2rWL1y0Pu/o9/vLly2jXrh3at2+PEydO4Oeff8YHH3wAu92Ohx56CNOnT6+ebSKoWrDb7Y7/nz59upAkSVy8eFEsXbpU1KxZUxiNRjFlyhSxceNGIYQQI0aMEA8//LCv0g0Isiw7/v+5554TERER4tSpU+Kll14SkZGRIjg4WEyYMEGsXbtWCCFE//79xdixY32VbkBgm/ifkteuLVu2iGXLlomdO3eKc+fOCSGEKCgoECNHjhTdunUTb731ligoKBBCOLcluU9xe6SmpooePXqIm2++2XE+bN++XTz88MMiOjpavPLKK2Lfvn1CCCG++OILkZCQIPLy8nyWd3XHa5f/KXntWrhwoZAkSezfv1+cOnVK9OnTRzRo0EDMnDlT7N69WwghxLJly8RNN90kTCaTr1Ku1kq2x/z580VUVJTYuXOn2LRpk3j44YdFVFSUeOWVV8TevXuFEEJ8/vnn4o477uB1y4tmz54tPv74Y/Haa6+JDh06iGHDhol27dqJwYMHi2nTpolZs2aJqKgo8ddff/k6VY9gT3c1UfwN0oEDB1BQUIBNmzYhOjoaQ4cOxa233oqCggI0bdoUQNE3TsnJyaXubSH3Kv6Wbv/+/UhOTsaaNWvQuHFjTJo0Cffddx8KCwvRtm1bAIDdbofJZEJsbKwvU6722Cb+RZTolZg6daqjF0KtVqNz58546qmn0KVLF8ydOxfjxo3D119/jdzcXEydOhVardbH2VdvderUwaJFi3D//ffjvffeQ0hICG666SZcf/31SE9PR1RUlCP2448/Rq1atQLmvjxf4LXL/xRfuzZu3Ii0tDR8/fXX6NixIwBgy5YtyMjIQK1atQAUfe5atmwZYmNjER4e7rOcq7Pi9ti1axd+//13zJkzB927dwcA3HLLLU7tARQNca5duzavWx5Usof7008/xdtvv43t27cjLCwM2dnZOHDgAJ588knccsstaNasGbZs2YLvv/8eYWFhPs7cQ3xd9ZP7fP/996Ju3bqiUaNG4tixY0IIIQoLCx37c3JyxNatW0X//v1F27ZtnfaRZ3z11Veia9euolOnTiItLU0IIYTNZnPsz8vLE3v27BH9+vUT7du3Z5t4AdvE/7zxxhsiJiZG/Pbbb0IIIaZMmSLCw8PFnXfeKRITE4UQRT3egwYNEqNGjWIvtxdMmjRJDB06VLRq1UrodDrRvn178dNPPzn2m0wm8eOPP4r4+HjRrl07YbVahRAcgeBJvHb5n23btokGDRoIo9Eo1q9fL4QQwmKxOPbn5uaKlStXir59+4q2bdvyPPGwdevWiebNm4vo6Gjx448/CiGce8Bzc3PFunXreN3ysp9++km89NJLYt68eY5tdrtdmM1mIUTR65+Xlyfuuusu0bdvX6c2q054U0k1YjQa0adPH5w/fx7Hjh0DAKjVagBFPUr79+/HW2+9BZvNhn379kGj0cBut/sy5WrPbrdDq9Xi2LFj+OuvvwD80yayLGPTpk2YOXMmCgoKsGfPHraJF7BN/Etqaiq2bduGWbNmoXfv3lizZg3mz5+PBx54AOfPn8eLL76IvXv3Qq/X44svvsDChQshSVK1nGTFXyxcuBAff/wxnn76aaxduxYHDx6ExWLBjBkzsGHDBgDAX3/9hfXr16NWrVrYt28fgoKCYLPZqud9eH6C1y7/ExcXhxEjRkCtVmPlypUAAK1W65jM68yZM/j1118RGhqK/fv38zzxsNtvvx39+vVDQUEBvvrqK5hMJqhUKkd7/PHHH1i/fj0iIyN53fICIQQuXryIO+64A9OnT0dqaqpjnyRJ0Ol0yM3NxbJlyzBo0CAkJydj9erVTm1Wrfi46Kd/qbxvgXbt2iXuuece0bhxY/Hzzz877TOZTOKPP/5w/Cy/BXev8r4pXbt2rbj++uvFTTfdJHbt2uW079y5c+LXX3919FawTdyLbVI1/Pbbb+LixYti3759on79+uL9998XQhTduxoaGiq6d+8uDhw44Iivrt+C+4uJEyeKO++8Uwjxz2t98eJFERcXJ7p27So2bdrk2FZ8jvE8cS9eu/xPededixcvipdeekk0atRITJs2zWmfzWYTaWlpjvYsOTKBXFNee8iyLMaPHy/at28vZs2aVeoe+rNnz/K65SXFr/Mff/whIiMjxfXXXy+OHz/uFJOVlSX+97//iaeeesrRHtW1XSQh2F1Q1ZS8R2L//v2w2WzQarXo0KEDAGD79u2YN28eDh8+jLfffhvx8fHXPAa5ruTreeLECdhsNhiNRtSrVw8AsGrVKixYsABarRYzZswo8356tol7sU38T0Wv58yZM7F//36sWLECOp0O77//Pr777jv07t0bM2bMYFt4mN1uh1qtxrhx43Dw4EFs3boVAGA2m6HX6/HVV1/hv//9L9q2bYv58+ejW7duALgGsbvx2uV/Sr6eGzZswIULF2A0GnHDDTcgMjIS58+fxyeffILly5dj0KBBePnllwE4nxs8T9ynZHts2rQJycnJaNy4MRo1aoSGDRtClmWMGzcOu3fvxr333ouxY8eWuk+Y7eF+17ru7Nu3DzfccAMGDBiA119/HQ0aNHDsM5vN0Ol0kCTJ8T5ULfmy4qfKK/nt9//93/+J1q1bi6ioKHH99deLZ555xrHvt99+Ew899JBo3769+OGHH3yRasAo+W3rc889Jzp27CjCw8PFXXfdJd5++23HvpUrV4rbb79d3HXXXWLbtm2+SDVgsE38T8k2+eijj8Rzzz0nRo4cKTZs2CCys7OFEEJMnTpVdO7cWZw6dUoIIcTAgQPF3LlzHdc99nC7V3mv57Zt24QkSeK9995z2v7ll1+K++67T4wcOZI9dh7Ca5f/Kfm5a8qUKaJJkybiuuuuEzfeeKPo3bu3uHDhghBCiJSUFPHyyy+LNm3acOZ4D7q6PerXry/atm0rWrZsKQYPHuyYG0SWZTF27FjRvXt3MW3aNM5S7mElr11Lly4VM2fOFE8//bQ4deqU47XfvXu3CA4OFg888IA4e/ZsqWNU93vrWXRXUS+99JKIiooSW7ZsERcvXhTjxo0TkiSJxx9/3BGzbds2cccdd4ghQ4b4MNPA8eKLL4ratWuL9evXiyNHjoj7779f1K5dW7zwwguOmK+//lp06tRJTJ482YeZBg62if955plnRFRUlJg0aZLo37+/uO666xyv/cqVK0XXrl1FixYtRJs2bUTLli0dw8yq+5uxt5X8gLRhwwaxdOlSsW7dOpGUlCSEEOLll18WQUFBYvbs2SI5OVmkpKSIfv36iVdffbXMY5B78drlf9566y1Rt25dx+SOr776qpAkSbRs2VKkpKQIIYqG+D/77LPioYce4jXLw958800RExPj+NLp+eefF6GhoSI+Pl788ssvQoii942HH35YjBw5ku3hJVOmTBFRUVFi8ODBokOHDqJ169bis88+E1lZWUKIosI7LCxM3HbbbSI1NdXH2XoXi+4q6ODBg6JPnz5iw4YNQggh1q9fL8LDw8XQoUNFjRo1xJgxYxyxJe/hJs/ZuXOn6Nixo9i6dasQQoiNGzeKkJAQ0b9/f9GoUSPxyiuvOGI3b97MNvECton/Wbt2rWjUqJFjfec1a9YIjUYjvvjiC0fMmjVrxOuvvy5eeOEFR8HNXlXPeeaZZ0T9+vUdvXcNGjRw3Cv87rvvirCwMBEbGyvq168v2rdvz9l+vYDXLv9z/vx5MWjQIPHVV18JIYquZWFhYeLZZ58VXbp0EW3atBEXL14UQgiRnp7uOD94nnhGenq6uP/++8VHH30khChavcdoNIonn3xSdOrUSdx8881OPd7F5wjbw7Pmz58vGjRoIH7//XchhBC//PKLkCRJtGrVSixZssRxf/22bdvEzTffHHDXLhbdVZDNZhNz5swRmZmZYsuWLaJu3bpi0aJFwmKxiPvvv19IkiQGDx7s9DOB9oftbQUFBeLVV18VJpNJbNy4UURFRYnFixeLzMxM0bNnT2EwGMSECROcfoZt4llsE9+7+gPOJ598Im699VYhRNFQZYPBID744AMhhBDZ2dli//79pY7BgttzPv30UxEZGSl27NghTCaT2LdvnxgyZIgICQkRe/fuFUIIcfr0abFu3Tqxdu1aTtDlJbx2+acff/xRnDlzRuzbt080aNBAzJ8/XwhRNCpEkiRRs2ZNp547FnietWvXLnH+/Hnx+++/i9jYWMftMLNmzRIhISGiU6dOTpMN8hzxrPz8fDF79mzHe/o333wjIiIixMKFC8WAAQNE3bp1xZIlS0RmZqbTzwVSu2h8fU85XVtZkxIUT3SjUqmwatUqDBgwAEOHDoVWq0WzZs2QkJAAWZadfpYTqrhPWW2i1+sxceJEBAUFYenSpRg6dCiGDh2KoKAgtG7dGgD+v727Dosye/8H/h4YQkpCRRREMbEFu1uxGxO7u91FV3dNwMC1RUVMMDEwsHExwcJiVaxVFEWRBmfm/P7wx/NljP24uwyD8H5dl9fFPOVhDk/czznnPvjw4YNa4g7WSdZhneRMGd9rfHw8zMzMkJiYCHNzc5w/fx5Dhw7FokWLMHLkSADAkSNHcP36ddjb28PS0lI6Rq5NqJIDREZGomnTpqhTpw4AwMnJCR4eHkhJScHUqVOxd+9elChRAiVKlJD2USqVkMv56JBVeO3Keb6VDMrFxQUAsHfvXjg7O6N///4AADs7O7i6usLBwQEFChSQtmeSrqzxrfrISOTo5+eHSpUqYejQoQAAS0tL1K1bFw0aNED16tWl7XmOZC3xWSK6fPnyoVWrVrCxscGDBw8wc+ZMzJ49G8OGDUPt2rVRs2ZNzJw5EwULFkSbNm2k/fNSvfDOmYNlvtAcOXIEjx49Qv78+VGhQgU4OztDqVTi9u3bMDExgYGBAdLS0hAZGYlu3bph8ODBXxyD/rvM3+e5c+fw4sUL2NjYoHjx4ihRogQUCgUiIyNhaGgIPT09pKWlIT4+HiNHjkTfvn2l+YV5M846rJOczcPDA9HR0fD29kbbtm3h7u6Offv2YefOnXB1dQXwKXPpli1bUKRIEVhYWGi5xHmHTCbDjRs3kJKSgnz58gEAbGxs4OLigl9//RVpaWlf7MOXIFmH166cJ3OdbN68GTdu3IAQAlWqVMGgQYMAAK9evcLly5ehUqnw8eNH7N+/H1WqVMGcOXMAIHdnX85mmevDx8cHDx8+xPPnz9G3b1/UqlULVlZWSE9Px4sXL/D48WM4Ojri2LFjaNeuHcaNGweZTMbnYA3I/J2qVCqkpKTA2NgY1apVAwBcunQJBgYG6NChAwDg7du36N+/PwoUKIBWrVoByJsvpRh052AZf9DTpk3Drl274ODgAGNjY0yZMgUbNmxAhw4d0KdPH8yZMwcuLi6Ii4tDUlISAgICAHx6C8ULTdbK+D6nT5+O3bt3w8LCAgYGBvj48SM8PT3RpEkTtGzZEkFBQRgwYACePHmCuLg47Nixgw9IGsI6ydksLS2xZMkSDBs2DOXLl8fq1asxduxY/PHHHyhVqhTev3+PxYsXIzo6GgcPHmSdaMC3goA6dergwIED2LRpE/r27Yv8+fMDAMqUKQNTU1MkJSVld1HzFF67cp7Mz11bt25Fz549kZaWhmnTpuH69etYsWIFunbtinPnzsHBwQGFCxfGx48fsXv3bgCfnrsYcGedzPXh5+eHIUOGQKFQYMKECWjdujW8vb3h5OSEo0ePokOHDtDT0wMA7N69WzpH+ByctTIH3EuXLsX58+fx8OFDtG3bFn379kXFihXx4cMHxMbG4vHjx5DL5fD29kbZsmUxf/58AHn4xVT292inf2L79u1q2TJXr14tZDKZ2L59uxBCiFevXomNGzeKHj16iDFjxkhJbjgOUnM2bNggChcuLEJDQ4UQnzLJGxgYiMDAQCGEEPfv3xczZ84ULVu2FP369ZPqJC+NW8lurJOc4fMxjCqVSkRGRoo6deoIX19fIcSnBDg7duwQdnZ2okiRIqJatWqiQ4cOvHZpgEKhUKuTgIAAsWbNGuHv7y8tGzZsmKhWrZqYO3euiIyMFFFRUaJVq1aiefPmHJOaDXjtynlOnjwpSpQoIT13BQQECCMjI+Hj4yOE+PTdh4eHi0WLFgkPDw8mfNSwY8eOiRIlSkgJOI8dOybkcrnYsWOHtM3JkyfF77//LubPn8/6yCY//fSTKFy4sFi8eLE4ePCg0NHREd27dxfx8fFCqVSKunXrigIFCghbW1tRrVo16dqVlzHozqEyHnZmzpwphg0bJoQQYt++fcLExESsX79eCCFEfHy8NE1FZkxyoxkZdTJq1ChpTvT9+/cLU1NTsW7dOiGEEImJieL9+/df7Ms60QzWSc6UmJio9nnkyJHCwcFBpKWlScvi4+PFnTt3xPPnz6V6ZJ1kne7du4vBgwdL3+mMGTOEiYmJqF69upDJZMLNzU2kpqYKIYSYMGGCtLxy5cqievXqDO40jNeunOPzTOObNm0S9erVE0J8SgZlamoq1q5dK4T4lPAxJCTki2MwwMs6n7/s2759u2jYsKEQ4lMCTlNTU7UEnJcvX/5iH9aHZt28eVOUK1dOmmHhypUrQl9fX2zatEnaRqVSiYMHD4rDhw8zCef/xz4XOYgQQvr548ePAD51rSlQoAAOHjwINzc3eHl5YejQoRBC4NChQ9i6dSvi4+PVjsEkN1knc50olUoAn7rWlC5dGsHBwejXrx88PT0xbNgwKJVK7N69G3v37kVKSoraMVgnWYd1krOtX78egwYNwrlz56BQKAAAv/76K8zNzeHr6wsAUCgUMDU1Rfny5WFrayuNu2OdZJ2OHTti27ZtmD59Oh49eoTQ0FCcP38ep06dwvnz57F//3706dMHycnJWLZsGYKCgnDkyBGsXbsWly5dgp6eHhQKBbtmZiFeu3KmjC76r1+/BgBYWVnB3t4eAQEB6N+/P7y8vDB8+HAAwIULF7B792789ddfasfIk11lNSSjPuLi4gAAiYmJMDExwdmzZ79IwHn8+HH4+/vj7du3asdgfWQtlUql9jk1NRVGRkZo2LAh9u7di6ZNm2L58uUYOHAg4uPjcfjwYchkMrRv3x5t27aFrq4uk3AC7F6eE/n4+Eit2atXrxbm5uYiX7580vQUQnx6u9eyZUsxY8YMbRUzT1m3bp04deqUEEIId3d3YWxsLIyNjdXe6sXGxopmzZqJuXPnaquYeQrrJGfy8PAQPXv2FPr6+qJv375i1apVQqlUiu7du4u+fftqu3h5Qkbr9L59+4Senp7o3r27cHV1FUlJSdI2V69eFWZmZqJbt24iJibmi2OwpUhzeO3KeXx8fMSYMWOEEEKEhYWJ/PnzC5lMJlauXCltk5ycLFq3bi0GDhzIoRca5unpKQYPHiyE+DSMslChQkImk6l1KU9JSRFt2rQRAwYMYH1kkxcvXgghhIiIiBD29vZi/vz5In/+/FLPAyGECAkJEc2bNxcRERHaKmaOxaA7B2rWrJlo0qSJ9Hno0KFCT09PHD58WNy7d0/cu3dPtGrVSjg5OeX5rhrZpVy5cqJbt27S5+7duwsLCwtx9+5d8eLFC/H06VPRqlUrUbNmTdZJNmGd5GynT58W48aNEzY2NqJjx45i0KBBQiaTiaNHj2q7aHnKwYMHhampqShRooQ0h3BGUB4WFiYsLCxE8+bNRWxsrDaLmafw2pXzLFy4UJiYmEjnyP79+4VMJhNTpkwRBw8eFCdPnhTNmzcXlStXluqEgZ7m7NixQ1hZWUnjuPfs2SMKFSok3NzcxMWLF0VQUJBo1aqVqFSpEusjm+zfv1+YmZlJgffQoUOFgYGBmDRpkrRNamqqaN++vejcuTOHJn0Fg+4cJKNl4ebNm6JEiRJSshulUil69OghbG1thampqahVq5Zo2LAhEw9lg4zv9tChQ6JSpUri/PnzQgghHjx4IBo3biysrKxE0aJFRY0aNUTt2rVZJ9mAdZJzfT42UqFQiDdv3ogxY8aITp06CZlMJkaOHCmE4FhhTQgJCRHXr18XQggxdepUKXndoUOHhIGBgRg3bpw0rj6jji5cuCBatGjB+sgGvHblDJmDs4zvNiUlRTRu3Fj8/PPPUhC3fft2UbZsWVGoUCFRq1YtJnzUkK8l4Hz06JGoX7++1IIaGxsrAgMDRenSpUXRokWFk5OT6Ny5M+sjG4WHh4saNWqIoKAgIcSn5HWtW7cW5cuXF0uXLhWLFy8WzZs3FxUrVmROkG+QCZFpkBFlK/GN6T7evHmDAQMGoFSpUli+fLm0/OrVq/jw4QMKFCiAypUrQ0dHBwqFgmMkstC36iQqKgqdO3dGz5498dNPP0nLDx06hNTUVFhaWqJx48bQ1dVlnWQx1knO9D1zn2beJjk5GevWrYO7uztu3ryJ0qVLZ0cx84znz5+jT58+yJ8/PywtLbF9+3Zcu3YNlStXBgDs378fPXv2xOjRo7Fo0SLo6+t/cW5xPtusxWvXj0OpVGLq1Km4ePEiLl68KC1/8+YNkpKSYGBggMKFC0Mmk7FONCQhIQGmpqbS56lTp2LHjh24d+8ezMzMAABpaWl4+vQpzMzMYG1tzfrQkG/dC1xcXJCSkoKzZ88CAM6dO4cjR45g+/btqFixIooVK4bVq1dDLpezXr5GiwE//X/r1q0TM2fOFB8+fJDeDvn7+wsDAwOpa83X8A2S5uzYsUN6w5rxPf/++++iUKFC4s8///zmfnzbqjmsk5whLCxMGgP8Pdegz1sx6tWrJ7y8vDRStrwuKChI2NraCj09PREQECCEUJ82bN++fcLAwEBMnjxZylxOmsdrV86zYcMGUbt2bXHx4kXx8uVLIcSn1tRChQoJDw+Pb+7H5y7NWLt2rejUqZMICgqSeuN8+PBB1KxZUyxfvlwI8fXM16wPzYqNjVW7Dt2+fVs4ODiI3bt3q20XHx+v9pnDYr6Or7S1LDY2FlFRUVizZg3atWuHsWPH4sWLF2jTpg26deuGffv2QaFQfJE5EABbJDTkr7/+QmBgIGbMmIGWLVvCy8sLcXFx6N69O6pUqYKQkBAA/5d9NjNmzNQM1knOsHPnTjRo0ACTJk1CTEwMdHR0vnptyuzzlr60tDQkJydrsph5TkYdFCxYENbW1qhatSr8/f0RHh4u/f2rVCp07twZ/v7+WLp0KdatW6fNIucZvHblPEqlEvny5UPBggXRt29f9OvXDxs3boSOjg6GDx+Oe/fuIS4uTi3bfAY+d2lGeno6LCws0LlzZ/Tt2xdLliyBsbExypQpI50jX2s1ZX1ozurVq1G3bl1MmTIFT58+BQA4ODigZMmSUm8Q8WmYMkxMTKT9BGdY+CZ2L88hEhISsG7dOhw7dgy3bt1C//79ce7cOeTLlw9HjhyBsbHxN7uqUdZLT0/H27dvMW/ePNy+fRsPHz7E7NmzsXLlSlhbW+PkyZPaLmKewzrRrpCQEIwcORJFixZFeno6SpYsiYULF6JQoULf3S358uXLaNCgAcLDw1GpUqVsKHXu9vn3rlAoIJPJcPToUSxduhQmJiaYPXs2nJ2d1fb7448/ULt2bT4YZRNeu3Ku48eP4+LFi1i2bBlat26Nhw8f4smTJzhw4ADq16+v7eLlOVeuXMGePXuwe/dulC5dGiVKlICPjw/27NmDLl26aLt4eUpsbCyWL1+Oq1ev4uLFixg0aBB69+6N2NhYdOzYEZcuXULVqlW1XcwfCoPuHECpVKq90fbx8cHdu3exdetWvHv3DrNnz8bs2bO1WMK8J+NhVqlU4uPHj/D09MT9+/dx7tw5REdHY9OmTRgwYIC2i5mnsE60a+PGjTh8+DC8vLxw9OhR+Pv7o1y5clLg/fl17Gvev3+P1NRU2NjYZFOpc6/MAXdgYCDevn2L9+/fY8SIETA1NcWhQ4ewfPlymJqawt3dHdWrV0e3bt3QvXt3uLq6AgDH3GUTXrtyns9fWP355584cuQIjh07huDgYLRr1w7btm2TxhLTf5e54ehrjUgZy1QqFZKSkvDbb7/h6dOn2LNnDwYMGIBNmzYx70Q2+fx+vnHjRpw5cwaHDh1C48aNcf78eYwfPx6zZ8/+rns/fcKgWwu+1WKdeblSqcT9+/cxa9YspKSkICgoiBeaLBYfH/+3N9TP6+nVq1d4+PAhxowZA0dHR+zcuTM7ipln/d1NOQPrJHuFhYWhevXqAABvb2/s3r0b5cqVw4IFC2Btba22LW/E2WPatGnYuXMnKleujKioKHz8+BHLli1D+/btsXfvXvj4+ODBgwewsrJCdHQ0oqKioKenp+1i5zo3b95E0aJFUaBAga+u57Ur58ocyKlUKnh6esLPzw/BwcGws7PTculyj9TUVBgaGkr3hm8F0JnPlbS0NGzZsgVjxozB1atXpcSQpBl/16M2LS0NkZGRWLJkCS5duoT09HRERkZCX18/m0v5A8vOAeR51blz58TSpUvFzz//LEJDQ4UQ/zv5Q8b6yMhIoaenx7lts9iWLVtElSpVxI0bN/7ntp9Pg3TlyhVhaGgoLl++rNEy5jXHjx8Xs2bNEgMHDhQnT54UQnx73k3WSc7g7e0t6tatKwYNGiTevHkjkpKSxJAhQ6REOKRZfn5+wsbGRty6dUsIIcTRo0eFTCYThw4dkrY5f/68+P3339WmQmKSm6y1cuVKUbx4cfHgwYP/uS2vXdnj756xvrUu8/KyZcsKd3f3LC9XXhUQECA6deokmjdvLvr37y+ePXv2t9t/fu9v0qSJmD9/viaLmCe9fftWREdHqyXW/DyBY0ZdZJwfqamp4sGDB6Jy5cqsk3+ITacatnHjRvTs2RNBQUE4fvw4GjZsiJMnT/7PVuuMrmhlypRBzZo1ERcXlz0FzuXE/0/6sGHDBty6dQu9e/dGRETEV7fLkPHWL6PbU7ly5eDo6IjExMRsK3dut3HjRvTt2xd37tzBs2fP0LJlS1y5cuWbb1xZJ9qVkbhr/Pjx6NGjB/78809MmDABzZo1w969e9krJ5s8e/YMnTp1QqVKlbBjxw64urpi1apVaNeuHRISEpCcnIz69etj7NixmD9/PuRyOZRKJbuUZ6F169ZhwoQJWLhwIUqVKqW2TnylIyGvXZqXuQV1zZo1GD16NLp27YoNGzbg3bt337w+ZTx3AUDJkiWlafXov9m5cyfc3NxQuXJllCpVCo8ePULlypWxe/dupKamfnWfz+/9ycnJSEpKyo7i5hl+fn5o3749qlSpgi5duuC3334DAKkXQoaMusg4bwwMDFC8eHE4OTnhyZMn2V7uH5pWQ/5c7vDhw6JAgQJi165dQqFQiLi4ODFs2DDRtm1bkZyc/F1THWzYsEHIZDLx8OHDbChx7pfxnc+ePVv8/vvvolu3bsLe3l5cu3btu4+xfv16IZPJxOPHjzVUyrxl9+7dwsrKSuzZs0colUrx5s0bUatWLXHu3LnvPgbrJGtlbmX4nlahefPmCZlMJmrWrClNe8jpjjQno3769u0rRo0aJa5cuSJMTU2laalUKpXw8vISXl5e3+wtQv+dn5+f0NHREYGBgUIIIV6+fCnOnTsnDh48KO7cufNdx+C1S3OmTZsmChYsKBYsWCBGjhwpypQpI1xdXaVr1NeoVCoREhIiZDKZiIiIyMbS5j4qlUqkpaWJVq1aiZ9//llanpaWJkaMGCEMDQ3Ftm3b/udxrl69KoyMjMTNmzc1Wdw8JTAwUBgaGopVq1aJzZs3i/Hjx4siRYqITp06Sdv8r3v4wIEDRaNGjURqairvM9+JQbeGxMfHCzc3NzFhwgS15WvXrhVly5b97j/QhISE77550/dbtGiR6N27t0hISBD169cXJUuWFNevXxe9evUSp0+f/tt9b9++LW7fvp1NJc3dYmNjRdOmTcWiRYvUlteoUUP06dNHuLi4iJUrV4q4uLi/PQ7rJOtkDqb/VzdxlUol4uPjRYMGDYSTkxO7L2vIt158nDx5Utjb2wuZTCZ8fX2l5YmJiaJNmzZi8uTJ2VTCvEWlUonXr1+L/Pnzi3r16om0tDQRGRkpatSoIcqXLy8KFy4s9PT0xJo1a6Ttv4XXLs04e/asKF26tNRt/9ChQ8LQ0FD4+fl91/5//fWXJouXZ6SlpYnq1auLJUuWCCHUA7kxY8YIU1NTaZjft65zHz58EK9evdJ8YfOQqVOnioEDB0qfExMTRVBQkLC2thbt2rWTln+rTiIiIkT9+vX/UYMVsXu5xpiamqJBgwaoXbu22nJnZ2ekp6cjMTHxq/NyZqZQKGBiYoLy5ctrsqh5ivj/XcWqVKmCxMREmJiY4Pz587Czs0ONGjXw4MEDKVHUt1SoUAEVKlTIjuLmepaWlliyZAlat24tLevQoQNevHiBQoUKoVKlShg7dixWrFjxt8dhnWQNIYTUhWzw4MFo0qTJ387DLZPJEBAQgDdv3uDSpUuQy+XMiJ3FMtdJcHAwtm/fLs2ZWq1aNbRp0wZlypRBeno6UlNTcevWLXTv3h2vXr3CokWLtFn0XEsmk6FQoULw8/PD69ev0bNnTzRv3hz16tVDQEAA/vjjD8ydOxejRo3CgQMH/naqT167ssbnz1Px8fEwNjZGzZo1sWfPHvTu3RvLli2Dm5sbkpKScPz4cXz8+PGbxylSpEi2lDu309fXh4ODA7Zu3SolUMv43lesWIHGjRtj+PDhSEtL+2a3fzMzsy8SddJ/8+jRIzx+/Fj6bGxsjNatW2Pr1q0ICwvD2LFjAXx7HvTy5cvj4MGDqFatWraUN9fQctCfq2VOTJDh9u3bolixYiImJkZadubMmWwsFQkhxOvXr0WNGjWkt3gVKlQQlpaWwt7enj0LtOjYsWOia9eu4tGjR9Ky+fPniwIFCoi3b9+yC1M2+fPPP0WTJk2++9qUcR6xhVtzZsyYIczMzESxYsWEqamp+P3330VSUpJ4+PChGDVqlLC0tBRWVlaiUqVKonHjxuzmr0GZr0MHDhwQBQoUEIMHDxYpKSlq23Xp0kW0bduW3S+z0YoVK8SNGzdEYGCgcHFxEfv371cbeiGEEEFBQWL06NH/M5kX/XOZEwVm3Bf++OMPUa1aNTF69GjpHpHRi8rf3184ODiI58+fa6fAecTnydACAgKEo6OjOHLkiNp2ycnJYunSpaJmzZrfHPLCa9m/x5ZuDTIwMPhiWVJSElQqFSwtLQEATZo0wYgRI5isIxupVCoIIWBgYIDbt2+jVq1aKFiwIMLCwlC6dGlUr14djx490nYx86QWLVpg8+bNcHBwkM4JuVwOJycnWFpa/m2LEWUNX19fDB8+HJaWlqhbt+7ftnRnrNPR0YEQgi3cWSjj718IgcePHyM0NBRHjx5FZGQkxo4dCw8PDyxfvhw2NjZYvnw5rl27hk2bNmHLli04deoU9PT0oFAoOG2bBshkMql+OnTogKCgIPTo0QOGhoZq2+np6cHCwgIGBga8dmlI5uvT6tWrMX78eOTLlw8NGjTAjRs30KVLFyxduhQjR44E8GnaqpUrVyIuLg62trbaKnau9ddffwFQT4Tm7OyMbt264fLly5g6dSo+fvwoTTNla2sLPT29r/Y6oKyTcb3KqJeKFSuiUKFC2LJlC8LDw6Xt8uXLhyZNmiA8PBxRUVFfPRavZf8en5A0SHxjnmF9fX2kpKTA1dUVMTExiIiI4B9xNsi46Ojo6MDa2ho2NjaoWrUqGjRogF27dqFgwYLYu3cv3N3dUbx4ce0WNo/4/EYghICxsbG0LC0tDSEhIShbtizPkWyQlJSEBw8e4PHjx4iLi5MejL4153bmrmesn6yTOftyXFwcdHV14ezsjJo1a0Iul0uZyFetWgWZTIb+/fvD3t4e9vb2asfgSxDNyjgvatas+UX35sTERMTGxqJJkyZaKl3ekHGenD9/HnK5HDt27ECZMmUAALt370aXLl1w/PhxFChQAEqlEuvWrUN0dDQOHjwovTzhtStrbNu2DW5ubli7di2GDRsGHR0dKBQKGBoaYty4cfj48SMOHz6MNm3awMvLC0lJSViwYAGKFi2qdu2irHX48GEcO3YML1++hLOzM8aNG4fy5ctj5syZGD58OJYsWYLhw4ejUaNGAABra2tUqlTpi5eIlAW00byeF2R0vzh58qS4f/++tPz+/fuiRIkSonLlysLBwUHqAshumZqXUSenT58WaWlpYt26dWL06NHfTNDBbpmakblrUuY6SU5OlpanpqaKe/fuiXbt2onKlStL5we7NWWtryVJefHihViwYIEwNjYWEydO/NttSbPc3d1FtWrVhJmZmahSpYp48uSJ2vrZs2eL4sWLC3d3d/Hu3TstlTJv+rtr1/3790W7du1E1apVeW/PBrdu3RIymUzIZDKxceNGablSqRShoaGiSpUqomTJkqJmzZqiR48eHHqhAWfOnBH29vaibt26wtLSUqxdu1Zal/F9JyUliX379okGDRoIU1NT4ejoKBo2bCit5z0m623cuFGYmZmJiRMnChcXF1GnTh0xatQo6Ts/ceKEcHJyEvXq1RNTpkwRAQEBolmzZsLJyYnnhwYw6Nagffv2CZlMJnbt2iUtu3TpkpDJZMLZ2ZkBt4a8f/9eREdHqy3LuJjv379fyGQyERQUJIQQX4zBI81QKBRffNef18nevXul5cHBwaJFixZqN2TeALJW5geca9euibNnz4rIyEghxKdxXfPmzRPlypUTP/30k7Qd60CzMr9U2rNnjyhYsKBYv369GDJkiChSpIgYM2bMF+PsJk6cKDp37swXUhpy8eJFcf36demzSqWSvuuvXbuOHTsm6tevL+rWrctrVzZJSUkR27ZtEwUKFFDLyJxRT6mpqeLFixdqeUH43JV1kpOTxYwZM8Tw4cNFWFiYmDlzpjA1Nf1q4J3h1q1b4unTp8wHokGnT58WdnZ2IiAgQFq2cOFC4ezsrDYjzLVr18ScOXNEyZIlRcOGDUWHDh147dIQBt3/QUhIiLhw4cJX386dP39eGBoainXr1qktT0lJEatWreLUOhqyY8cO0bRpU1GkSBHRsWNHERYWJq07efKkMDIy+qJOSLP2798vevfuLZydncXEiRPVehZ8q05evnwpjh8/Ll3weZ5krcwB2k8//SRKliwpHB0dRZEiRcSwYcPEo0ePRGxsrJg3b54oX768cHd312Jp857Dhw+LcePGiU2bNknLvLy8hJOTk5gwYcIXLd6ZkxdR1jl37pyQyWSiV69e4urVq2rrvnXt+uuvv8TBgwd57dKQb7WGKpVK4evrK/T09MT06dOl5V/7/nmeZL2bN29K061GR0cLd3f3LwJvpVL51SCOLdxZLz09XXh4eIh+/fqJhIQE6Xt/+vSpsLa2luagz3wupKamiqSkJL6Y0iAG3f/Szp07hUwmE1WrVhVhYWFfPPQcPnxYHDp06G+PwT/orOXr6ytMTU2Fl5eXCAgIEHZ2dmLIkCHS+g0bNgh/f38tljDv8fX1FRYWFmLixIlixowZIn/+/GotET4+Pmo9Qb6Gb1qzVuabrLe3t7C2thbnzp0TQnyaN9XMzEyEhIQIIT5l+Z8/f/4X3QVJc65duyacnZ2Fubn5FwFdRuA9efJktQz/QjCQ0ISAgAChr68vmjRpIvr16yfCw8OldevXrxc7duz42/157cpamYOz9evXiylTpoiePXuKY8eOidevXwshhNi0aZOQy+VixowZ2iomiU8vzjMC74zr2OvXr8W2bdvEhw8ftFy63E+lUonAwEBx9OhRaZlSqRTPnz8XFhYWar13Mq/PvD9lPQbd/0JERIRwdnYWv/zyi6hYsaKoVKmSuHr1Kv9Itej06dOiaNGiakH16tWrxbRp08Tjx4/VLiZ8q5o9zp8/LxwcHMSWLVukZSEhIcLc3FzcvHlTiyXLm/7880/p54xgoEePHsLDw0MI8alHQv78+cWaNWuEEP839OLVq1di8+bNDCCyka+vr6hUqZKoVauWePDggdq6JUuWiKJFi4rly5drqXR5x5MnT4Sbm5sICAgQTk5Ook+fPtLLDt5HtGfKlCnCyspK9O/fX9SsWVM4ODiIoUOHSkMvfH19Rb58+cTIkSO1W9A87sWLF8Ld3V2YmZmJxYsXiwYNGghHR0c+K2eTzPfsjO88OTlZODg4SL1AVSqVmDVrlkhMTNRKGfMaBt3/wsWLF8X48eOl8Sjly5cXlStX/mbgzZuzZikUCuHr6ys8PT3VLhxNmjQRpUqVEubm5qJx48bit99+02Ip8xaFQiEWLVokunTpIr3VViqV4tmzZ8LOzk7cuHFDyyXMW0aNGiWaNGkiLl++LC1LSUkRDRs2FH/88YcIDQ0VJiYmUmt2Wlqa8Pb2lroLZmDgrVmZ7xV+fn6ifv36omfPnl+0au/YsYN1oWEqlUo8evRIODg4iLi4OBEQECBq164t+vbtK0xNTaUkgwwgsteZM2dEsWLF1Lr7r1q1SjRq1EiMHz9eJCUlibS0NLFmzRrRqFEj1k82yJznQAj18duvXr0SkyZNEjKZTFSvXl1ax3rJPpm/67S0NOHg4CA9g7m4uIjixYvzfpJNOE/3v1ClShWMHz8exYoVg46ODsLDw6FQKDB48GC1+e6Sk5MBqE+rQ1lPV1cXXbp0Qffu3aXppjp37oyHDx9i5cqVCA4ORsWKFXHw4EHcu3dPy6XNG3R1ddGtWzd07NgRZmZmAD5NKWVtbQ0jIyMkJSVpuYR5S+/evfHixQt4eXnh8uXLAABDQ0OUK1cO3bt3R/PmzbF69WoMHz4cAJCQkIDAwEBERESoHYdzPmuWjo6ONO+wm5sbBgwYgJcvX8Ld3V1tztRevXpBV1f3i2mqKOsIIeDg4IAKFSrgyZMn6NGjB8aNG4f9+/fD1NQUrVu3BsCp8rJbcnIylEolrKyspGWjRo1Cu3btsGfPHsTHx0NfXx9Dhw7F2bNn1eZUJ82RyWQ4c+YMUlJSoKenJy03MDDAqVOn4OzsjIsXL0JPTw8KhYLnTTYQn03JqlQq8f79e6SkpCAlJQU9evTAo0eP8Oeff0JXV1dtznvSDEaD/0K+fPlQokQJAEB6ejoMDQ1x/fp1KfC+du0aoqOjMXz4cGzbtk3Lpc0bzMzMpLm109PT0blzZ4SEhKBVq1aoUaMGxo4di/DwcDx8+FC7Bc1DSpYsCTc3N+mzTCaDrq4uUlNT8e7dO2n5ggULcPPmTW0UMU9IT09HvXr14O/vj1u3bmH58uUIDQ0FAEyYMAFlypSBvb09evToASEEYmNj0bdvX6SlpWH06NFaLn3u9LWHm4wHpMyB9+DBg9G/f3+8evUKI0eOxMuXL9X24UsQzcl4WS6EwPXr1yGEgKenJ4oVKwZra2v4+/tLL7BIMzIHy5nPGZVKJb24/fjxI4BP17KkpCScPn0awP+dG4LzcGeZLVu2YM+ePWrLMr7fwMBANGvWDEePHpXWKRQKeHt7Q0dHBxcuXIBcLodCoYBcLs/uoucJGeeLSqVSq5eFCxcC+HROGBoaIl++fOjQoQMiIiJw+/Zt6UUIGwg1j9/wf6Svrw+FQgF9fX1cv34dKpUKAwYMQLNmzXD58mX07NlT20XMc/T19eHm5iYF4QCQkpKCOnXqqC2j7CWEgEKhgIGBgdRK0apVK6xbtw4VK1bUculyJ5VKBX19fQCfbrgdOnTAwYMHsXjxYty4cQOOjo4YO3YsjIyMULRoUdSuXRsuLi548+YNzp07x9ZUDRBCSA83/v7+OHz4MACotchlDrwHDRqELl26oFSpUihcuLB2Cp0HZdRFnTp18ODBA9SpUwdmZmaIiIiAu7s7Tp8+jeDgYC2XMvdSqVRSsKxSqaRzpk2bNihcuDCGDBmChIQEqVX15cuXsLGxgbW1tdpxGHBnjfXr12PAgAEwMjJSWy6TyXDy5En06dMHa9euRZcuXaR1crkcffr0wdWrV6XAjgF31nr48CEiIyMRFRUl/a3r6OhAJpNh37596NevHwoUKCBtn/Eyqnjx4oiIiGC9ZDOZYL+bLKFUKqGrq4vnz5/D3t4ederUwdmzZ6Gnpyeto+yT+e12WloaevTogY8fP+Lw4cN8m6clSqUSqampaNCgAX7//XcsWbIE9+/fx61bt6Cnp6f2YEVZa+rUqfD390ffvn3x+vVr+Pv7o2nTpli4cCEqVaqEmJgY7NixA0qlEjY2NnB1dYWuri5vxlks89/448ePUatWLTg5OWHatGlo2rQpAPVrV+btM5bzPMleQUFBaN++PRo1agR/f38pqDt9+jQaNWrEe7uGLVu2DCEhIShdujSaNGkCFxcXREVFwcXFBfr6+pg0aRJMTU2xadMmxMTE4PLly6yTLLZu3TqMHTsWW7duhaur6xfr/fz8YGBg8LeNTLxuZb1NmzZhzpw50NfXx5MnTzBs2DC4urqiUaNGuHbtGlq0aIEFCxZIw8aAT70PAgMD0blzZ97jtYBBdxZ68+YN2rZti6SkJNy8eZNdabQsKSkJp06dgo+PD548eYJr164xuNMyhUKBypUr4/Hjx7Czs8OdO3f4plXDwsLC0LZtW+zatQuNGjUCAFy6dAmdO3dG1apVMX/+fDg5OX2xH18Was706dMRGxuLy5cvIyoqCuXLl8eiRYvQrFkzAOqB97d+puyRmpqKY8eOoW7duihUqNAXdcDzRHO8vLzg5eUldYVVKBQYM2YMBg4ciNjYWPTv3x9PnjwBAJQoUQL79u1jQ0cWO3LkCNq1a4d9+/ahU6dOiIyMhL+/P+7evYsSJUqgV69eqFKlCgBen7LT2bNn0bFjR6xYsQI1atTA7du34eXlhfz582PUqFFo3bo1Ll26hCZNmkj78NqlfXzKzULv37+Ho6MjNmzYwIA7B0hKSsKuXbtgZGSE69evs05ygOTkZLx//x4lS5bEjRs3WCfZwMDAAPr6+lKSQYVCgdq1a2PPnj1o3LgxLC0tMWTIELWbM8DxwpqyZs0a+Pj44MSJE5g1axZSU1PRoUMHzJ49GzKZDE2bNpW6mstkMrWHJD7QZj9DQ0N06tRJ+vx5HfA8yTqfvxB/9+4ddu7ciWbNmuHOnTtYu3YtFi1aBKVSiSFDhuDw4cN4+fIl5HI5ChYsCJlMxvtJFlIoFLh9+zbs7e0REREBR0dHdO7cGba2tjA2Noa/vz9CQ0MxZswYuLq68vqUja5fv46qVatKeXMcHR1RrFgxeHh4YOnSpTAzM5Ne4mbgtUv72NyXhUqXLg0/Pz+23OUQhQoVwooVK+Dv7w+5XA6lUsk60TIzMzP88ccfDLg15Gsdl/T19ZGQkIA7d+5I26hUKlSrVg0lS5bEzp07cebMmewuap519+5dNGjQAM7OzrCzs0PZsmVx6tQpPH/+HD///DNOnjwJgAE25S2ZA+6TJ08iNDQU4eHhMDAwAABUqFABY8aMQcuWLbFkyRL4+PgAAIoUKYJChQpJQy94P8k6crkcw4YNw8SJE7Fjxw5UrlwZ7du3x969e7F//35cuXIF+vr62LBhg7aLmucYGhoiNjYWMTExAD7d12vVqoWff/4ZhoaG2LRpE+Li4pi5P4dh0J2FMj8k8cKfM1hYWEg3Y77VyxlKlizJgFsDMiceevPmDVQqFRQKBcqWLYuxY8di2LBhOHHiBPT09KREXY0aNUJQUBBmz56t5dLnfhkJ6VJTU5GQkADgU8Kb1NRU2NrawtPTE2FhYfD29salS5e0WVSibJU5ueDUqVPRqVMnuLq6IiQkBBcvXpS2K1u2LMaMGYNWrVph2rRpUhLCDBw2lvXMzc3h5uaGIUOGYPjw4Rg1ahRMTU2hUqlQqFAhzJo1C6dOnZJe6lL2KF++PJ48eYLjx48D+L8X7tWrV8f06dPh7++PGzdu8OVtDsMnXsoTeDPOeRhwZ62Mv/F58+bhwIEDyJcvH9q2bYtRo0Zh5syZePXqFVq1aoWpU6fCwsICJ06cwIcPH7B27VrIZDKO78pin3eVzfhu+/Tpg6ZNm2Lt2rUYMWIEDA0NAXyqvx49euDq1avw9PTEvn37tFJuouyWERg8efIEJ0+eREhICJKSknDw4EH88ssvMDExwciRIwF8CryHDh0Ke3t7uLi4aLPYeYa5uTmGDh2Kv/76C/b29gD+r85iY2Ph7OyMIkWKaLOIeUbGsKNGjRpJL9NtbW3RpEkT6Z7TvHlzlC9fHhEREWjcuLG2i0yZ8KmXiOgHljk5yqZNm+Dt7Y25c+fizJkzOHDgAO7evYtVq1bBx8cHVapUwZYtW6Cvr48CBQrg2LFj0vhhBtxZJ3PL3a5du/D06VOUK1cONWvWROPGjTFnzhyMGzcOycnJ6NmzJ2QyGfz8/NC2bVuMHTsW9erVw5UrV1CzZk0t/yZE2WPBggW4e/cu6tSpIyV2LFWqFPLly4fp06dDJpNhxIgRAD51Na9QoQIAJoPKLmZmZihfvrz0WSaTIS0tDVu2bEHJkiVhbm6uvcLlcufPn4dcLketWrWgo6Mj/c3PmjULr169Qtu2bbFjxw60a9cOOjo6+PDhA5RKJSwsLLRddPoMs5cTEf2APs9Eevr0aZw4cQLOzs7o1q0bAGDVqlXYtm0bSpUqhRUrVsDc3BxxcXEwMTGBrq4uEw9pQOZ6mTZtGjZv3gwrKyuoVCo4OTnB09MTdnZ2WLp0KWbNmiWts7KywpUrV3D37l1069YNJ06cgIODg5Z/GyLNUyqV8PDwwOzZs1GzZk2EhoZK66Kjo7F27Vr8/vvvcHd3x5QpU7RYUgKAxMREnDx5Ej4+Pnj27JmUqJYzw2Q9f39/9O7dG1WqVMGGDRvg5OSkdt//8OEDfvnlF6xZswbdu3eHubk5IiMjERMTg2vXrvHensPw7CAi+gG9fv1a+vnMmTMYP348fH19kT9/fmn58OHD0a9fP0RFRWHs2LF49+4dzM3NIZfLpRZu3pSzTuZx9REREXj06BGOHTuGiIgI/PTTT3j16hVGjhyJp0+fYtKkSbh+/TpWrFiB9evX49q1azAwMIC/vz/y588PU1NTLf82RNlDV1cX48aNk/IZLFmyRFpnY2ODkSNHon///ggODmZiqBwgKSkJW7duhZ6enhTYKRQKBtxZ7Pbt21i8eDFmzZoFhUKBgQMHIjw8XO0cyJ8/P5YvX44tW7bAwMAAz58/R7ly5RAeHi4lEKacgy3dREQ/mLCwMNSrVw979+5Fu3btEB8fD09PT2zatAlNmjTBpk2bpKy/SqUSPj4+WLp0Kfr27YtffvlFy6XPfc6cOaM25Zq/vz/WrVsHMzMz7Nq1S6qLnTt3Yv369TA2NsayZctQunRpaZ/79+9j8eLF2LdvH86cOSPNfUuUV6SmpmLVqlWYOnUqli5digkTJkjrYmNjYWlpqTadHmlPbGwsLCwsoKOjw95SGnLp0iX4+/tj0qRJsLW1RaVKlSCXy7Fx40Y4OztLSYIzXnZ8Xg+sl5yHr6WIiH4w5ubmcHV1xaBBg3D48GGYmZlhxowZGDp0KP7880/MmjUL6enpAD61Ig0ZMgQeHh5wd3fXcslzn4ULF+L333+XpmIDgMjISERHR+PWrVtSPQBAr169MHz4cKSlpaFfv354+fIlACA9PR3Pnj2Drq4uzp07x4CbcqWM8+NbDA0NMXr0aHh5eWHKlCn4/fffpXVWVlYMuHMQKysraRYMBnaaUaVKFYwfPx7FihWDjo4OwsPDoVAoMHjwYISHhwP4lIAzMTERgHpyWvZiy5nY0k1E9AOKiorCokWLsHv3bmzduhXt2rVDQkICPDw8cPLkSTRs2BDz5s2Dvr6+2n5MPJS1/vzzTzg4OEAul+Pu3btSsqFVq1Zh5cqVqFmzJry8vFCoUCFpn02bNuHGjRvw9vZWa6VQKBRSNnOi3GrUqFGwtbXFtGnTvhoYpKamYs2aNZg8eTL8/f3Ro0cPLZSSKOdIT0+Hvr4+0tPTUa1aNcjlcvj6+sLGxgbTpk1Dq1at0LdvX20Xk/4HBt1ERD+QzEHzo0eP4OHhgV27dmHbtm1S4O3p6YnTp0+jYsWKWLVqFd94Z4PDhw9j8ODB8Pb2Rq9evQAAS5Yswb59+1CuXDksWrQIBQsW/GI/vgSh3C5z6/TNmzfRrl07bN++HQ0bNvzmPikpKThw4AC6devG6xcR/q+7eHp6utS9PONl7d27d3me/AAYdBMR5XBnz57F8+fP0a9fPwDqgVpGi3dQUBC2bt2Kpk2bIikpCe7u7khOTsa6devYHTMbhIWFYdWqVQgLC4O7uzt69uwJ4FPgvX//fpQvXx5z586FtbW1lktKpB3e3t7466+/oKenh4ULF373fhybSvRJxr3/+fPnsLe3R506dXD27Fno6enxBe4PgEE3EVEOJYRASkoKOnbsiMTERIwfP14K5jLfYO/cuYPZs2dDpVJh8+bNMDMzQ2pqKgwMDDgOUgO+NTVOeHg41qxZg9DQUMyePVuqq6VLl2Lt2rUYNGgQZsyYkd3FJdK62NhYDB8+HPv27UPv3r2xbds2TjFF9C+8efMGbdu2RVJSEm7evCllj+eLqZyPNURElEPJZDIYGRlh7dq1mDx5MtavXw+VSoXevXtDV1dXCrwrVKiAZs2a4bfffkNaWhoASGODGXBnLSGEFCj4+voiJiYGMpkM06ZNg7OzM8aMGQMhBH799VfIZDK4urpi0qRJsLGx4dhUyjM+v+5YWVnhl19+gZmZGbZt24ahQ4eiUaNGDLyJ/qH379/D0dERGzZsYMD9g2FLNxHRD+Dx48cYO3YskpOTMXToUGnccEaCleDgYMybNw/79++HlZWVlkubO2UOJKZPn47169ejQoUKuHfvHkqXLo0jR47A0tISN27cwMqVK3H58mVMmjQJAwcOlI7BLoCU22UOpBMTE5GamooCBQoAAJ48eYLp06fjxIkTOHDgABo0aMDAm+gfyHwfYsD9Y+FVjojoB1CiRAmsWLECRkZG8PHxga+vLwBAX18fqampWL58OQoXLgxLS0stlzT3ynjQ+fDhAx4+fIhz584hODgY58+fR2JiIlq0aIHY2FhUrVoVY8eORZkyZXDy5EkAnx6UADDgplwtc0+Q+fPnw8XFBc7OzujcuTNOnTqFYsWKwcvLC61bt0aXLl0QGhoKHR0dsP2H6Ptk7kHCgPvHwpZuIqIfyOPHjzFt2jRERUWhXLlycHJyQnBwMGJjY3Hp0iXI5XJ2Kc9imVvi1q5dC09PT5QrVw6+vr5SYrSHDx+iU6dOMDAwQHBwMKysrPDgwQOULFmSrXiU58yZMwcrV66UupSvWbMGMpkMo0aNgpubGx4+fIjffvsN27Ztw40bN1C5cmVtF5mISKMYdBMR/WBevnyJ3bt3Y9euXShQoACKFSuGZcuWcXyXBmR+gXHw4EEYGxtj4sSJiImJwZ07d2BlZSUF5Y8ePULXrl0RGxuL27dvI3/+/AC+nXiNKLcRQuDFixdo06YNZs2ahe7duwP41M18yJAhePjwIXbu3InSpUvj1q1bCAwMhLu7O3uAEFGux6CbiCiX4HjhrJU54J47dy58fX0RGBiIhIQE9OzZExUqVMCxY8fUtr1//z7mz5+PzZs3sy4oT3r9+jXq1KmDxYsXo0uXLlLeibS0NJQsWRIDBgzAvHnz1Pbhy0Iiyu346p2I6Af0+ftSIQSDvCyWEXCHh4fj7t272LBhAypXrox69eph586diIiIQJs2baRthRAoV64ctm7dKmWXJ8prTExMoKenh1OnTgH4lHfi48ePMDAwQM2aNZGQkPDFPgy4iSi3Y9BNRPQD+nzMNsdwa8a2bdswfvx4REZGomzZstLyevXqISAgALdu3UL79u0BfFkHfAlCeY1KpYKxsTE8PDywceNGzJ8/HwCgp6cHlUqFZ8+eMdkjEeVJDLqJiIi+wdbWFgqFAvfv38e5c+ek5TKZDPXr10dAQACOHDmCKVOmaLGURNrxeY+bjNwFLVq0gKenJ3799Ve4uLhgwIABaNq0KZKTk+Hu7q6NohIRaRXHdBMREeHbCc+uXr2KiRMnwsjICFOmTEHLli3V1t+6dQsVKlRgyzblCc+fP4eenh5kMpmUvR/AF7MmKJVKXL16Fd7e3tDT04OVlRUWL14MuVzO/BNElOcw6CYiojwvc8B9//59fPjwAaVLl4aZmRnkcjnOnz+Pn3/+GZaWlhgzZgxatGjxxTEYSFBu5+vrCw8PDygUCrx//x6TJ09G165dpaEX3zNdIZOmEVFexKCbiIjytMyBgru7Ow4cOIAnT56gVq1aaNKkCSZNmgQjIyOcP38eM2fOhKWlJQYOHIgOHTpoueRE2ef48ePo2rUrVq5cCTs7O9y5cwcLFy5E48aNMXLkSDRs2PCr+31PIE5ElNtxTDcREeVpGQHBvHnzsHHjRixduhQvX76EhYUF1q9fj5kzZyI5ORkNGjTA/PnzERkZidDQUC2Xmih7/fHHH2jcuDEGDBiAZs2aYdy4cfDz88PDhw+xYsUKXLt27av7MeAmIgLYv4eIiPK8iIgIHDp0CJs3b0bLli1x6tQpHDt2DI0aNcKRI0egp6eH2bNno379+ti5cycqVqyo7SITZSshBOLj46Wp8HR0dNCyZUvo6upixIgR2LFjB5ycnNiyTUT0FWzpJiKiPK906dIYM2YM6tSpg5CQEPTu3Rve3t4ICgqCjY0N/Pz8MHr0aKSkpKBKlSqch5vynKpVqyI0NBQXLlyArq4uFAoFhBBo1qwZfvvtN3h7e+PmzZsMuImIvoJBNxER5SkqleqLZYaGhnB1dYWZmRm2bNkCV1dXDBgwAABQoUIF2NnZwcLCAgYGBtI+TJpGuZlSqURqaqr0uVu3bujTpw86deqE+/fvQ09PDx8/fgQAtG3bFsWKFcP9+/e1VVwiohyN3cuJiCjPyJyl/OjRo4iOjoaRkRFq1KiBkiVLAgBevXoFExMTKcPymzdvMHHiRPTq1QsymeybU4sR5RaBgYHYvXs3IiMj0bBhQ0ydOhU2Njb4+eefERsbiwYNGuD48eNwcnICAKSnp0NPTw/58uXTcsmJiHImZi8nIqI8Z/r06di+fTsqVqyI58+fw9zcHGPGjEGvXr0wc+ZMnDx5EoUKFcL79+/x7t073Lp1C7q6ugy4KdfbvHkzJk2ahAEDBsDAwABr1qxB586d4evrCwC4c+cO5syZg/3792PChAkwMzNDaGgoXr9+jfDwcPYAISL6Cj45EBFRrpe5S/mWLVuwfft27N27F8eOHcOIESNw7do1GBsbAwAmT56MNm3awNTUFGXLlsWNGzekMdwMuCk3++OPPzB37lwsX74cS5cuxcKFC3Ho0CEEBgbi5s2bAD4Nt/D398eyZctw48YNnDt3DtbW1rh69SpzHRARfQO7lxMRUa51/PhxNGvWDHK5HEqlErq6urhz5w7atGmDWrVqYc+ePZg5cyaWLVuGDh06ICEhAUqlEr/88ovacRQKhdTdnCg3UiqVCA0NRdWqVdGxY0cAn15WFS9eHKampmrb6urqYuzYsRg0aJD0sgrgeUJE9C18ZU9ERLmSt7c3xowZgw0bNkgBNwAkJyfD0dERFy9exMCBA+Hh4YERI0ZApVIhICAAe/bsUUsgJYRgIEG5nq6uLrp164aOHTvCzMwMwKc5tq2trWFkZISkpCRp24yRiZkDbp4nRETfxqsjERHlSm5ubggLC8O2bdsghMCwYcOgq6uLKlWqYNiwYZDJZNi5cyd69OgBAEhKSkJAQABq1KgBQ0ND6TicAonyipIlS0oJBYFPf/u6urpITU3Fu3fvpOULFy5E27ZtUaVKFbVtiYjo69jSTUREuY5SqYSlpSVWrlwJe3t7bN26FWvXroVCocCQIUMwZswY6Ovrw9raGtHR0Xjw4AG6d++O9+/f47ffftN28YlyBCEEFAoFDAwMYGVlBQBo1aoV1q1bh4oVK2q5dEREPw62dBMRUa6TkWnc3Nwcq1atwujRo7F9+3bo6Ohg+PDhmDJlCj58+ICWLVvC2toaBQoUgImJCS5evKg2/psoL1OpVFAoFDA2NoZSqUTnzp3x7NkzPHz4kNn8iYj+AU4ZRkREuVZGUBAXF4fRo0cjKioKAwcOxJAhQ6Cjo4OQkBAkJibC3NwctWvXho6ODpNBEWWiUChQuXJlPH78GHZ2drhz5w709PR4nhAR/QMMuomIKFf7WuDt5uaGoUOHfhE0sOWOSF18fDzKli0LKysr3LhxA3K5nAE3EdE/xKCbiIhyvcyB95gxY/D06VN06NABkydPZpBN9D88evQI9vb2DLiJiP4lPmkQEdEPTaVSfXOdUqkEAOjo6EhjvFeuXAlTU1M8evSIGZeJvkPJkiUZcBMR/Qds6SYioh9W5u7gO3fuxO3bt6Gnp4fKlSujS5cu39w+MTERRkZG0NHRgRCCwTcRERFpDFu6iYjoh5URcE+bNg1TpkzBy5cvERUVhcGDB2P+/Plf3V6lUsHExET6mQE3ERERaRKDbiIi+qEdOXIEAQEB2Lt3L3x9fdGyZUukpqaiSJEiX90+8xhujucmIiIiTePTBhER/dCioqJQvnx51K5dG/v27cOoUaOwfPlyDBw4EImJibh06ZK2i0hERER5GINuIiL6IWWkJMmfPz+KFi2KvXv3on///vDy8sKwYcMAAKdPn8a+ffvw9u1bbRaViIiI8jAG3URE9EP4PEt5xljswoULw9/fH927d4enpyeGDx8OAEhOTsbq1auRkJAAKyurbC8vEREREcDs5URE9APInGF8y5YtiImJgbGxMYYNGwZdXV2sXLkS48aNg4eHB2rUqAFDQ0P88ssviImJQVhYGORyObOUExERkVYw6CYiohwtc7A8depU+Pr6olixYoiLi4O1tTXOnz8PuVyOBQsWwMfHB3FxcShTpgwsLS1x8OBB6OnpQalUQldXV8u/CREREeVFDLqJiChH+rxl+t27dxg5ciRmzpyJ4sWL4/r16xg5ciR0dXVx7do1yOVyPHz4EOnp6TAyMoK9vT1kMhkUCgXkcrkWfxMiIiLKyzimm4iIcpywsDC1gHvt2rWoUaMG4uPjUbRoUZiamqJBgwbYvHkzVCoVqlWrBoVCgVKlSqF8+fIoXrw4ZDIZVCoVA24iIiLSKgbdRESUo3h4eGDkyJEAPrV2KxQKWFpawszMDBERETA3NwfwKZFa9erV4evrCx0dHdja2kKpVKodi/NwExERkbaxezkREeUo8fHxMDIyglwux+PHj1GiRAkkJyfj1KlTGDVqFBwdHREcHCxtL4TAhQsXsHbtWmzevJljt4mIiChHYdBNREQ50pEjR9CuXTscPXoUrVq1QmpqKoKDgzF58mSULl0aR44c+ep+TJpGREREOQn73RERUY5Us2ZNDBw4EF27dkVwcDAMDQ3RokULLFmyBI8ePUK7du2+uh8DbiIiIspJGHQTEZHWKRQK6eeMDlgFChTAkiVL0KtXL7Rv3x7BwcHIly8fWrRogcWLF+P8+fOYMmWKtopMRERE9F3YvZyIiLTm9evXKFSokJSpfNOmTYiKioKpqSlGjRoFU1NTJCQkYNKkSdiyZQsOHz6MFi1aIDk5GdeuXUOdOnXYsk1EREQ5Glu6iYhIK/r164cuXbrgyZMnAIDZs2dj7NixuHnzJtzd3dGhQwdcvXoVpqamWLp0Kdzc3NCpUyccOnQIRkZGqF+/PnR1db/IWE5ERESUkzDoJiIirZg2bRru3buH8ePHIzw8HNevX8fZs2dx6NAhREdH4+XLl5gyZQquXLkCU1NTLFu2DC4uLli6dKnacdjSTURERDkZu5cTEVG2UygUkMvluH//PmrWrAknJycYGBhg69atKFSoEAAgOjoaTZo0QeHCheHp6YmaNWsiJSUFBgYGnH+biIiIfhgMuomIKFupVCro6OhACAGZTIa7d++iadOm+PDhA0JCQlCjRg1p3atXr9CsWTMIIbBnzx6UL19e7RhEREREOR2fWIiIKNtkDpZPnz6Nx48fo3z58jh//jzy5cuHOXPmICoqCjKZDEIIFC5cGMHBwahatSrKli0rHYcBNxEREf0o2NJNRETZIqP1GgB++uknHDp0CP369cPo0aNhYmKC+/fvo3bt2mjYsCG8vb3h4OCgtg8AKJVKjuEmIiKiHwqDbiIiylYLFy7EkiVLcOjQITg6OsLc3FwKpu/fv486deqgcePG8PDwQJkyZbRdXCIiIqL/hP3ziIgo27x//x5nzpzBwoULUadOHeTPnx8ApO7k5cqVw4ULF3DgwAFs3LhRy6UlIiIi+u/k2i4AERHlHSqVCrdv30bHjh0BQOo6rqOjg5SUFMTFxcHR0RGPHj2CnZ2dNotKRERElCXY0k1ERNlCCAEhBOzs7PD06VOkpaWprb9x4wYWLFiAmJgYlChRAnK5HAqFQkulJSIiIsoaDLqJiCjLqVQq6eeMwFkmk6FAgQLo1asXli5diq1btyIpKQkAkJCQgAULFiA6OhoFCxaU9pXL2SGLiIiIfmx8miEioiyVeVqwtWvX4tKlS1CpVKhfvz6GDh2KCRMm4P379xg5ciQOHDgAmUyG2NhYxMfH49q1a9L47sxZy4mIiIh+VMxeTkREGjF9+nT4+vpi0KBBiI6Oxq1bt1CvXj2sWLECMpkMe/bswbVr1/Dy5UuULl0a06dPl7qUs4WbiIiIcgsG3URElOX8/Pwwf/587NixA9WrV8eePXvQp08f2NjYoFGjRti8eTNkMplaqzjAebiJiIgo9+GYbiIiynJJSUno0qULqlevjgMHDmDYsGFYtGgRhg4digMHDmDs2LEQQqgF3AAYcBMREVGuw5ZuIiL6T741/vr58+cwMDBAq1at0Lt3b0ydOhVRUVFo0KABEhISMHnyZMyePVsLJSYiIiLKPhw0R0RE/1rm7uEJCQnQ0dGBsbExAMDOzg4hISGIi4tDp06dAHxqAa9fvz66deuGrl27aqvYRERERNmG3cuJiOhfywi458yZg/bt26N27drYvXs3UlJSAADm5ubQ1dWFn58fHjx4ICVL69atG3R0dKBUKrVZfCIiIiKNY9BNRET/iY+PD9avXw8XFxdUr14dPXv2xOLFixEfH49SpUrB1dUVW7duRZMmTRAbGyslURNCcAw3ERER5Xoc001ERP/I5xnH/fz8IJfL0adPHwDA+vXrMWLECMyaNQu//PIL0tPTER0djRcvXqBu3brQ1dXltGBERESUZ/CJh4iIvlvmjOO7du3Cy5cvcezYMfTu3VvaZtiwYQCAESNGQCaTYfz48XBwcICDgwOAT9OCMeAmIiKivIJPPURE9F0yZyl3d3fH4sWL4eTkhMuXL8PY2Bh169ZFqVKlAHwKvHV0dDBs2DAUK1YMgwYNko7DLuVERESUl3BMNxERfZeMgPvq1auIjIzE2bNncfHiRfj6+uLixYtYt24doqKipO2HDBmCwMBAuLm5aavIRERERFrHlm4iIvpuW7Zswc6dOyGEQLVq1QAA/fv3h0KhwC+//AIAGDVqFEqUKAEA6NChAwBwDDcRERHlWXwCIiKi7/bx40c8ePAAiYmJuH37NqpXrw4AGDx4MGQyGX799VfExcXh119/RZEiRaT9GHATERFRXsXu5URE9N0GDx4MLy8vFCxYEMuXL8fNmzeldYMGDcKUKVPw5s0b2NjYaLGURERERDkHpwwjIqLvkjmR2vbt27Fs2TJUqlQJEydOROXKlb/Y7vOpxYiIiIjyIgbdRET03T4PvL29vVGlShWMGDFC6mr++XZEREREeRkH2RERkeRbrdMZQbRMJpN+7tOnD2QyGWbMmAEHBwe1oJsBNxEREdEnbOkmIiIA6gF3aGgoXr9+DUtLS1SsWBEFChSAUqmU5tjO3JIdHByMZs2acf5tIiIioq9g0E1ERGqmT5+OwMBAyGQy2Nra4tWrVwgKCoK9vb3adp+3imcOyomIiIjoE2a4ISIiydq1a7F582b4+fnh/v37aNq0Ke7evauWpTzD593QGXATERERfYlBNxERAfjUcn39+nVMmDABtWvXxsGDB7Fw4UKsX78eHTp0QFJSEuLj47VdTCIiIqIfCoNuIqI8SqVSqX3W0dFBYmIi8ufPj8OHD6NPnz7w8vLCkCFDoFQq4e/vj127dkGpVGqpxEREREQ/HgbdRER5UObx2I8fP5aW29rawtvbG3379oWXlxdGjBgBAHj37h12796NuLg4diMnIiIi+geYSI2IKI/JHHD/+uuvOHz4MFasWIHatWsjNTUVDRo0QHR0NIKDg1G4cGGkpKRgyJAheP/+Pf744w/I5ZxtkoiIiOh7MegmIsqjZsyYAT8/P6xcuRI1atRAsWLFAADPnj1D69atkZaWhuTkZJQoUQJKpRJ//PEH9PT0mKWciIiI6B9g0E1ElAdduXIFPXv2hJ+fHxo0aIC0tDS8f/8e4eHhaNiwIUxMTBAUFISYmBgUK1YMTZo0ga6uLhQKBVu6iYiIiP4BPjkREeUBn8+p/ebNG3z8+BG1a9dGeHg4du3ahcDAQDx58gR169bF1q1b0a5dO7VjKJVKBtxERERE/xATqRER5QEZAff9+/cBAPXr10d6ejqqVq2KFi1aIC4uDnPnzkVERAQuXryIK1eufHEMdiknIiIi+ufYZEFElEccPHgQkyZNwvz58+Hq6orLly9j69atcHZ2RoMGDWBqaoqPHz/C2dkZenp62i4uERERUa7AMd1ERHnExYsX8fvvv+Px48eYOnUqunbtKq1LS0tDfHw8Bg4ciNevX+PSpUts2SYiIiLKAmzpJiLKhYQQkMlkasvq1KkDfX19LFu2DIsWLYIQAt26dYNCocD27duxYcMGAMCFCxegq6vLLOVEREREWYBjuomIcqGMgNvf3x8nT56Uljs7O2PChAkoV64cFixYgKCgIMjlclSpUgW9evXC+fPnoaenB4VCwYCbiIiIKAuwezkRUS4VFRWFfv36wdDQELNnz0bDhg2ldZcvX0avXr1gbGyMWbNmoUePHtI6tnATERERZR22dBMR5VIODg6YNWsWjI2NMW/ePJw7d05aV6tWLVSqVAkKhQKnTp1S248BNxEREVHW4ZhuIqJcKGNMd+vWraGjo4Ply5djwYIFkMlkaNiwIeLj42FhYYHZs2fD1dVV28UlIiIiyrXYvZyI6AcmhIBKpfpq63TmZGrBwcFYvXo17t69i3r16uHRo0dIS0vDxYsXoaOjA5VKJc3lTURERERZh0E3EdEPLDo6GjY2NgCAgIAAVKxYERUqVJDWZw68r1+/jiNHjuDcuXMoXrw4Vq1aBT09PQbcRERERBrEoJuI6Ad15coVNGrUCCEhIdi7dy/8/Pxw5coV2NnZqW33+fRhmROlKRQKyOUcaURERESkKXzSIiL6QVlZWaF///5o1qwZdHV1cffuXdjY2HzRcp054BZCSAG3EIIBNxEREZGGsT8hEdEPqmTJknBwcEBiYiJUKhWioqIAfAqyv9WJKXMAnvlnIiIiItIMBt1ERD+QjGBapVJBCIH27dvjxIkT6N27N9q1a4cTJ05AJpNBqVRquaREREREBLB7ORHRDyNzt/GEhAQolUo4OjrC0dERpUqVQmpqKlxdXbFnzx40bdoUALBy5Uq0bNkSZcqU0WbRiYiIiPIsJlIjIvoBZE6GNm/ePBw5cgTPnz9HxYoVMX78eLRo0QKvX7/GzJkzERAQgLlz5+Lo0aN49eoVbty48dUpxYiIiIhI8xh0ExH9QH799VesWLECv/32GywsLLBmzRqkpKRg+PDhGDx4MKKjo7FixQocPnwYpUuXRkBAAKcFIyIiItIiBt1ERD8AIQRevXoFFxcXTJ8+Hb169QIApKenY8iQIbh16xZ27NiB8uXLAwDev38Pc3NzyGQyTgtGREREpEVs9iAi+gHIZDLI5XIkJiZKLdZpaWnQ19eHn58f4uPjsWnTJgCfAnQLCwvIZDKoVCoG3ERERERaxKCbiCgHUqlUXywzNTWFoaEhjh8/DgAwMDDAx48fIZPJULNmTaSkpABQnwqMXcqJiIiItItPY0REOUzm8dcPHjxAbGwsPnz4AENDQ3h4eGDnzp2YOXMmAEBPTw9CCERFRcHS0lKbxSYiIiKir+CYbiKiHMrd3R179uxBamoq2rZti2HDhqFq1apYs2YNJkyYgPr168PGxgbPnz/HmzdvcOvWLXYlJyIiIsph2NJNRJRDZH4HeuDAAWzevBmLFy/GwIED8ejRI0ycOBHXr1/HyJEjERoaChsbG+jp6aF69epSwK1UKrX4GxARERHR59jSTUSUwwQFBeHUqVMoU6YMRowYAQA4cuQIVq9ejYSEBHh6eqJWrVpfTAPGLOVEREREOQ9buomIcpCbN29i9uzZ2Lx5MxQKhbS8TZs2GD16NMzMzPDTTz8hJCTkiyRpDLiJiIiIch4G3UREOUiVKlUwfvx42Nvbw8/PD5GRkdI6FxcXjB49Gqmpqdi1a5cWS0lERERE34vdy4mIcojM3cW3b9+OdevWwcbGBnPnzkWZMmWk7S5duoSaNWtyOjAiIiKiHwCDbiKiHCRz4O3n5wdfX18UKlQI8+fPR+nSpb+5LRERERHlTAy6iYhymMzB9JYtW+Dn5weZTAZfX1/Y2dlpuXRERERE9E8w6w4RUTbKHFALISCTyaR1SqUSurq60NHRkbZzc3NDUlIS7ty5g6JFi2qr2ERERET0L7Glm4gom2QOuH18fHDr1i2kp6ejbt266NOnjzTPtq6u7hfbZwTo7FJORERE9GNh0E1ElM2mTZuGjRs3onv37rh58yaSk5Nha2uLwMBA6OnpfbM1/POWcSIiIiLK+Rh0ExFpWObW64sXL6JXr17YunUrGjRoACEE9u3bBw8PD9jb28Pf31/aloiIiIh+fOyjSESkIYMGDcKFCxegq6sLpVIJAIiJiUFKSoqUiVwmk6Ft27YYMWIEHjx4gPv372uzyERERESUxRh0ExFpwF9//YVnz56ha9euCAsLk1qvbW1tYW5ujuvXr0vbGhoawsXFBX/++SciIiK0VWQiIiIi0gAG3UREGmBra4sVK1agQYMGaNu2LcLCwgAAdnZ2MDMzw+rVq3H79m1pe11dXZQrVw7m5uZaKjERERERaQLHdBMRZTGFQgG5/NOMjGfPnsWiRYtw+/ZtHDp0CNWqVcPdu3fRsmVLODo6okmTJqhYsSJWrlyJN2/eqLWKExEREdGPj0E3EZGGzJkzB6GhoUhJScGFCxdgbW2N/fv3o3bt2oiMjMSvv/6KGzduwMDAALa2tti3bx/09PTUEq8RERER0Y+NQTcRkQb4+Phg4sSJOHr0KEqXLo1r165h1apVCAsLw8GDB1GrVi0kJydDqVQiKSkJ1tbWkMlkaq3kRERERPTjY9BNRJTFhBCYOHEiYmJisGPHDmn5tWvXMH78eERFReHo0aOoXLmy2n6Z5+cmIiIiotyBT3dERFlMJpPByMgIN2/eRHJysrTcyckJXbp0QXR0NKpWrYp79+6p7ceAm4iIiCj34RMeEZEG1K9fH/r6+vD19cWHDx+k5aVKlYKrqysWLVqEMmXKaLGERERERJQd2L2ciOg/+la38KFDhyI8PBzdunVDjx49YGxsjOHDh8Pe3h4rVqwAACZNIyIiIsrlGHQTEf0Lp06dwsWLFzFz5kwA6oF35p/Hjx+Py5cvIywsDKVLl4auri5u3LgBuVwOIQRkMpnWfgciIiIi0jwG3URE/1BaWhrGjRuHixcvol+/fpg6dSoA9WA7cwv2X3/9hRs3bkBPTw/NmzeHrq4us5QTERER5REMuomI/oWXL1/C09MTly5dQufOnTF9+nQA327xzoxdyomIiIjyDgbdRET/0qtXrzB//nxcvXr1m4E3EREREeVtfCokIvqXChcuDHd3d9SoUQP79++Hh4cHgE9Tf6lUKi2XjoiIiIhyAgbdRET/weeBt6enJ4BPgTc7EhERERERu5cTEWWBV69eYcGCBQgPD0eTJk0wb948bReJiIiIiHIAtnQTEWWBwoUL4+eff0bJkiURExPDVm4iIiIiAsCWbiKiLPXu3TuYm5tL3cs5DzcRERFR3sagm4hIA5jBnIiIiIgABt1EREREREREGsNmGCIiIiIiIiINYdBNREREREREpCEMuomIiIiIiIg0hEE3ERERERERkYYw6CYiIiIiIiLSEAbdRERERERERBrCoJuIiCiXCwwMRKlSpaCrq4sJEyZouzg5UuPGjfndEBGRRjDoJiIi+gohBJo3b45WrVp9sW716tUwNzfHX3/9pYWS/XPDhw9Ht27d8Pz5c8ydO/er2xQvXhwymQz+/v5frKtQoQJkMhk2b96str23t/d3l6Fx48aQyWRf/BsxYsQ//XU0Yt++fd/8boiIiP4LBt1ERERfIZPJ4Ovri8uXL2PdunXS8sePH2PatGlYsWIFbG1ts/T//PjxY5YeDwASExMRExODVq1aoUiRIjA1Nf3mtnZ2dvD19VVbdunSJbx69QrGxsb/uSxDhw5FdHS02j9PT8//fNz/Ij09HQBgaWn5t98NERHRv8Wgm4iI6Bvs7OywfPlyTJkyBY8fP4YQAoMHD0bLli1RrVo1uLi4wMTEBNbW1ujXrx/evn0r7Xvs2DHUr18f5ubmsLKyQrt27fDo0SNp/ZMnTyCTyRAQEIBGjRrB0NAQ27dvx9OnT9G+fXtYWFjA2NgYFSpUwJEjR75Zxvfv38PNzQ0WFhYwMjKCi4sLHjx4AAA4e/asFEg2bdoUMpkMZ8+e/eax+vTpg3PnzuH58+fSsk2bNqFPnz6Qy+X/9muUGBkZoXDhwmr/zMzMAABbtmyBiYmJVHYAGDVqFMqVK4fk5GQAn1rX586di169esHY2BhFixbFqlWr1P6PuLg4DBkyBAULFoSZmRmaNm2KmzdvSuvnzJmDqlWrYsOGDShRogQMDQ0BfNm9PC0tDVOmTEHRokVhbGyMWrVqqX13mzdvhrm5OY4fPw5HR0eYmJigdevWiI6OVivPpk2bUKFCBRgYGMDGxgZjxoz57rISEVHuwKCbiIjob/Tv3x/NmjXDoEGDsHLlSty+fRvr1q1D06ZNUa1aNYSFheHYsWN4/fo1evToIe2XlJSESZMmISwsDKdOnYKOjg46d+4MlUqldvwZM2Zg/PjxuHfvHlq1aoXRo0cjLS0NISEhiIiIgIeHB0xMTL5ZvgEDBiAsLAwHDx7ExYsXIYRAmzZt8PHjR9StWxeRkZEAgL179yI6Ohp169b95rGsra3RqlUr+Pn5AQCSk5MREBCAQYMG/Zev8Lu4ubmhTZs26NOnDxQKBYKCgrBhwwZs374dRkZG0nZeXl6oUqUKrl+/Ln13J06ckNZ3794dMTExOHr0KMLDw+Hk5IRmzZrh3bt30jYPHz7E3r17sW/fPty4ceOr5RkzZgwuXrwIf39/3Lp1C927d0fr1q3VXgokJydj8eLF2Lp1K0JCQvDs2TNMmTJFWr9mzRqMHj0aw4YNQ0REBA4ePIhSpUr9o7ISEVEuIIiIiOhvvX79WhQoUEDo6OiI/fv3i7lz54qWLVuqbfP8+XMBQERGRn71GG/evBEAREREhBBCiMePHwsAwtvbW227SpUqiTlz5nxXuf78808BQISGhkrL3r59K/Llyyd27dolhBDi/fv3AoA4c+bM3x7L3t5eLFu2TAQGBoqSJUsKlUol/Pz8RLVq1YQQQuTPn1/4+vp+sf33atSokdDT0xPGxsZq/7Zt2yZt8+7dO2FraytGjhwprK2txfz5878oY+vWrdWWubq6ChcXFyGEEOfPnxdmZmYiNTVVbZuSJUuKdevWCSGEmD17ttDT0xMxMTFflG/8+PFCCCGePn0qdHV1xYsXL9S2adasmfjpp5+EEEL4+voKAOLhw4fS+lWrVglra2vpc5EiRYS7u/tXv4/vKSsREeUO/72vGBERUS5XqFAhDB8+HIGBgejUqRO2b9+OM2fOfLUF+tGjRyhTpgwePHiAX375BZcvX8bbt2+lFu5nz56hYsWK0vbVq1dX23/cuHEYOXIkgoOD0bx5c3Tt2hWVK1f+arnu3bsHuVyOWrVqScusrKxQtmxZ3Lt371/9rm3btsXw4cMREhKCTZs2ZWkrd58+feDu7q62zNraWvrZwsICGzduRKtWrVC3bl3MmDHji2PUqVPni88ZCd1u3ryJxMREWFlZqW2TkpKi1rXf3t4eBQsW/GY5IyIioFQqUaZMGbXlaWlpasc2MjJCyZIlpc82NjaIiYkBAMTExODly5do1qzZV/+P7y0rERH9+Bh0ExERfQe5XC6Na05MTET79u3h4eHxxXY2NjYAgPbt28Pe3h4+Pj4oUqQIVCoVKlasKCXuyvB5grIhQ4agVatWCAoKQnBwMBYuXIglS5Zg7NixGvrN1MnlcvTr1w+zZ8/G5cuXsX///iw7dv78+dW6V39NSEgIdHV1ER0djaSkpH+U3CwxMRE2NjZfHbdubm4u/fy/ksIlJiZCV1cX4eHh0NXVVVuX+UWLnp6e2jqZTAYhBAAgX758WVJWIiL68XFMNxER0T/k5OSEO3fuoHjx4ihVqpTaP2NjY8TGxiIyMhIzZ85Es2bN4OjoiPfv33/38e3s7DBixAjs27cPkydPho+Pz1e3c3R0hEKhwOXLl6VlGf93+fLl//XvN2jQIJw7dw4dO3aEhYXFvz7OP3XhwgV4eHjg0KFDMDExUUs6luHSpUtffHZ0dATwqV5evXoFuVz+Rb0UKFDgu8tRrVo1KJVKxMTEfHGcwoULf9cxTE1NUbx4cZw6deqr67OqrERElPOxpZuIiOgfGj16NHx8fNCrVy9MmzYNlpaWePjwIfz9/bFhwwZYWFjAysoK69evh42NDZ49e/bVrtJfM2HCBLi4uKBMmTJ4//49zpw5IwWVnytdujQ6duyIoUOHYt26dTA1NcWMGTNQtGhRdOzY8V//fo6Ojnj79q1aArOvefHixReJyOzt7b8ZqCcnJ+PVq1dqywwMDGBhYYGEhAT069cP48aNg4uLC2xtbVGjRg20b98e3bp1k7YPDQ2Fp6cnOnXqhBMnTmD37t0ICgoCADRv3hx16tRBp06d4OnpiTJlyuDly5cICgpC586dv+jK/y1lypRBnz594ObmhiVLlqBatWp48+YNTp06hcqVK6Nt27bfdZw5c+ZgxIgRKFSoEFxcXJCQkIDQ0FCMHTs2y8pKREQ5H1u6iYiI/qEiRYogNDQUSqUSLVu2RKVKlTBhwgSYm5tDR0cHOjo68Pf3R3h4OCpWrIiJEyfCy8vru46tVCoxevRoODo6onXr1ihTpgxWr179ze19fX3h7OyMdu3aoU6dOhBC4MiRI190ff6nrKys/mcX6cWLF6NatWpq/zIC4K/x8fGBjY2N2r9evXoBAMaPHw9jY2MsWLAAAFCpUiUsWLAAw4cPx4sXL6RjTJ48GWFhYahWrRrmzZuHpUuXolWrVgA+de8+cuQIGjZsiIEDB6JMmTLo2bMnnj59qjZ2/Hv4+vrCzc0NkydPRtmyZdGpUydcvXoVxYoV++5j9O/fH97e3li9ejUqVKiAdu3aSdnPs7KsRESUs8lExuAjIiIiohysePHimDBhgtp82kRERDkdW7qJiIiIiIiINIRBNxEREREREZGGsHs5ERERERERkYawpZuIiIiIiIhIQxh0ExEREREREWkIg24iIiIiIiIiDWHQTURERERERKQhDLqJiIiIiIiINIRBNxEREREREZGGMOgmIiIiIiIi0hAG3UREREREREQawqCbiIiIiIiISEP+HyQWZUKKXTi0AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# C – Experience vs Salary\n", + "# Compensation dataset including ML experience\n", + "data_compensation = df[['latest_job_role', 'yearly_earnings', 'years_of_experience']].copy()\n", + "\n", + "# Drop NA\n", + "data_compensation.dropna(inplace=True)\n", + "\n", + "# Extract salary as integer (fix from earlier)\n", + "def get_first_number(x):\n", + " x = x.split('-')[0]\n", + " x = x.replace(',', '').replace('>', '').replace('$', '').strip()\n", + " return int(x)\n", + "\n", + "data_compensation['Salary'] = data_compensation['yearly_earnings'].apply(get_first_number)\n", + "\n", + "# Filter to 3 job types\n", + "data_compensation = data_compensation[\n", + " data_compensation['latest_job_role'].isin(\n", + " ['Data Scientist', 'Data Analyst', 'Data Engineer']\n", + " )\n", + "]\n", + "# C – Experience vs Salary\n", + "\n", + "df_exp = data_compensation.dropna(subset=['Salary', 'years_of_experience'])\n", + "\n", + "plt.figure(figsize=(10,6))\n", + "plt.scatter(df_exp['years_of_experience'], df_exp['Salary'], alpha=0.6)\n", + "plt.title(\"Years of ML Experience vs Salary\")\n", + "plt.xlabel(\"Years of ML Experience\")\n", + "plt.ylabel(\"Yearly Salary (USD)\")\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "plt.show()\n", + "\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['id', 'age_range', 'gender', 'county_residence', 'highest_education', 'latest_job_role', 'years_of_programming', 'programming_language_recommended', 'computing_platforms', 'times_tpu_used', 'years_of_experience', 'size_of_company', 'number_of_data_scientists', 'employer_incorporate_ml', 'yearly_earnings', 'money_spend_on_cloud', 'most_used_data_products', 'most_used_bi_tool', 'primary_tool_data_analysis']\n" + ] + } + ], + "source": [ + "print(df.columns.tolist())\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Stakeholders see clearly here:\n", + "\n", + "Significant jump between 0–3 years\n", + "\n", + "Lower slope from ~5 years\n", + "\n", + "Wide dispersion (depending on role and region)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "3.11.3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/kaggle_survey.csv b/kaggle_survey.csv new file mode 100644 index 0000000..599a1c1 --- /dev/null +++ b/kaggle_survey.csv @@ -0,0 +1,20037 @@ +id,age_range,gender,county_residence,highest_education,latest_job_role,years_of_programming,programming_language_recommended,computing_platforms,times_tpu_used,years_of_experience,size_of_company,number_of_data_scientists,employer_incorporate_ml,yearly_earnings,money_spend_on_cloud,most_used_data_products,most_used_bi_tool,primary_tool_data_analysis +7232,35-39,Man,Colombia,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7233,30-34,Man,United States of America,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7234,35-39,Man,Argentina,Bachelor’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7235,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7236,30-34,Man,Japan,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +7237,30-34,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +7238,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7239,25-29,Woman,China,Master’s degree,Student,< 1 years,R,None,2-5 times,1-2 years,,,,,,,, +7240,35-39,Man,Germany,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7241,22-24,Man,China,No formal education past high school,Student,< 1 years,Python,,,,,,,,,,, +7242,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7243,35-39,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7244,22-24,Man,Indonesia,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7245,30-34,Man,Canada,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7246,30-34,Man,Switzerland,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7247,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7248,25-29,Woman,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7249,22-24,Man,Singapore,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7250,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +7251,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7252,22-24,Woman,India,Doctoral degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7253,30-34,Man,Russia,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,"$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7254,55-59,Woman,Canada,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7255,35-39,Man,South Africa,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,I do not know,"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7256,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,0,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7257,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7258,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7259,18-21,Man,Egypt,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7260,30-34,Man,Netherlands,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,PostgresSQL ,,Other +7261,25-29,Man,Russia,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7323,18-21,Woman,Mexico,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +18868,55-59,Man,China,,,,,,,,,,,,,,, +7262,35-39,Woman,Pakistan,Master’s degree,Data Analyst,5-10 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",PostgresSQL ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +7263,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7264,30-34,Man,Other,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7265,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +7266,50-54,Woman,United States of America,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,, +7267,35-39,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +7268,22-24,Man,Nepal,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7269,22-24,Man,Indonesia,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7270,25-29,Man,South Korea,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7271,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7272,30-34,Man,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7273,25-29,Man,Indonesia,Doctoral degree,Data Analyst,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7274,35-39,Man,India,Master’s degree,Other,10-20 years,Java,A personal computer or laptop,Never,4-5 years,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +7275,25-29,Man,Poland,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7276,25-29,Woman,Belarus,Master’s degree,Machine Learning Engineer,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,, +7277,25-29,Man,India,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7278,18-21,Man,India,Professional degree,,,,,,,,,,,,,, +7279,22-24,Man,Other,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7280,25-29,Woman,Tunisia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,,,,,, +7281,30-34,Man,Ukraine,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +7282,30-34,Woman,Belgium,Master’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +7283,35-39,Man,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7284,25-29,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,Other,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7285,40-44,Man,Germany,Doctoral degree,,,,,,,,,,,,,, +7286,18-21,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +7287,35-39,Man,Saudi Arabia,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,No (we do not use ML methods),"40,000-49,999",$1-$99,,, +7288,35-39,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7289,25-29,Woman,Brazil,Master’s degree,Student,1-2 years,C++,A personal computer or laptop,,,,,,,,,, +7290,35-39,Man,United States of America,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7291,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7388,25-29,Woman,Egypt,I prefer not to answer,Machine Learning Engineer,,,,,,,,,,,,, +7292,18-21,Woman,Indonesia,Bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7293,30-34,Woman,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7294,35-39,Man,Nigeria,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7295,18-21,Prefer to self-describe,India,Bachelor’s degree,Student,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7296,35-39,Man,Germany,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7297,25-29,Man,China,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7298,25-29,Woman,China,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7299,50-54,Woman,Italy,Doctoral degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +7300,40-44,Man,India,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,PostgresSQL ,Tableau, +7301,22-24,Woman,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +7302,40-44,Man,United States of America,Master’s degree,Machine Learning Engineer,20+ years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +7303,25-29,Man,Taiwan,Master’s degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,Other +7304,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7305,25-29,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7306,60-69,Man,Other,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7307,45-49,Man,Spain,Master’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,,,,,, +7308,30-34,Prefer not to say,Singapore,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +7309,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7310,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7311,30-34,Man,United States of America,Master’s degree,Other,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),,,,, +7312,40-44,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7313,22-24,Man,Other,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7314,35-39,Woman,Other,Doctoral degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7315,30-34,Man,United Arab Emirates,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7316,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +7317,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +7318,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7319,40-44,Woman,Spain,Master’s degree,Other,< 1 years,Python,Other,Once,Under 1 year,0-49 employees,1-2,I do not know,,,,, +7320,18-21,Man,India,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7321,55-59,Man,Colombia,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7322,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7324,35-39,Man,Canada,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7325,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +7326,18-21,Man,India,I prefer not to answer,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,, +7327,18-21,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7328,35-39,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7329,30-34,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7330,25-29,Woman,Other,Doctoral degree,,,,,,,,,,,,,, +7331,18-21,Woman,Nigeria,Master’s degree,Student,I have never written code,,,,,,,,,,,, +7332,22-24,Man,Viet Nam,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7333,22-24,Woman,Poland,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +7334,18-21,Woman,Thailand,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7335,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",MySQL ,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7336,22-24,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,5-9,I do not know,"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7337,25-29,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,Google Cloud Firestore ,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7338,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7339,30-34,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7340,40-44,Woman,France,No formal education past high school,Currently not employed,3-5 years,Other,,,,,,,,,,, +7341,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,Other +7342,22-24,Man,Brazil,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7343,50-54,Man,Argentina,Doctoral degree,,,,,,,,,,,,,, +7344,18-21,Man,Colombia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +7345,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,I do not know,"7,500-9,999",$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +7346,25-29,Woman,Egypt,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,,,, +7347,30-34,Man,United States of America,Doctoral degree,Student,1-2 years,MATLAB,A personal computer or laptop,,,,,,,,,, +7348,18-21,Man,Viet Nam,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7349,22-24,Man,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7350,35-39,Woman,Other,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +7351,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7352,18-21,Woman,Ghana,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7353,35-39,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,0,I do not know,"15,000-19,999",$0 ($USD),,, +7354,50-54,Man,Japan,Master’s degree,,,,,,,,,,,,,, +7355,45-49,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7356,55-59,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +7357,25-29,Man,Poland,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7358,25-29,Man,Ghana,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7359,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7360,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7361,18-21,Man,Ireland,No formal education past high school,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7362,40-44,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7363,35-39,Woman,India,,,,,,,,,,,,,,, +7364,35-39,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",,,, +7365,25-29,Man,Ghana,Bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7366,25-29,Man,Netherlands,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +7367,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7368,35-39,Man,Canada,Master’s degree,Data Scientist,5-10 years,Other,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +7369,35-39,Man,Nigeria,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7370,25-29,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,I do not know,"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7371,35-39,Woman,Other,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,No (we do not use ML methods),"30,000-39,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7372,25-29,Woman,Philippines,Bachelor’s degree,Data Analyst,< 1 years,SQL,,,,,,,,,,, +7373,25-29,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7374,18-21,Man,Nigeria,I prefer not to answer,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7375,55-59,Man,France,I prefer not to answer,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7376,22-24,Man,France,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7377,30-34,Man,China,Bachelor’s degree,Business Analyst,,,,,,,,,,,,, +7378,30-34,Man,Netherlands,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$10,000-$99,999",MongoDB ,, +7379,40-44,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7380,25-29,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +7381,45-49,Man,Spain,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7382,45-49,Man,India,Master’s degree,,,,,,,,,,,,,, +7383,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7384,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7385,30-34,Man,Belgium,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7386,35-39,Man,Other,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +7387,25-29,Woman,Germany,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +7389,25-29,Woman,Saudi Arabia,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,5-9,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7390,22-24,Man,Russia,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,,, +7391,40-44,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7392,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Microsoft Access ,,"Advanced statistical software (SPSS, SAS, etc.)" +7393,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +7394,18-21,Man,Turkey,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7395,30-34,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7396,30-34,Man,Italy,Professional degree,Research Scientist,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7397,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7398,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),,,,, +7399,40-44,Man,Spain,Some college/university study without earning a bachelor’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Oracle Database ,TIBCO Spotfire,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7400,22-24,Woman,Spain,Doctoral degree,Data Scientist,1-2 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,,,,, +7401,55-59,Man,India,No formal education past high school,Currently not employed,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7402,25-29,Man,India,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7403,22-24,Woman,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),,, +7404,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +7405,50-54,Man,Spain,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,20 or more years,"1000-9,999 employees",20+,I do not know,"70,000-79,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +7406,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7407,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7408,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7409,45-49,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7410,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7411,30-34,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7412,30-34,Woman,Italy,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7413,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7414,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7415,30-34,Woman,Spain,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7416,30-34,Man,Germany,Bachelor’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7450,22-24,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,,,,,, +7417,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7418,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7419,40-44,Woman,United States of America,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7420,18-21,Man,India,No formal education past high school,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7421,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +7422,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +7423,22-24,Woman,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7424,18-21,Man,Peru,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7425,40-44,Man,Other,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Amazon Redshift ,,Other +7426,22-24,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Javascript,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7427,30-34,Man,Egypt,Bachelor’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7428,30-34,Woman,Germany,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7429,30-34,Man,Other,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7430,25-29,Woman,Tunisia,Professional degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,, +7431,22-24,Woman,Romania,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7432,30-34,Woman,India,Master’s degree,Data Scientist,,,,,,,,,,,,, +7433,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7434,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7435,30-34,Man,Russia,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7436,18-21,Man,United States of America,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7437,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7438,18-21,Man,India,Bachelor’s degree,Statistician,1-2 years,Python,None,,,,,,,,,, +7439,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7440,40-44,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7441,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +7442,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7443,35-39,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7444,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,Other,Never,3-4 years,,,,,,,, +7445,30-34,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,,,,,,, +7446,40-44,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,No (we do not use ML methods),"300,000-500,000",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7447,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +7448,40-44,Woman,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +7449,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +7451,22-24,Woman,Indonesia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +7452,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +7453,22-24,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7454,35-39,Man,Germany,Bachelor’s degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +7455,18-21,Woman,Taiwan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7456,25-29,Man,Colombia,Professional degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7457,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7458,22-24,Woman,Nepal,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +7459,50-54,Man,Italy,No formal education past high school,Currently not employed,10-20 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7460,22-24,Man,Other,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7461,18-21,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +7462,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7463,60-69,Man,Japan,Master’s degree,Product/Project Manager,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7464,25-29,Woman,United States of America,Master’s degree,Student,< 1 years,SQL,,,,,,,,,,, +7465,35-39,Man,Republic of Korea,Professional degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7466,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7467,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,,,,,,,,,,,,, +7468,22-24,Man,India,Bachelor’s degree,Data Engineer,10-20 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,No (we do not use ML methods),"10,000-14,999",$100-$999,PostgresSQL ,,Other +7469,25-29,Man,Australia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7470,30-34,Man,United States of America,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +7471,30-34,Man,Chile,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,, +7472,50-54,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +7473,25-29,Woman,Saudi Arabia,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +7474,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7475,40-44,Woman,United States of America,Master’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7476,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7477,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7478,18-21,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7479,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7480,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,,,,,,,,,,,,, +7481,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,Other +7482,22-24,Woman,India,Doctoral degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +7483,22-24,Man,Canada,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7484,18-21,Man,India,Bachelor’s degree,Student,,,,,,,,,,,,, +7485,50-54,Man,Japan,Master’s degree,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7486,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +7487,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7488,22-24,Man,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +7489,40-44,Man,Other,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7490,18-21,Man,Brazil,Bachelor’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,PostgresSQL ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7491,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7492,35-39,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +7493,22-24,Man,Kenya,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7494,55-59,Woman,Brazil,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7495,25-29,Man,India,Master’s degree,Student,< 1 years,C,A personal computer or laptop,2-5 times,,,,,,,,, +7496,22-24,Man,Italy,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7497,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7498,22-24,Man,Spain,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7499,40-44,Man,United States of America,Master’s degree,Statistician,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",SQLite ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +7500,25-29,Woman,Japan,Master’s degree,Research Scientist,1-2 years,C,A personal computer or laptop,Once,,,,,,,,, +7501,22-24,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +7502,22-24,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7503,45-49,Man,Other,Professional degree,Software Engineer,10-20 years,Javascript,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7504,18-21,Woman,Turkey,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7505,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7506,55-59,Man,Germany,Doctoral degree,Business Analyst,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",Microsoft Access ,, +7507,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7508,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7509,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7510,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7511,60-69,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7512,40-44,Man,Turkey,I prefer not to answer,Other,I have never written code,,,,,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,, +7513,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7514,22-24,Man,Japan,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +7515,18-21,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +7516,25-29,Man,India,Master’s degree,Other,5-10 years,C++,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7517,40-44,Man,South Korea,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +7518,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +7519,50-54,Man,Other,Doctoral degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",15-19,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +7520,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +7521,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7522,30-34,Man,Mexico,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7523,22-24,Man,China,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7524,22-24,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7525,25-29,Man,Ireland,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,,TIBCO Spotfire,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7526,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +7527,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7528,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7529,25-29,Woman,Germany,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7530,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +7531,25-29,Man,Taiwan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7532,45-49,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,20+ years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$10,000-$99,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7533,35-39,Man,Spain,Master’s degree,Data Engineer,5-10 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7534,30-34,Man,Sweden,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7535,35-39,Man,Spain,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7536,50-54,Man,Nigeria,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7537,22-24,Man,India,,,,,,,,,,,,,,, +7538,40-44,Man,Poland,Doctoral degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7539,30-34,Woman,Germany,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +7540,35-39,Woman,Poland,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7541,25-29,Woman,Tunisia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7542,55-59,Man,Netherlands,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +7543,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,,,,,,,,,,, +7544,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7545,60-69,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7546,22-24,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7547,45-49,Man,Canada,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,0,I do not know,"100,000-124,999",$0 ($USD),,, +18569,45-49,Man,Indonesia,Bachelor’s degree,Currently not employed,,,,,,,,,,,,, +7548,55-59,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7549,55-59,Man,France,Doctoral degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7550,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Javascript,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7551,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7552,25-29,Man,Bangladesh,,,,,,,,,,,,,,, +7553,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,250-999 employees,3-4,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7554,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7555,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7556,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7557,18-21,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7558,22-24,Man,Other,Bachelor’s degree,Software Engineer,,,,,,,,,,,,, +7559,35-39,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,, +7560,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +7561,40-44,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7562,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +7563,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +7564,35-39,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",,Tableau,Other +7565,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7566,30-34,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +7567,30-34,Man,Bangladesh,Master’s degree,Other,3-5 years,,,,,,,,,,,, +7568,18-21,Man,Ghana,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7569,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +7570,22-24,Man,Greece,Some college/university study without earning a bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,Other +7571,35-39,Man,Tunisia,Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7572,22-24,Man,Other,I prefer not to answer,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +7573,35-39,Man,Other,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7574,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +7575,30-34,Man,Indonesia,Bachelor’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7576,50-54,Man,Taiwan,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,Microsoft SQL Server ,, +7577,22-24,Man,India,Doctoral degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7578,35-39,Man,Australia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"150,000-199,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7579,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7580,40-44,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7581,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7612,45-49,Man,Saudi Arabia,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +7582,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7583,30-34,Man,Russia,No formal education past high school,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +7584,35-39,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7585,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7586,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7587,40-44,Man,Taiwan,Master’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7588,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,, +7589,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7590,30-34,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +7591,30-34,Man,Mexico,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7592,40-44,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +7593,30-34,Man,Other,Master’s degree,Other,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,250-999 employees,0,No (we do not use ML methods),,,,, +7594,55-59,Man,Italy,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7595,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7596,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000","$10,000-$99,999",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7597,25-29,Man,Republic of Korea,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +7598,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +7599,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7600,22-24,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7601,22-24,Man,India,Bachelor’s degree,Data Engineer,I have never written code,,,,,50-249 employees,1-2,I do not know,"5,000-7,499",$0 ($USD),,, +7602,35-39,Man,Republic of Korea,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7603,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7604,25-29,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,,,,,, +7605,18-21,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7606,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +7607,25-29,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7608,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7609,45-49,Man,United States of America,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,20 or more years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7610,25-29,Man,Germany,Master’s degree,Currently not employed,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7611,30-34,Man,Bangladesh,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7613,40-44,Man,United Arab Emirates,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,,, +7614,40-44,Woman,Chile,Master’s degree,Machine Learning Engineer,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7615,25-29,Woman,United States of America,Master’s degree,Currently not employed,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +7616,30-34,Woman,Turkey,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7617,25-29,Man,Thailand,I prefer not to answer,,,,,,,,,,,,,, +7618,25-29,Man,Australia,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",PostgresSQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +7619,50-54,Man,United States of America,Doctoral degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +7620,40-44,Man,United States of America,Master’s degree,Product/Project Manager,,,,,,,,,,,,, +7621,25-29,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"80,000-89,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7622,40-44,Woman,Malaysia,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7623,18-21,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +7624,55-59,Man,Germany,Some college/university study without earning a bachelor’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),,,,, +7625,40-44,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +7626,40-44,Man,India,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",Snowflake ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7627,45-49,Man,Colombia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7628,25-29,Man,China,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +7629,25-29,Man,Colombia,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7630,35-39,Man,Greece,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7631,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7632,50-54,Man,Japan,Bachelor’s degree,Machine Learning Engineer,20+ years,Javascript,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7633,18-21,Woman,Turkey,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +7634,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,None,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7635,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +7636,25-29,Man,Thailand,,,,,,,,,,,,,,, +7637,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,,,,,,,,,, +7638,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7639,30-34,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7640,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +7641,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7642,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +7643,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7644,25-29,Man,Japan,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,Other +7645,18-21,Woman,India,Master’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7646,25-29,Man,United States of America,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7647,45-49,Man,Ukraine,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"40,000-49,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7648,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +7649,35-39,Man,Turkey,Master’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7650,22-24,Man,China,,,,,,,,,,,,,,, +7651,40-44,Man,India,Professional degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7652,25-29,Man,Other,Master’s degree,,,,,,,,,,,,,, +7653,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +7654,18-21,Man,Belarus,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7655,25-29,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7656,35-39,Man,Netherlands,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,, +7657,25-29,Woman,Philippines,Master’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",,, +7658,18-21,Man,Morocco,,,,,,,,,,,,,,, +7659,30-34,Man,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7660,25-29,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +7661,22-24,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7662,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +7663,55-59,Man,Australia,Bachelor’s degree,Statistician,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +7664,30-34,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7665,22-24,Man,Spain,,,,,,,,,,,,,,, +7666,22-24,Woman,Nepal,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7667,45-49,Woman,Other,Master’s degree,Data Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7668,35-39,Nonbinary,United States of America,Master’s degree,Data Scientist,10-20 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7669,30-34,Man,Ukraine,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7670,22-24,Man,Morocco,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,, +7671,22-24,Man,Brazil,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7672,55-59,Man,India,No formal education past high school,Business Analyst,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,Other +7673,25-29,Woman,India,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7674,50-54,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7675,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7676,45-49,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7677,50-54,Man,Taiwan,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",MySQL ,, +7678,45-49,Man,Ukraine,Professional degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7679,18-21,Man,Kenya,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7680,50-54,Man,Italy,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7681,35-39,Woman,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7682,35-39,Man,South Africa,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7683,30-34,Man,Poland,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +7684,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7685,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7686,60-69,Man,Canada,Professional degree,Business Analyst,20+ years,Julia,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",IBM Db2 ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7687,22-24,Man,Indonesia,Bachelor’s degree,Software Engineer,1-2 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Google Cloud BigQuery ,,"Advanced statistical software (SPSS, SAS, etc.)" +7688,45-49,Man,Russia,I prefer not to answer,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7689,22-24,Woman,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",10-14,No (we do not use ML methods),"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7690,30-34,Man,Other,I prefer not to answer,Data Scientist,5-10 years,Python,,,,,,,,,,, +7691,25-29,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7692,25-29,Woman,Nigeria,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7693,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,Tableau, +7694,60-69,Man,India,Bachelor’s degree,Currently not employed,< 1 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7695,60-69,Man,Canada,Master’s degree,Other,20+ years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7696,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7697,40-44,Man,Other,Master’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7698,22-24,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7699,22-24,Man,Peru,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +7700,18-21,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +7701,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7702,22-24,Woman,South Korea,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7703,35-39,Man,United States of America,Master’s degree,Student,1-2 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7704,30-34,Man,Turkey,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Microsoft Access ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7705,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",Amazon Redshift ,, +7706,50-54,Man,United States of America,Bachelor’s degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7707,45-49,Man,Italy,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7708,25-29,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +7709,45-49,Woman,Egypt,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,, +7710,30-34,Man,Germany,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7711,22-24,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +7712,25-29,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7713,45-49,Woman,Japan,I prefer not to answer,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7714,45-49,Prefer not to say,India,Bachelor’s degree,Product/Project Manager,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7715,40-44,Man,Colombia,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7716,35-39,Man,Italy,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7717,25-29,Man,Colombia,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"5,000-7,499",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7718,22-24,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7719,30-34,Woman,United States of America,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",IBM Db2 ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +7720,45-49,Man,Germany,Some college/university study without earning a bachelor’s degree,Data Scientist,20+ years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,0-49 employees,1-2,I do not know,"90,000-99,999","$100,000 or more ($USD)",,,Other +7721,22-24,Man,India,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,250-999 employees,3-4,I do not know,"70,000-79,999",$100-$999,MongoDB ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +7722,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7723,35-39,Man,Turkey,Doctoral degree,Product/Project Manager,5-10 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7724,25-29,Woman,Japan,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +7725,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +7726,30-34,Man,Japan,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +7727,25-29,Woman,Spain,Master’s degree,Data Analyst,I have never written code,,,,,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7728,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,None,Never,Under 1 year,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7729,45-49,Man,Colombia,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7730,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7936,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,R,,,,,,,,,,, +7731,45-49,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +7732,22-24,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7733,25-29,Man,Brazil,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7734,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +7735,25-29,Man,United States of America,I prefer not to answer,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",15-19,,,,,, +7736,22-24,Man,Poland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",PostgresSQL ,,Other +7737,22-24,Man,Indonesia,Bachelor’s degree,DBA/Database Engineer,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,, +7738,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7739,22-24,Man,Mexico,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7740,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7741,18-21,Man,France,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,0,No (we do not use ML methods),,,,, +7742,18-21,Man,Brazil,,,,,,,,,,,,,,, +7743,40-44,Man,Mexico,Doctoral degree,Business Analyst,10-20 years,Python,Other,Never,1-2 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",MySQL ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +7744,40-44,Woman,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7745,30-34,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7746,45-49,Man,Portugal,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7747,50-54,Man,United States of America,Master’s degree,Software Engineer,10-20 years,MATLAB,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7748,25-29,Man,Japan,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",,,, +7749,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7750,22-24,Man,Nepal,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,I do not know,"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7751,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7752,30-34,Man,India,Doctoral degree,Research Scientist,5-10 years,MATLAB,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,I do not know,$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +7753,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7754,25-29,Man,Saudi Arabia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7755,30-34,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7756,22-24,Man,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +7757,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7758,50-54,Man,Italy,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,, +7759,30-34,Woman,Singapore,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +7760,35-39,Man,Mexico,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7761,40-44,Man,France,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",0,I do not know,"60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,Other +7762,30-34,Man,Colombia,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7763,55-59,Man,Italy,Professional degree,Product/Project Manager,10-20 years,R,Other,2-5 times,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7764,18-21,Man,Viet Nam,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +7765,60-69,Man,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",Oracle Database ,,Other +7766,45-49,Man,Japan,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"100,000-124,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7767,35-39,Woman,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7768,35-39,Man,Belarus,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",10-14,I do not know,"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7769,35-39,Man,United States of America,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),Snowflake ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7770,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7771,40-44,Man,Saudi Arabia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7772,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +7773,50-54,Man,United States of America,Master’s degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7774,30-34,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7775,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7776,35-39,Woman,Netherlands,Master’s degree,Other,5-10 years,None,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,, +7777,35-39,Woman,Netherlands,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7778,30-34,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7779,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +7780,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7781,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +7782,45-49,Man,India,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +7783,22-24,Man,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7784,30-34,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +7785,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +7786,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7787,60-69,Man,Japan,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7788,30-34,Man,South Korea,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7789,70+,Woman,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7790,18-21,Man,Germany,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7791,30-34,Man,Japan,Some college/university study without earning a bachelor’s degree,Business Analyst,3-5 years,C++,,,,,,,,,,, +7792,25-29,Woman,Other,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7793,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7794,35-39,Woman,Tunisia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7795,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7796,25-29,Man,Other,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",20+,No (we do not use ML methods),"4,000-4,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7797,30-34,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7798,60-69,Man,Philippines,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7799,22-24,Woman,India,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7800,25-29,Man,Mexico,Master’s degree,Other,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7801,22-24,Man,Morocco,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,Other +7802,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7803,22-24,Woman,India,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7804,45-49,Man,Canada,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7805,35-39,Man,Brazil,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +7806,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7807,35-39,Man,Portugal,Doctoral degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7808,18-21,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,,,,,, +7809,35-39,Woman,Portugal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7810,18-21,Man,Other,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7811,40-44,Man,Philippines,Master’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7812,45-49,Woman,Poland,Master’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7813,45-49,Man,India,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,,Other +7814,40-44,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7815,35-39,Man,Greece,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,, +7816,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"90,000-99,999",$100-$999,,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7817,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),,,,, +7818,40-44,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7819,70+,Man,Other,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"25,000-29,999",$0 ($USD),Microsoft Access ,,"Advanced statistical software (SPSS, SAS, etc.)" +7937,30-34,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,,,,,,,, +7820,35-39,Man,Brazil,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7821,25-29,Man,Greece,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7822,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,I do not know,"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7823,22-24,Man,Portugal,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7824,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7825,25-29,Man,China,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7826,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7827,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7828,50-54,Man,Brazil,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7829,25-29,Man,India,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7830,30-34,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7831,35-39,Man,Nigeria,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +7832,40-44,Prefer not to say,Chile,Doctoral degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7833,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7834,55-59,Man,Sweden,Some college/university study without earning a bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7835,40-44,Man,France,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7836,30-34,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7837,22-24,Man,Taiwan,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",,,, +7838,35-39,Man,Switzerland,Doctoral degree,Research Scientist,20+ years,Python,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7839,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7840,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7841,18-21,Woman,India,Bachelor’s degree,Student,,,,,,,,,,,,, +7842,25-29,Woman,India,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7843,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7844,18-21,Woman,India,I prefer not to answer,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +7845,40-44,Woman,Philippines,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,2-5 times,10-20 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +7846,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7847,25-29,Man,Pakistan,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10951,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7848,30-34,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +7849,45-49,Man,Philippines,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$100,000 or more ($USD)",,, +7850,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,2-3 years,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,, +7851,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7852,35-39,Man,Other,,,,,,,,,,,,,,, +7853,45-49,Man,Egypt,Professional degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +7854,30-34,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7855,18-21,Man,India,Bachelor’s degree,Student,1-2 years,None,None,Never,,,,,,,,, +7856,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MongoDB ,, +7857,25-29,Man,Other,Master’s degree,Data Analyst,1-2 years,R,,,,,,,,,,, +7858,45-49,Man,Singapore,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7859,30-34,Man,Mexico,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7860,25-29,Woman,India,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +7861,25-29,Woman,India,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7862,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7863,25-29,Woman,Egypt,Professional degree,Software Engineer,3-5 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +7864,30-34,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"250,000-299,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7865,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7866,18-21,Prefer not to say,United States of America,Some college/university study without earning a bachelor’s degree,Research Scientist,1-2 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,I do not know,"1,000-1,999",$0 ($USD),,, +7867,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7868,40-44,Man,Japan,Doctoral degree,Product/Project Manager,20+ years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7869,45-49,Man,Egypt,Doctoral degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7870,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,C++,,,,,,,,,,, +7871,45-49,Man,South Africa,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"60,000-69,999",$0 ($USD),,, +7872,22-24,Man,China,I prefer not to answer,Student,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +7873,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7874,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7875,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +7876,22-24,Man,Japan,,,,,,,,,,,,,,, +7877,40-44,Man,Turkey,Professional degree,Data Engineer,10-20 years,C,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +7878,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7938,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7879,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Amazon Athena ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7880,25-29,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"4,000-4,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7881,30-34,Man,Belarus,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7882,22-24,Man,India,Master’s degree,Student,< 1 years,C++,None,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7883,50-54,Man,Other,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +7884,25-29,Man,Ukraine,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7885,40-44,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$100,000 or more ($USD)",,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7886,50-54,Woman,Poland,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +7887,50-54,Man,Japan,Doctoral degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7888,50-54,Man,Spain,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7889,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7890,25-29,Man,Egypt,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7891,25-29,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7892,25-29,Man,Canada,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7893,40-44,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,, +7894,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7895,22-24,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,,,,,,,,,,,, +7896,40-44,Woman,United States of America,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),,,,, +7897,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,Python,Other,Never,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +7898,45-49,Man,Spain,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7899,35-39,Woman,United States of America,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7900,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7901,30-34,Woman,Japan,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7902,18-21,Man,India,Professional degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7903,25-29,Man,Ireland,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7904,25-29,Man,Turkey,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +7905,22-24,Man,Spain,No formal education past high school,Software Engineer,3-5 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"15,000-19,999",$0 ($USD),,,Other +20273,25-29,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +7906,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7907,30-34,Man,Netherlands,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,Microsoft SQL Server ,,Other +7908,22-24,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +7909,60-69,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,I do not know,"80,000-89,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +7910,18-21,Man,Germany,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7911,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7912,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7913,25-29,Prefer to self-describe,Netherlands,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7914,25-29,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +7915,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,, +7916,25-29,Man,Egypt,Bachelor’s degree,Other,1-2 years,C++,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,No (we do not use ML methods),"5,000-7,499",$1-$99,Oracle Database ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7917,22-24,Man,Thailand,Some college/university study without earning a bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7918,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7919,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7920,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7921,40-44,Man,Japan,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +7922,40-44,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +7923,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7924,35-39,Woman,Argentina,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7925,35-39,Man,Brazil,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$100,000 or more ($USD)",IBM Db2 ,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +7926,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7927,35-39,Man,Brazil,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7928,18-21,Woman,India,,,,,,,,,,,,,,, +7929,22-24,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7930,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +7931,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +7932,22-24,Woman,Malaysia,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,2-5 times,,,,,,,,, +7933,22-24,Man,India,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7934,25-29,Woman,Taiwan,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +7935,25-29,Man,Republic of Korea,No formal education past high school,Software Engineer,1-2 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7939,18-21,Woman,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7940,35-39,Man,Spain,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +7941,30-34,Woman,Turkey,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,,,,,, +7942,35-39,Man,India,Bachelor’s degree,Data Analyst,5-10 years,,,,,,,,,,,, +7943,30-34,Man,Japan,,,,,,,,,,,,,,, +7944,25-29,Woman,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7945,50-54,Man,Turkey,Some college/university study without earning a bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7946,22-24,Man,France,Master’s degree,,,,,,,,,,,,,, +7947,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +7948,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7949,30-34,Woman,Mexico,Doctoral degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,, +7950,30-34,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Once,Under 1 year,,,,,,,, +7951,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +7952,18-21,Woman,Singapore,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +7953,60-69,Woman,United States of America,Bachelor’s degree,Other,3-5 years,Other,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,I do not know,$0-999,,,, +7954,30-34,Man,Israel,Master’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +7955,22-24,Woman,Indonesia,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7956,40-44,Prefer to self-describe,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7957,22-24,Man,China,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +7958,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7959,22-24,Man,France,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,, +7960,18-21,Woman,Italy,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7961,22-24,Woman,China,,,,,,,,,,,,,,, +7962,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +7963,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +7964,50-54,Man,Taiwan,Bachelor’s degree,Currently not employed,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7965,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7966,25-29,Man,South Korea,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7967,30-34,Woman,United States of America,Doctoral degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7968,22-24,Woman,Peru,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +7969,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +7970,35-39,Woman,Malaysia,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7971,45-49,Man,India,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7972,60-69,Man,Turkey,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8246,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,Other +7973,25-29,Man,Other,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7974,30-34,Man,United States of America,Master’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7975,22-24,Man,Poland,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",MongoDB ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7976,25-29,Woman,Egypt,Master’s degree,Research Scientist,< 1 years,Python,,,,,,,,,,, +7977,30-34,Man,Russia,,,,,,,,,,,,,,, +7978,30-34,Man,Brazil,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7979,22-24,Man,Brazil,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7980,50-54,Man,Ukraine,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +7981,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,,,,,,,,,,,, +7982,18-21,Man,India,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +7983,22-24,Man,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +7984,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7985,30-34,Man,Brazil,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +7986,22-24,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,None,Never,,,,,,,,, +7987,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7988,35-39,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$10,000-$99,999",Microsoft SQL Server ,, +7989,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,,,,,,,,,,, +7990,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7991,40-44,Woman,Argentina,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,"15,000-19,999",$0 ($USD),IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7992,50-54,Man,Netherlands,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7993,25-29,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +7994,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7995,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,5-10 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +7996,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +7997,40-44,Man,Spain,I prefer not to answer,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,Other +7998,40-44,Woman,Portugal,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +7999,18-21,Man,United States of America,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8000,22-24,Man,Philippines,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8001,25-29,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,,,,,,,,,,, +8002,35-39,Man,Argentina,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +8003,45-49,Man,Malaysia,Doctoral degree,Research Scientist,20+ years,Python,,,,,,,,,,, +8004,40-44,Woman,Malaysia,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8005,25-29,Man,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12227,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +8006,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,3-4,I do not know,"100,000-124,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8007,50-54,Man,Sweden,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8008,40-44,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +8009,22-24,Woman,Other,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8010,22-24,Woman,Tunisia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +8011,30-34,Man,United Arab Emirates,Doctoral degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +8012,22-24,Man,Mexico,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8013,50-54,Woman,Nigeria,Doctoral degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8014,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8015,45-49,Man,United States of America,Master’s degree,Data Scientist,20+ years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,Other +8016,45-49,Man,Spain,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +8017,22-24,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"> $500,000","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8018,18-21,Man,Viet Nam,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +8019,35-39,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,Other +8020,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8021,25-29,Man,Viet Nam,No formal education past high school,Business Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8022,45-49,Man,Russia,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8023,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8024,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8025,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8026,30-34,Woman,Ireland,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8027,55-59,Woman,Kenya,Doctoral degree,Other,I have never written code,,,,,50-249 employees,5-9,I do not know,$0-999,$1-$99,,,Other +8028,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8029,25-29,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8030,18-21,Man,Brazil,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$100,000 or more ($USD)",MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8031,18-21,Man,Russia,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,I do not know,"1,000-1,999","$1000-$9,999",MySQL ,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8032,30-34,Man,Peru,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8033,35-39,Woman,Argentina,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$100-$999,,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10952,35-39,Man,Germany,Some college/university study without earning a bachelor’s degree,Product/Project Manager,I have never written code,,,,,,,,,,,, +8034,70+,Man,Canada,Doctoral degree,Data Scientist,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,Other +8035,35-39,Man,Nigeria,Master’s degree,Statistician,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",3-4,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8036,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8037,25-29,Man,Indonesia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8038,22-24,Woman,Turkey,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +8039,22-24,Man,China,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8040,22-24,Woman,Malaysia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +8041,30-34,Woman,Mexico,I prefer not to answer,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,,,,,,,,, +8042,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8043,30-34,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8044,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8045,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$100,000 or more ($USD)",,,Other +8046,22-24,Woman,"Iran, Islamic Republic of...",Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8047,25-29,Woman,Australia,Master’s degree,Currently not employed,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8048,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8049,35-39,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8050,45-49,Man,United States of America,Master’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8051,22-24,Man,Philippines,Master’s degree,Statistician,3-5 years,Python,,,,,,,,,,, +8052,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +8053,30-34,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8054,25-29,Man,Morocco,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8055,22-24,Man,China,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8056,40-44,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8057,45-49,Man,Portugal,Master’s degree,Product/Project Manager,10-20 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8058,30-34,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,IBM Db2 ,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +8059,22-24,Man,Other,I prefer not to answer,Software Engineer,3-5 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8060,30-34,Woman,Tunisia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8061,30-34,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20274,18-21,Man,Kenya,Bachelor’s degree,Data Scientist,3-5 years,,,,,,,,,,,, +8062,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8063,30-34,Woman,Indonesia,Bachelor’s degree,Data Analyst,I have never written code,,,,,250-999 employees,,,,,,, +8064,35-39,Man,India,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8065,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +8066,22-24,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,No (we do not use ML methods),$0-999,,,, +8067,40-44,Man,Italy,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8068,18-21,Woman,Other,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,,,,,,,,, +8069,40-44,Man,France,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8070,25-29,Man,China,Doctoral degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8071,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +8072,30-34,Man,Other,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8073,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8074,22-24,Man,India,I prefer not to answer,Student,3-5 years,Python,None,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8075,45-49,Man,Netherlands,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8076,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8077,70+,Man,Australia,Master’s degree,Product/Project Manager,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8078,30-34,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8079,40-44,Man,United States of America,Master’s degree,Data Engineer,20+ years,MATLAB,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$100-$999,Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8080,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8081,35-39,Man,Republic of Korea,Bachelor’s degree,Data Scientist,5-10 years,Python,Other,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +8082,25-29,Man,Spain,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8083,22-24,Man,Portugal,Bachelor’s degree,Other,3-5 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,,,,, +8084,30-34,Man,India,Doctoral degree,,,,,,,,,,,,,, +8085,18-21,Man,India,,,,,,,,,,,,,,, +8086,35-39,Man,Other,Master’s degree,Machine Learning Engineer,20+ years,C++,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",,,Other +8087,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8088,25-29,Man,India,,,,,,,,,,,,,,, +8089,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Julia,A personal computer or laptop,6-25 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Oracle Database ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +8090,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8091,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +8092,30-34,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +8860,22-24,Woman,Morocco,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +8093,40-44,Man,Netherlands,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8094,45-49,Woman,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8095,50-54,Man,United States of America,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8096,70+,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8097,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,Other +8098,45-49,Man,Nigeria,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8099,30-34,Woman,Nigeria,Master’s degree,Research Scientist,3-5 years,Javascript,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),$0-999,$0 ($USD),,, +8100,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8101,30-34,Woman,South Africa,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8102,45-49,Man,South Korea,Bachelor’s degree,,,,,,,,,,,,,, +8103,25-29,Man,Japan,No formal education past high school,,,,,,,,,,,,,, +8104,25-29,Man,Russia,,,,,,,,,,,,,,, +8105,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8106,25-29,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8107,22-24,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8108,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,,,Other +8109,70+,Man,India,Master’s degree,Data Scientist,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +8110,25-29,Man,France,Master’s degree,Data Scientist,,,,,,,,,,,,, +8111,22-24,Man,South Korea,Some college/university study without earning a bachelor’s degree,DBA/Database Engineer,< 1 years,Python,A personal computer or laptop,Once,,,,,,,,, +8112,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +8113,30-34,Man,Japan,Master’s degree,Data Engineer,1-2 years,C,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,Amazon Athena ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8114,30-34,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8115,22-24,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8116,40-44,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +8117,25-29,Woman,Kenya,Master’s degree,Statistician,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,$0-999,$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8118,22-24,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +8119,40-44,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Oracle Database ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +8120,30-34,Man,Russia,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8121,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,None,,,,,,,,,,, +8122,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +8920,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,None,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8123,30-34,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$100,000 or more ($USD)",IBM Db2 ,Tableau, +8124,50-54,Prefer not to say,India,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8125,45-49,Woman,Mexico,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +8126,25-29,Man,Brazil,,,,,,,,,,,,,,, +8127,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8128,50-54,Woman,Italy,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8129,30-34,Man,Australia,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8130,40-44,Man,South Korea,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +8131,35-39,Woman,Germany,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +8132,22-24,Man,Mexico,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8133,55-59,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8134,45-49,Man,Japan,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8135,35-39,Man,Pakistan,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8136,25-29,Man,Argentina,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8137,30-34,Man,China,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8138,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8139,30-34,Man,India,Bachelor’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +8140,45-49,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,Other,Never,1-2 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +8141,35-39,Man,Colombia,Professional degree,Product/Project Manager,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),,,,, +8142,25-29,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8143,30-34,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8144,35-39,Woman,Other,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,, +8145,35-39,Man,Colombia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8146,18-21,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8147,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Google Cloud BigQuery ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +8148,30-34,Woman,Turkey,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +8149,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8150,25-29,Man,India,I prefer not to answer,Student,3-5 years,Julia,None,Never,,,,,,,,, +12258,18-21,Man,Turkey,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8151,22-24,Man,Colombia,Professional degree,Software Engineer,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8152,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8153,45-49,Man,Malaysia,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,, +8154,35-39,Man,Nigeria,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8155,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8156,25-29,Man,India,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",,,,,,, +8157,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Google Cloud BigQuery ,Looker,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8158,22-24,Man,Kenya,Bachelor’s degree,Statistician,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +8159,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +8160,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +8161,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +8162,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +8163,25-29,Man,India,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8164,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8165,18-21,Man,United States of America,,,,,,,,,,,,,,, +8166,30-34,Man,India,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8167,45-49,Man,Australia,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,I do not know,"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8168,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8169,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8170,40-44,Man,Nigeria,Bachelor’s degree,Business Analyst,3-5 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8171,40-44,Man,Philippines,Bachelor’s degree,Software Engineer,I have never written code,,,,,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",,, +8172,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8173,30-34,Man,Russia,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,0,No (we do not use ML methods),"3,000-3,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8174,45-49,Man,Germany,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +8175,35-39,Man,Nigeria,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8176,22-24,Woman,Indonesia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,$0-999,,,, +8177,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8178,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8179,22-24,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8180,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8181,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8182,60-69,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8183,25-29,Man,South Africa,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8184,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8185,25-29,Man,Malaysia,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8186,18-21,Woman,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8187,25-29,Man,India,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8188,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$100,000 or more ($USD)",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8189,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,5-10 years,C++,A personal computer or laptop,Never,,,,,,,,, +8190,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8191,18-21,Woman,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8192,22-24,Woman,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8193,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8194,25-29,Man,Brazil,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8195,25-29,Man,Australia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8196,18-21,Woman,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8197,18-21,Man,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8198,25-29,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,3-4 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +8199,55-59,Man,Japan,,,,,,,,,,,,,,, +8200,45-49,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +8201,35-39,Woman,Switzerland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8202,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,Amazon Athena ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8203,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +8204,25-29,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8205,25-29,Man,Other,,,,,,,,,,,,,,, +8206,18-21,Man,Poland,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8207,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +8208,25-29,Woman,United States of America,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +8209,40-44,Man,Germany,Professional degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8210,45-49,Man,Ukraine,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8211,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8212,18-21,Man,Egypt,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,Other +8213,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8214,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8215,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +8216,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +8734,45-49,Man,Other,Doctoral degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",10-14,I do not know,"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8217,30-34,Man,United States of America,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8218,18-21,Man,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8219,25-29,Woman,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8220,22-24,Man,Brazil,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +8221,22-24,Man,India,Master’s degree,Currently not employed,5-10 years,C,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8222,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8223,35-39,Man,France,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8224,30-34,Man,Germany,Master’s degree,Other,1-2 years,Python,,,,,,,,,,, +8225,25-29,Woman,India,Master’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8226,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8227,22-24,Man,Other,Bachelor’s degree,Machine Learning Engineer,1-2 years,Javascript,A personal computer or laptop,Once,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8228,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,Other +8229,22-24,Man,Brazil,,,,,,,,,,,,,,, +8230,30-34,Man,China,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +8231,25-29,Man,Brazil,Master’s degree,Software Engineer,1-2 years,MATLAB,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8232,40-44,Man,Australia,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8233,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +8234,18-21,Woman,Colombia,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8235,25-29,Woman,India,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",,,,,,, +8236,25-29,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8237,22-24,Woman,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Javascript,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +8238,22-24,Man,Bangladesh,Master’s degree,Data Scientist,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",SQLite ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8239,45-49,Man,South Africa,Professional degree,Business Analyst,10-20 years,SQL,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,Microsoft SQL Server ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +8240,22-24,Prefer not to say,Other,I prefer not to answer,Student,1-2 years,None,,,,,,,,,,, +8241,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),,,,, +8242,30-34,Woman,Belarus,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8243,35-39,Man,Netherlands,Some college/university study without earning a bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,, +8244,45-49,Man,Russia,Doctoral degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8245,55-59,Man,Canada,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12291,25-29,Man,Canada,Bachelor’s degree,Student,1-2 years,Java,,,,,,,,,,, +8247,40-44,Man,Belarus,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$100,000 or more ($USD)",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8248,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8249,18-21,Man,Nigeria,No formal education past high school,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +8250,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +8251,45-49,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,, +8252,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8253,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8254,30-34,Man,Italy,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8255,18-21,Woman,Nigeria,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8256,25-29,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +8257,25-29,Man,Germany,Master’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8258,60-69,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8259,22-24,Woman,Turkey,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8260,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8261,40-44,Man,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +8262,30-34,Man,Italy,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8263,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8264,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8265,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,10-20 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"300,000-500,000","$100,000 or more ($USD)",Google Cloud Firestore ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8266,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8267,18-21,Woman,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8268,25-29,Man,Nigeria,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8269,30-34,Man,Ukraine,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8270,30-34,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,No (we do not use ML methods),"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8271,40-44,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8272,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +8273,30-34,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22920,22-24,Woman,India,Doctoral degree,Student,I have never written code,,,,,,,,,,,, +8274,35-39,Man,Brazil,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8275,35-39,Man,Brazil,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8276,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8277,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8278,40-44,Man,United States of America,Master’s degree,Business Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$100,000 or more ($USD)",Amazon Redshift ,Tableau, +8279,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8280,30-34,Man,Japan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8281,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8282,40-44,Man,Spain,Doctoral degree,Machine Learning Engineer,,,,,,,,,,,,, +8283,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8284,25-29,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8285,30-34,Woman,Egypt,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8286,30-34,Man,India,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8287,18-21,Man,Indonesia,Bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8288,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8289,35-39,Woman,Israel,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8290,22-24,Man,Brazil,Master’s degree,Student,3-5 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8291,50-54,Man,United States of America,Master’s degree,Statistician,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +8292,40-44,Man,Taiwan,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8293,18-21,Man,India,Master’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8294,30-34,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,I do not know,"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8295,30-34,Woman,India,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8296,40-44,Woman,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,250-999 employees,5-9,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8297,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8298,40-44,Man,Mexico,Master’s degree,Business Analyst,3-5 years,C,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8299,22-24,Man,Spain,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8300,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8301,40-44,Woman,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8302,35-39,Man,Nigeria,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8303,35-39,Woman,South Africa,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"30,000-39,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8304,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8305,45-49,Man,Chile,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",MongoDB ,Salesforce,"Advanced statistical software (SPSS, SAS, etc.)" +8306,18-21,Man,Egypt,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8307,22-24,Man,China,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,, +8308,22-24,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8309,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8310,30-34,Man,Kenya,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8311,30-34,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8312,18-21,Man,India,Bachelor’s degree,Data Analyst,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8313,25-29,Man,Mexico,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,,,,,,,,, +8314,25-29,Man,Brazil,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8315,35-39,Man,Nigeria,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"3,000-3,999","$10,000-$99,999",Other,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8316,25-29,Man,Brazil,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +8317,18-21,Prefer not to say,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8318,22-24,Man,France,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +8319,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8320,25-29,Woman,Other,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8321,35-39,Man,Japan,Doctoral degree,Data Scientist,5-10 years,C++,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8322,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Once,5-10 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8323,25-29,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8324,18-21,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8325,25-29,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +8326,30-34,Woman,Philippines,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8327,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8328,22-24,Man,Other,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,, +8329,40-44,Man,Russia,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8330,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8331,40-44,Woman,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8332,30-34,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8333,18-21,Prefer to self-describe,Other,Doctoral degree,Other,I have never written code,,,,,"10,000 or more employees",0,I do not know,"> $500,000","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +8334,50-54,Man,India,Professional degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +8335,45-49,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"3,000-3,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8336,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Research Scientist,3-5 years,Python,,,,,,,,,,, +8337,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8338,22-24,Man,Other,Bachelor’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +8339,30-34,Woman,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,I do not know,"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8340,40-44,Man,Indonesia,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +8341,35-39,Man,France,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8342,30-34,Man,United States of America,,,,,,,,,,,,,,, +8343,22-24,Man,United States of America,Bachelor’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +8344,18-21,Man,Argentina,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8345,45-49,Man,Germany,No formal education past high school,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +8346,30-34,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +8347,25-29,Man,Greece,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8348,60-69,Man,Other,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +8349,30-34,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +8350,35-39,Woman,United States of America,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8351,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8352,18-21,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8353,35-39,Man,Bangladesh,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +8354,30-34,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8355,18-21,Woman,Other,Professional degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8356,22-24,Woman,China,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +8357,40-44,Prefer to self-describe,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,20+ years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8358,50-54,Man,Ukraine,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,Other +8359,18-21,Prefer not to say,India,Bachelor’s degree,,,,,,,,,,,,,, +8360,30-34,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,,,,,,,,, +8361,30-34,Man,Germany,,,,,,,,,,,,,,, +8362,60-69,Man,United States of America,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +8363,30-34,Man,Other,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8364,25-29,Man,Brazil,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8800,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8365,40-44,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8366,22-24,Woman,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8367,18-21,Man,Viet Nam,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8368,35-39,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,, +8369,35-39,Man,Pakistan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8370,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8371,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,Other +8372,25-29,Man,United Arab Emirates,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8373,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8374,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8375,60-69,Man,Australia,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Once,20 or more years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8376,18-21,Man,Other,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8377,22-24,Man,Sri Lanka,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8378,60-69,Man,Belgium,Master’s degree,Product/Project Manager,3-5 years,Java,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8379,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +8380,35-39,Woman,United States of America,Master’s degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8381,30-34,Man,Turkey,Master’s degree,Student,5-10 years,MATLAB,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8382,35-39,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8383,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +8384,22-24,Man,Japan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8385,60-69,Man,Italy,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +8386,50-54,Woman,Kenya,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +8387,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8388,35-39,Woman,Malaysia,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8389,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,,,,,,,,, +8390,25-29,Man,Netherlands,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8391,30-34,Man,Japan,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8392,18-21,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8393,35-39,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,R,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +8394,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8395,35-39,Nonbinary,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,0-49 employees,1-2,I do not know,"200,000-249,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8396,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8397,50-54,Man,Italy,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,,Microsoft Power BI, +8398,30-34,Man,United Arab Emirates,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8399,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8400,25-29,Man,India,Professional degree,Data Scientist,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8401,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8402,18-21,Woman,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8403,22-24,Man,Brazil,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8404,30-34,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8405,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8406,40-44,Man,Italy,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8407,30-34,Man,Japan,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",Microsoft SQL Server ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +8408,35-39,Man,Other,Professional degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,, +8409,22-24,Man,Viet Nam,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8410,25-29,Man,Bangladesh,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8411,22-24,Man,Taiwan,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +8412,30-34,Man,China,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8413,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8414,22-24,Woman,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8415,18-21,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,Other +8416,25-29,Man,South Korea,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8417,22-24,Man,Egypt,,,,,,,,,,,,,,, +8418,30-34,Woman,United States of America,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +8419,22-24,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,,,,,, +8420,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",10-14,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +8421,22-24,Man,India,Bachelor’s degree,Other,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +8422,30-34,Man,Other,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8423,45-49,Man,Sweden,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12466,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +8424,30-34,Man,Canada,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8425,40-44,Woman,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,"1000-9,999 employees",0,I do not know,"100,000-124,999",$100-$999,,, +8426,25-29,Man,Chile,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8427,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8428,22-24,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,3-4,I do not know,"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8429,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Product/Project Manager,10-20 years,Other,,,,,,,,,,, +8430,25-29,Man,Kenya,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8431,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,No (we do not use ML methods),$0-999,"$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +8432,60-69,Man,Poland,Master’s degree,Other,,,,,,,,,,,,, +8433,35-39,Man,India,I prefer not to answer,Software Engineer,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,Other +8434,40-44,Man,China,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8435,35-39,Man,Nigeria,Master’s degree,Statistician,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),MySQL ,Tableau,Other +8436,30-34,Man,Switzerland,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",1-2,No (we do not use ML methods),"100,000-124,999",$100-$999,PostgresSQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8437,22-24,Man,Egypt,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +8438,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8439,30-34,Woman,Egypt,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,I do not know,"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8440,18-21,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8441,35-39,Man,Australia,Bachelor’s degree,Product/Project Manager,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8442,60-69,Man,United States of America,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,No (we do not use ML methods),$0-999,"$1000-$9,999",SQLite ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8443,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8444,18-21,Woman,Indonesia,,,,,,,,,,,,,,, +8445,55-59,Man,Saudi Arabia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,I do not know,"50,000-59,999",$1-$99,,, +8446,25-29,Man,Russia,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8447,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8448,25-29,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8449,22-24,Woman,Nigeria,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8450,25-29,Prefer not to say,Taiwan,Master’s degree,Student,< 1 years,,,,,,,,,,,, +8451,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8452,45-49,Man,Netherlands,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",Google Cloud Firestore ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +8801,40-44,Man,Turkey,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8453,50-54,Man,Other,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,0,No (we do not use ML methods),"100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8454,25-29,Man,Saudi Arabia,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8455,35-39,Man,Nigeria,Doctoral degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8456,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +8457,22-24,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8458,30-34,Man,Germany,Master’s degree,Product/Project Manager,5-10 years,,,,,,,,,,,, +8459,60-69,Man,United States of America,Professional degree,Statistician,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8460,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +8461,35-39,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8462,35-39,Woman,Other,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +8463,22-24,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8464,40-44,Man,Bangladesh,Doctoral degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8465,60-69,Man,Brazil,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +8466,25-29,Woman,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,$0-999,$100-$999,,, +8467,22-24,Man,Nigeria,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8468,70+,Man,United States of America,Doctoral degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8469,22-24,Man,Pakistan,Bachelor’s degree,Student,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8470,60-69,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8471,22-24,Woman,Taiwan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8472,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8473,45-49,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,I do not know,"300,000-500,000",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8474,22-24,Man,Romania,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",,,Other +8475,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8476,22-24,Man,South Korea,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8477,35-39,Man,South Korea,Doctoral degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8478,30-34,Man,Israel,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8479,25-29,Man,China,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8480,30-34,Man,Other,I prefer not to answer,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,0-49 employees,1-2,I do not know,"125,000-149,999","$100,000 or more ($USD)",PostgresSQL ,Amazon QuickSight,"Advanced statistical software (SPSS, SAS, etc.)" +8481,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8482,35-39,Man,Australia,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8483,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8484,45-49,Man,United States of America,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"125,000-149,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8485,18-21,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8486,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8487,55-59,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8488,40-44,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"150,000-199,999",,,, +8489,25-29,Man,Colombia,Bachelor’s degree,Software Engineer,3-5 years,Python,None,More than 25 times,I do not use machine learning methods,0-49 employees,,,,,,, +8490,18-21,Man,Other,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8491,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8492,18-21,Man,France,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,I do not know,,,,, +8493,25-29,Man,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8494,25-29,Man,India,Master’s degree,,,,,,,,,,,,,, +8495,22-24,Man,Thailand,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8496,22-24,Man,Malaysia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8497,35-39,Man,Canada,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +8498,22-24,Man,India,Master’s degree,Student,< 1 years,Java,,,,,,,,,,, +8499,70+,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,, +8500,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +8501,22-24,Woman,Sri Lanka,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8502,30-34,Man,Kenya,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8503,35-39,Man,Portugal,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +8504,35-39,Man,France,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +8505,22-24,Woman,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +8506,18-21,Woman,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8507,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8508,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,,,,, +8509,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8510,25-29,Man,South Korea,Master’s degree,Machine Learning Engineer,1-2 years,Python,,,,,,,,,,, +8511,22-24,Woman,Tunisia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8512,45-49,Man,Brazil,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8513,22-24,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +8514,22-24,Woman,Kenya,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8515,45-49,Man,United States of America,Bachelor’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8516,22-24,Man,India,Master’s degree,,,,,,,,,,,,,, +8517,18-21,Man,Nepal,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8518,40-44,Man,United States of America,Master’s degree,Student,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8519,18-21,Woman,Saudi Arabia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +8520,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +8521,18-21,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +8522,25-29,Woman,India,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,, +8523,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +8524,22-24,Man,Ukraine,Master’s degree,Student,3-5 years,Python,Other,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8525,25-29,Man,India,Master’s degree,Student,3-5 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8526,30-34,Woman,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8527,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8528,25-29,Man,Germany,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8529,18-21,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8530,22-24,Man,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8531,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +8532,25-29,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8533,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8534,25-29,Man,China,Bachelor’s degree,Data Analyst,1-2 years,Java,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +8535,18-21,Man,Other,,,,,,,,,,,,,,, +8536,35-39,Man,Brazil,No formal education past high school,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8537,35-39,Man,India,Master’s degree,DBA/Database Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8538,18-21,Man,Nigeria,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8539,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,10-20 years,C,A personal computer or laptop,,,,,,,,,, +8540,25-29,Man,Republic of Korea,Master’s degree,Other,I have never written code,,,,,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,, +8541,18-21,Woman,Morocco,Doctoral degree,Student,1-2 years,Javascript,,,,,,,,,,, +8542,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8543,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8544,18-21,Man,India,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,,,,,,,,,, +8545,60-69,Man,United States of America,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,Other +8546,18-21,Man,India,Bachelor’s degree,Student,5-10 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8547,35-39,Man,Germany,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8548,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +8608,18-21,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8549,50-54,Man,India,Professional degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8550,22-24,Man,Other,No formal education past high school,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8551,35-39,Man,Kenya,I prefer not to answer,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +8552,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8553,25-29,Woman,India,Master’s degree,Currently not employed,,,,,,,,,,,,, +8554,25-29,Man,Pakistan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8555,18-21,Man,Nepal,Some college/university study without earning a bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8556,40-44,Man,Brazil,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,Amazon Athena ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +8557,22-24,Man,India,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8558,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +8559,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +8560,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8561,60-69,Man,United States of America,Doctoral degree,Statistician,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8562,25-29,Man,Argentina,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +8563,25-29,Man,Peru,Doctoral degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +8564,40-44,Man,Japan,Bachelor’s degree,Business Analyst,I have never written code,,,,,250-999 employees,1-2,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8565,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8566,50-54,Man,Other,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8567,55-59,Man,United States of America,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8568,40-44,Man,Argentina,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8569,35-39,Woman,India,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +8570,25-29,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,Oracle Database ,, +8571,25-29,Man,Kenya,Master’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8572,18-21,Man,Other,Bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +8573,50-54,Woman,Other,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,, +8574,22-24,Man,Italy,Master’s degree,Student,3-5 years,Julia,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8575,40-44,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +8576,18-21,Man,India,Master’s degree,,,,,,,,,,,,,, +8577,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8609,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +8578,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Research Scientist,3-5 years,Java,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +8579,18-21,Prefer not to say,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8580,25-29,Woman,France,Master’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +8581,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8582,25-29,Man,Other,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8583,60-69,Man,Portugal,Master’s degree,Student,20+ years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8584,40-44,Man,India,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8585,30-34,Man,Mexico,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8586,30-34,Man,United Arab Emirates,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +8587,25-29,Man,Indonesia,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +8588,30-34,Man,India,Bachelor’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8589,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8590,30-34,Man,Germany,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +8591,18-21,Man,Taiwan,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +8592,40-44,Man,Other,Bachelor’s degree,Statistician,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8593,50-54,Man,Mexico,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8594,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +8595,30-34,Man,India,Professional degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8596,35-39,Man,Other,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8597,18-21,Woman,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8598,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,Under 1 year,0-49 employees,0,,,,,, +8599,22-24,Man,Japan,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +8600,18-21,Man,Egypt,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8601,22-24,Man,Germany,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8602,40-44,Man,Japan,Master’s degree,Other,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,, +8603,30-34,Man,India,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8604,35-39,Man,Egypt,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +8605,55-59,Man,Canada,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"25,000-29,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8606,30-34,Woman,United States of America,Doctoral degree,Other,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8607,35-39,Man,Canada,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8610,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8611,35-39,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +8612,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +8613,30-34,Man,United States of America,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Microsoft SQL Server ,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8614,45-49,Man,India,Doctoral degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +8615,40-44,Man,Canada,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +8616,45-49,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8617,25-29,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +8618,30-34,Man,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8619,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8620,45-49,Man,India,Professional degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +8621,22-24,Man,Russia,Bachelor’s degree,Data Analyst,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8622,35-39,Man,Brazil,Professional degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Amazon Athena ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8623,60-69,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),,,,, +8624,30-34,Man,India,,,,,,,,,,,,,,, +8625,45-49,Man,Spain,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8626,35-39,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8627,30-34,Woman,Other,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +8628,30-34,Man,Japan,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8629,25-29,Man,Argentina,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8630,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8631,30-34,Man,United States of America,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,0,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8632,40-44,Man,India,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8633,30-34,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",,,,,,, +8634,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8635,25-29,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8636,50-54,Woman,India,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",PostgresSQL ,, +8637,30-34,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8638,30-34,Man,India,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,No (we do not use ML methods),,,,, +8639,22-24,Man,Spain,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +8640,18-21,Man,India,,,,,,,,,,,,,,, +8641,35-39,Man,Ghana,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +8802,60-69,Man,United States of America,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8642,18-21,Man,South Africa,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8643,25-29,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +8644,22-24,Woman,Morocco,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8645,40-44,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8646,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +8647,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +8648,22-24,Woman,Other,Master’s degree,Data Analyst,I have never written code,,,,,50-249 employees,3-4,I do not know,"7,500-9,999",,,, +8649,22-24,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8650,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8651,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8652,35-39,Man,France,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8653,25-29,Man,Brazil,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8654,35-39,Man,Other,No formal education past high school,Other,I have never written code,,,,,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,,Other +8655,60-69,Man,Poland,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",IBM Db2 ,TIBCO Spotfire,"Advanced statistical software (SPSS, SAS, etc.)" +8656,22-24,Man,Nepal,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8657,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +8658,18-21,Woman,India,I prefer not to answer,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +8659,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +8660,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8661,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +8662,40-44,Man,United States of America,Master’s degree,Data Engineer,20+ years,C++,A personal computer or laptop,Never,,,,,,,,, +8663,18-21,Man,Kenya,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +8664,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8665,30-34,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8666,25-29,Man,Other,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,, +8667,30-34,Man,United States of America,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Oracle Database ,SAP Analytics Cloud ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8668,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8669,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8670,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8671,22-24,Man,India,No formal education past high school,,,,,,,,,,,,,, +8703,30-34,Man,South Africa,Doctoral degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +8672,30-34,Man,Other,Master’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +8673,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8674,22-24,Woman,Indonesia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8675,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8676,22-24,Woman,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +8677,30-34,Woman,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8678,35-39,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,More than 25 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$100-$999,Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +8679,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8680,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +8681,45-49,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8682,40-44,Man,Turkey,I prefer not to answer,,,,,,,,,,,,,, +8683,25-29,Man,Pakistan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8684,25-29,Man,Portugal,Master’s degree,Research Scientist,3-5 years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +8685,35-39,Man,United States of America,Bachelor’s degree,Other,20+ years,R,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8686,35-39,Man,United Arab Emirates,Bachelor’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8687,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8688,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8689,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8690,25-29,Man,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8691,35-39,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +8692,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8693,25-29,Man,Taiwan,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8694,18-21,Woman,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8695,18-21,Man,India,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8696,45-49,Man,Japan,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8697,18-21,Prefer to self-describe,India,No formal education past high school,Student,< 1 years,Python,,,,,,,,,,, +8698,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8699,25-29,Man,Canada,Doctoral degree,Student,5-10 years,Python,,,,,,,,,,, +8700,25-29,Man,Japan,I prefer not to answer,,,,,,,,,,,,,, +8701,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,15-19,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8702,30-34,Man,Sri Lanka,Master’s degree,Software Engineer,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,20+,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8704,18-21,Man,Brazil,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8705,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,IBM Db2 ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8706,22-24,Man,Greece,Master’s degree,Student,3-5 years,Python,None,Never,1-2 years,,,,,,,, +8707,30-34,Man,United States of America,Bachelor’s degree,Research Scientist,3-5 years,Julia,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8708,22-24,Man,Other,Master’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,Other +8709,25-29,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,I do not know,"1,000-1,999",$0 ($USD),,,Other +8710,55-59,Man,Australia,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8711,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8712,45-49,Man,Poland,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",Amazon Redshift ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8713,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +8714,18-21,Man,Chile,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +8715,40-44,Man,Nigeria,Bachelor’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8716,25-29,Man,France,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8717,22-24,Prefer not to say,Greece,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8718,25-29,Man,Indonesia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +8719,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +8720,25-29,Man,Other,I prefer not to answer,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,I do not know,"7,500-9,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +8721,25-29,Man,United States of America,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8722,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +8723,30-34,Man,Argentina,Professional degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +8724,25-29,Man,Other,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8725,35-39,Man,Germany,Professional degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8726,22-24,Man,South Korea,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,,,,,,,,,,,, +8727,25-29,Man,India,I prefer not to answer,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8728,35-39,Man,United States of America,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,, +8729,45-49,Man,India,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8730,22-24,Man,India,Bachelor’s degree,Other,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,MongoDB ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8731,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8732,22-24,Man,Ukraine,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8733,25-29,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8735,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8736,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +8737,25-29,Man,South Korea,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +8738,35-39,Man,India,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8739,30-34,Man,Portugal,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +8740,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +8741,35-39,Man,United States of America,,,,,,,,,,,,,,, +8742,25-29,Woman,Taiwan,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8743,25-29,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8744,22-24,Man,Germany,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +8745,50-54,Man,Australia,Master’s degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8746,25-29,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,Other +8747,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8748,18-21,Man,Mexico,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8749,40-44,Man,India,Bachelor’s degree,Machine Learning Engineer,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +8750,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),"20,000-24,999",$1-$99,,, +8751,25-29,Woman,Egypt,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8752,18-21,Man,China,,,,,,,,,,,,,,, +8753,30-34,Man,Argentina,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,, +8754,30-34,Man,Colombia,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8755,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +8756,25-29,Woman,Germany,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8757,30-34,Man,Australia,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,, +8758,22-24,Man,Colombia,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +8759,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8760,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8761,30-34,Woman,Indonesia,Doctoral degree,Data Analyst,3-5 years,R,,,,,,,,,,, +8762,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8763,30-34,Man,Japan,Master’s degree,Data Scientist,,,,,,,,,,,,, +8764,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8765,25-29,Man,Republic of Korea,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +8766,25-29,Man,Bangladesh,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8767,25-29,Man,Germany,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12898,30-34,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,,,,,,,,, +8768,35-39,Man,Russia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8769,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8770,55-59,Man,Brazil,Bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8771,22-24,Man,Viet Nam,Bachelor’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,, +8772,35-39,Man,Brazil,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8773,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8774,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8775,25-29,Man,Other,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,I do not know,"4,000-4,999",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +8776,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,SQL,None,Never,I do not use machine learning methods,,,,,,,, +8777,50-54,Man,Turkey,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8778,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8779,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8780,30-34,Woman,Greece,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +8781,22-24,Woman,Peru,Professional degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8782,25-29,Woman,India,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",MongoDB ,,Other +8783,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +8784,30-34,Man,Turkey,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8785,50-54,Woman,Taiwan,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8786,22-24,Man,Nepal,Bachelor’s degree,Student,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +8787,25-29,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +8788,35-39,Woman,Argentina,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8789,55-59,Man,Other,Doctoral degree,Other,20+ years,Python,Other,2-5 times,10-20 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,Other +8790,25-29,Man,Pakistan,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8791,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +8792,50-54,Man,United States of America,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",Microsoft Access ,, +8793,22-24,Woman,Turkey,,,,,,,,,,,,,,, +8794,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,,,,,,,,, +8795,22-24,Woman,India,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,Other +8796,22-24,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8797,45-49,Man,South Korea,Doctoral degree,,,,,,,,,,,,,, +8798,22-24,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8799,22-24,Prefer not to say,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$10,000-$99,999",,, +8803,30-34,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8804,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",20+,I do not know,"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8805,35-39,Man,Russia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8806,22-24,Man,Poland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +8807,35-39,Woman,Nigeria,Bachelor’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,I do not know,"1,000-1,999","$1000-$9,999",,, +8808,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8809,25-29,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +8810,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +8811,30-34,Prefer not to say,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8812,18-21,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8813,60-69,Man,Other,Professional degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8814,22-24,Man,India,Master’s degree,,,,,,,,,,,,,, +8815,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8816,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8817,22-24,Woman,Belarus,Professional degree,Software Engineer,3-5 years,R,,,,,,,,,,, +8818,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8819,22-24,Man,Indonesia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8820,30-34,Man,Mexico,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +8821,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"2,000-2,999",$0 ($USD),,, +8822,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8823,35-39,Woman,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +8824,25-29,Man,Italy,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +8825,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,4-5 years,,,,,,,, +8826,35-39,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8827,35-39,Man,Viet Nam,Bachelor’s degree,Data Analyst,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8828,55-59,Woman,United States of America,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +8829,35-39,Man,Japan,Master’s degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,Amazon QuickSight,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8830,30-34,Man,Other,Master’s degree,Data Scientist,3-5 years,Julia,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8831,25-29,Man,Saudi Arabia,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8832,50-54,Man,South Africa,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8859,18-21,Man,Argentina,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8833,55-59,Man,Netherlands,Master’s degree,Data Scientist,20+ years,R,Other,Never,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8834,40-44,Man,Brazil,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$10,000-$99,999",Oracle Database ,, +8835,25-29,Man,India,,,,,,,,,,,,,,, +8836,40-44,Man,Other,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8837,55-59,Man,Spain,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),,,,, +8838,22-24,Man,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8839,40-44,Man,United States of America,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8840,40-44,Man,United States of America,Master’s degree,Data Analyst,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +8841,60-69,Man,United States of America,Bachelor’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8842,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8843,30-34,Man,Chile,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8844,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8845,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8846,35-39,Man,Israel,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8847,25-29,Man,Belarus,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8848,25-29,Woman,United States of America,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8849,45-49,Man,Ireland,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Once,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8850,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8851,45-49,Man,Belgium,Master’s degree,Software Engineer,20+ years,Java,A personal computer or laptop,Once,20 or more years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +8852,30-34,Man,Germany,Bachelor’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8853,22-24,Man,Viet Nam,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8854,22-24,Man,China,Master’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8855,45-49,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8856,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,I do not know,"20,000-24,999",$0 ($USD),,,Other +8857,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +8858,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8861,35-39,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +8862,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +8863,30-34,Woman,Peru,Doctoral degree,DBA/Database Engineer,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8864,22-24,Man,India,Bachelor’s degree,Student,,,,,,,,,,,,, +8865,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,I do not know,"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8866,25-29,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8867,18-21,Man,China,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +8868,60-69,Woman,United States of America,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +8869,35-39,Woman,India,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8870,25-29,Woman,Singapore,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8871,22-24,Woman,India,Master’s degree,Data Engineer,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"5,000-7,499",$100-$999,,, +8872,30-34,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8873,18-21,Woman,Indonesia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8874,18-21,Man,China,,,,,,,,,,,,,,, +8875,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +8876,22-24,Man,South Korea,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +8877,22-24,Man,Kenya,Bachelor’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,, +8878,35-39,Man,Singapore,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8879,25-29,Man,Tunisia,Professional degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +8880,35-39,Man,Turkey,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8881,35-39,Man,Other,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +8882,25-29,Man,United Kingdom of Great Britain and Northern Ireland,No formal education past high school,Other,10-20 years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8883,55-59,Man,Germany,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8884,22-24,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +8885,40-44,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8886,22-24,Man,Indonesia,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +8887,25-29,Man,Philippines,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +8888,40-44,Man,India,Doctoral degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",5-9,I do not know,"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8889,18-21,Man,India,,,,,,,,,,,,,,, +8890,40-44,Woman,Singapore,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8891,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Product/Project Manager,< 1 years,Python,None,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8892,45-49,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8893,22-24,Man,China,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$0 ($USD),,, +8894,30-34,Man,Netherlands,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8895,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,, +8896,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +8897,50-54,Man,Italy,Master’s degree,Data Engineer,10-20 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8898,18-21,Man,Israel,No formal education past high school,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8899,25-29,Man,Germany,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8900,22-24,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8901,25-29,Woman,Morocco,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8902,55-59,Man,India,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8903,25-29,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +8904,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8905,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +8906,25-29,Man,Turkey,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8907,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8908,22-24,Man,Italy,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +8909,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8910,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8911,18-21,Woman,Japan,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8912,22-24,Man,Colombia,Master’s degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +8913,60-69,Man,Other,No formal education past high school,Other,< 1 years,,,,,,,,,,,, +8914,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +8915,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),,,,, +8916,35-39,Man,Japan,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8917,45-49,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8918,60-69,Man,Brazil,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8919,18-21,Woman,Nigeria,Bachelor’s degree,,,,,,,,,,,,,, +8921,30-34,Man,India,Master’s degree,Other,< 1 years,Julia,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8922,40-44,Man,India,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,, +8923,25-29,Man,Singapore,Bachelor’s degree,Other,5-10 years,Other,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8924,30-34,Man,India,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +8925,50-54,Man,United States of America,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8926,18-21,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8927,35-39,Woman,Malaysia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8928,40-44,Man,Canada,Professional degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +8929,25-29,Man,India,Doctoral degree,Research Scientist,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8930,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8931,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8932,30-34,Man,India,I prefer not to answer,Data Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8933,30-34,Man,Sweden,Master’s degree,Statistician,3-5 years,R,Other,Never,I do not use machine learning methods,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8934,50-54,Man,Colombia,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Oracle Database ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8935,30-34,Man,Sri Lanka,Bachelor’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",3-4,No (we do not use ML methods),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8936,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8937,25-29,Woman,India,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,,, +8938,25-29,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8939,22-24,Man,Ghana,Professional degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8940,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8941,22-24,Woman,United States of America,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8942,18-21,Man,Thailand,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +8943,30-34,Woman,United States of America,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8944,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",,,, +8945,25-29,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +8946,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8947,30-34,Man,Brazil,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +8948,45-49,Man,Canada,Some college/university study without earning a bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8949,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8950,40-44,Woman,Japan,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8951,18-21,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +8952,30-34,Man,Greece,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,No (we do not use ML methods),"25,000-29,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +8953,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8954,40-44,Man,United States of America,Bachelor’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +8955,25-29,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +8956,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8957,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8958,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,0,I do not know,"60,000-69,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8959,45-49,Man,Colombia,I prefer not to answer,Other,I have never written code,,,,,"1000-9,999 employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8960,25-29,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8961,40-44,Man,United States of America,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",IBM Db2 ,,"Advanced statistical software (SPSS, SAS, etc.)" +8962,55-59,Man,Other,Master’s degree,Research Scientist,I have never written code,,,,,,,,,,,, +8963,22-24,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8964,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +8965,30-34,Man,Russia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +8966,25-29,Man,Pakistan,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8967,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +8968,40-44,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999",$100-$999,,Looker,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8969,18-21,Man,India,Bachelor’s degree,Research Scientist,1-2 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),Microsoft Azure Data Lake Storage ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8970,25-29,Man,China,Master’s degree,Software Engineer,,,,,,,,,,,,, +8971,35-39,Man,Australia,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +8972,45-49,Man,India,Master’s degree,Currently not employed,10-20 years,C,A personal computer or laptop,6-25 times,5-10 years,,,,,,,, +8973,30-34,Man,China,,,,,,,,,,,,,,, +8974,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8975,35-39,Man,Other,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8976,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8977,18-21,Man,Japan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8978,45-49,Man,India,Professional degree,Other,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8979,45-49,Man,Italy,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +8980,30-34,Man,India,Bachelor’s degree,Other,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8981,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +8982,40-44,Man,Mexico,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"2,000-2,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8983,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8984,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +8985,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +8986,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +8987,55-59,Man,France,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +8988,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +8989,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,I do not know,,,,, +8990,25-29,Man,Tunisia,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +8991,22-24,Man,India,Bachelor’s degree,Data Engineer,,,,,,,,,,,,, +8992,25-29,Man,Canada,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +8993,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +8994,50-54,Man,Ukraine,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +8995,40-44,Man,Chile,No formal education past high school,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8996,30-34,Man,Kenya,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +8997,22-24,Woman,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +8998,35-39,Man,Brazil,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +8999,30-34,Man,Poland,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9000,25-29,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9001,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9002,25-29,Woman,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9003,25-29,Prefer not to say,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9004,35-39,Man,Israel,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9005,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",Amazon DynamoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9006,30-34,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",Google Cloud SQL ,,Other +9007,35-39,Woman,Brazil,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +9008,30-34,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +9040,30-34,Man,Egypt,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9009,45-49,Man,Russia,Master’s degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9010,25-29,Man,Pakistan,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +9011,40-44,Man,Argentina,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,IBM Db2 ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9012,22-24,Man,Italy,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9013,25-29,Man,Kenya,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9014,22-24,Man,Nepal,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9015,40-44,Woman,Philippines,Bachelor’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",1-2,I do not know,"2,000-2,999",$0 ($USD),,, +9016,35-39,Man,Germany,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9017,18-21,Man,India,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +9018,30-34,Woman,India,Master’s degree,Software Engineer,5-10 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9019,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9020,60-69,Man,Russia,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$100-$999,Microsoft Access ,,Other +9021,55-59,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9022,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9023,35-39,Man,India,Professional degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9024,50-54,Man,Thailand,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9025,22-24,Woman,Morocco,Professional degree,Student,3-5 years,,,,,,,,,,,, +9026,25-29,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9027,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9028,22-24,Man,Greece,Master’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +9029,18-21,Prefer not to say,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,Other +9030,22-24,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +9031,25-29,Man,Brazil,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9032,35-39,Man,United States of America,Professional degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",Oracle Database ,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +9033,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,3-5 years,MATLAB,A personal computer or laptop,Once,2-3 years,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +9034,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9035,22-24,Woman,Other,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +9036,18-21,Woman,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),,,,, +9037,25-29,Woman,United States of America,Bachelor’s degree,Business Analyst,1-2 years,MATLAB,,,,,,,,,,, +9038,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Amazon DynamoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9039,22-24,Woman,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,"1000-9,999 employees",5-9,I do not know,$0-999,,,, +9041,25-29,Man,China,Master’s degree,Data Analyst,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9042,22-24,Woman,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,Python,,,,,,,,,,, +9043,25-29,Man,Belgium,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9044,45-49,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9045,30-34,Man,United States of America,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9046,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +9047,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Machine Learning Engineer,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9048,35-39,Man,Indonesia,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9049,25-29,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9050,30-34,Woman,Russia,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9051,25-29,Man,Mexico,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9052,25-29,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,I do not know,$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9053,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9054,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +9055,22-24,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9056,22-24,Man,Ukraine,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9057,40-44,Woman,Other,Bachelor’s degree,Software Engineer,10-20 years,Javascript,Other,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9058,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9059,18-21,Man,Italy,No formal education past high school,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +9060,25-29,Man,Nigeria,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +9061,55-59,Prefer not to say,Spain,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9062,25-29,Man,Spain,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9063,22-24,Prefer not to say,India,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +9064,55-59,Man,Singapore,Master’s degree,Other,20+ years,Python,A personal computer or laptop,6-25 times,3-4 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9065,25-29,Man,Morocco,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9066,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9067,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9068,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +9103,40-44,Man,Mexico,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +16225,25-29,Woman,Malaysia,Master’s degree,Currently not employed,< 1 years,MATLAB,A personal computer or laptop,Once,1-2 years,,,,,,,, +9069,30-34,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9070,18-21,Woman,India,Professional degree,Student,1-2 years,Python,Other,Never,I do not use machine learning methods,,,,,,,,Other +9071,40-44,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,, +9072,40-44,Man,United States of America,Doctoral degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),"> $500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9073,30-34,Man,Switzerland,Master’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9074,22-24,Woman,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,SQL,,,,,,,,,,, +9075,22-24,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +9076,25-29,Woman,Japan,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9077,25-29,Woman,United States of America,Doctoral degree,Student,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9078,25-29,Man,China,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9079,18-21,Man,Ukraine,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +9080,25-29,Man,India,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9081,40-44,Man,Nigeria,Master’s degree,Software Engineer,3-5 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9082,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9083,25-29,Man,Pakistan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9084,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9085,25-29,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +9086,60-69,Man,Japan,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9087,30-34,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9088,18-21,Man,China,Bachelor’s degree,Student,< 1 years,C,,,,,,,,,,, +9089,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,Other +9090,40-44,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9091,22-24,Woman,China,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9092,30-34,Man,United States of America,Master’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9093,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9094,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9095,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +9096,18-21,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +9097,30-34,Man,Other,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9098,70+,Man,France,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9099,18-21,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,, +9100,18-21,Man,India,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9101,45-49,Man,Thailand,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9102,25-29,Woman,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9104,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9105,45-49,Man,Singapore,Master’s degree,Other,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9106,35-39,Man,Brazil,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9107,50-54,Man,Argentina,Doctoral degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"4,000-4,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9108,50-54,Man,Portugal,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9109,35-39,Woman,Turkey,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +9110,25-29,Man,Russia,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9111,25-29,Man,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9112,35-39,Man,United States of America,Doctoral degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9113,50-54,Man,Netherlands,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9114,40-44,Man,Indonesia,No formal education past high school,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9115,22-24,Man,Colombia,Professional degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9116,30-34,Man,Japan,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9117,25-29,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",3-4,No (we do not use ML methods),"15,000-19,999",,,, +9118,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +9119,25-29,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,,,,,,, +9120,40-44,Man,Canada,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9121,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +9122,30-34,Woman,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +9123,25-29,Man,Taiwan,Doctoral degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,, +9124,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9125,40-44,Woman,Canada,Professional degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",,, +9126,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9127,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +9128,50-54,Man,Thailand,Master’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$1-$99,Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9129,35-39,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9130,25-29,Woman,China,Doctoral degree,Student,< 1 years,Python,,,,,,,,,,, +9131,22-24,Woman,India,Bachelor’s degree,Data Engineer,< 1 years,Python,,,,,,,,,,, +9132,40-44,Man,Italy,Doctoral degree,Product/Project Manager,10-20 years,Julia,A personal computer or laptop,Once,2-3 years,,,,,,,, +9133,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9134,40-44,Man,India,Master’s degree,Data Scientist,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9225,18-21,Man,India,I prefer not to answer,,,,,,,,,,,,,, +9135,25-29,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9136,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9137,35-39,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9138,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +9139,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9140,25-29,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9141,30-34,Man,Russia,Master’s degree,Business Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,,,,,,,,, +9142,60-69,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9143,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9144,45-49,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9145,25-29,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9146,22-24,Man,Turkey,Bachelor’s degree,Other,< 1 years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9147,25-29,Man,Pakistan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9148,25-29,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9149,25-29,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9150,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9151,25-29,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9152,18-21,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9153,18-21,Man,India,,,,,,,,,,,,,,, +9154,40-44,Man,India,Master’s degree,Other,3-5 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9155,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9156,18-21,Man,United States of America,Bachelor’s degree,Other,1-2 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9157,40-44,Man,Japan,,,,,,,,,,,,,,, +9158,22-24,Man,Mexico,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9159,25-29,Man,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9160,18-21,Man,India,Professional degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9161,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,,,,,,,, +9162,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +9163,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,I do not know,"5,000-7,499","$10,000-$99,999",,, +9164,22-24,Woman,Sri Lanka,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9165,45-49,Man,Ireland,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9166,22-24,Man,Taiwan,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9167,30-34,Woman,South Korea,Doctoral degree,Business Analyst,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9168,55-59,Man,Japan,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$1-$99,,, +9169,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9170,25-29,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +9171,22-24,Man,Indonesia,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9172,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9173,30-34,Man,India,Bachelor’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9174,22-24,Woman,Russia,No formal education past high school,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9175,25-29,Man,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9176,25-29,Man,France,Master’s degree,Product/Project Manager,3-5 years,C,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Amazon Redshift ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9177,40-44,Man,Other,Master’s degree,Statistician,10-20 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9178,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9179,25-29,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +9180,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +9181,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9182,60-69,Man,Netherlands,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +9183,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9184,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9185,45-49,Man,Sweden,Some college/university study without earning a bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9186,25-29,Man,Malaysia,Master’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +9187,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9188,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +9189,25-29,Man,Other,Bachelor’s degree,Product/Project Manager,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9190,35-39,Woman,Colombia,Master’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +9191,18-21,Woman,China,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9192,25-29,Man,Philippines,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,, +9226,30-34,Man,Thailand,I prefer not to answer,Data Engineer,I have never written code,,,,,0-49 employees,,,,,,, +16226,22-24,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +9193,45-49,Man,India,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9194,18-21,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +9195,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,,,,,,, +9196,35-39,Woman,Australia,Master’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +9197,25-29,Prefer not to say,Kenya,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9198,60-69,Man,Peru,Doctoral degree,Statistician,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9199,35-39,Man,Japan,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9200,18-21,Man,Japan,,,,,,,,,,,,,,, +9201,22-24,Man,Malaysia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +9202,40-44,Man,United States of America,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9203,22-24,Man,Other,,,,,,,,,,,,,,, +9204,35-39,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9205,22-24,Man,Philippines,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9206,45-49,Man,Singapore,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9207,30-34,Man,India,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9208,25-29,Man,Italy,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,,,,,,,, +9209,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,,,,,,,,,,,, +9210,40-44,Man,Taiwan,I prefer not to answer,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"30,000-39,999","$1000-$9,999",,, +9211,30-34,Woman,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +9212,18-21,Man,India,Bachelor’s degree,Student,,,,,,,,,,,,, +9213,50-54,Man,Colombia,Doctoral degree,DBA/Database Engineer,10-20 years,SQL,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9214,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",,,, +9215,55-59,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,Other +9216,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9217,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9218,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9219,25-29,Man,India,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI, +9220,30-34,Man,Malaysia,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9221,35-39,Man,Australia,Master’s degree,Other,1-2 years,SQL,,,,,,,,,,, +9222,22-24,Man,Viet Nam,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +9223,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9224,30-34,Man,Thailand,Some college/university study without earning a bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +9227,18-21,Man,China,Bachelor’s degree,Business Analyst,< 1 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,No (we do not use ML methods),$0-999,$100-$999,Google Cloud Firestore ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9228,25-29,Man,United States of America,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9229,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +9230,35-39,Man,Japan,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9231,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9232,35-39,Man,Indonesia,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9233,50-54,Man,Israel,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,I do not know,"> $500,000",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9234,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9235,25-29,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9236,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +9237,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9238,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9239,35-39,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$100,000 or more ($USD)",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9240,18-21,Man,Other,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9241,25-29,Man,Taiwan,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9242,30-34,Man,Germany,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9243,18-21,Woman,India,,,,,,,,,,,,,,, +9244,60-69,Man,Japan,Master’s degree,Software Engineer,,,,,,,,,,,,, +9245,30-34,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9246,25-29,Woman,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9247,55-59,Man,France,Doctoral degree,Research Scientist,20+ years,Python,,,,,,,,,,, +9248,22-24,Man,Tunisia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9249,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9250,50-54,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,Other,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$1-$99,MySQL ,,Other +9251,25-29,Man,Pakistan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9252,25-29,Nonbinary,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +9253,25-29,Man,Other,Bachelor’s degree,Other,5-10 years,None,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +9254,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9255,22-24,Man,Belgium,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9256,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Swift,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9257,55-59,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,, +9258,40-44,Man,Greece,Doctoral degree,Data Analyst,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +9259,45-49,Woman,Ukraine,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,$0-999,$1-$99,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9260,25-29,Man,Brazil,Bachelor’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9261,45-49,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,3-4,No (we do not use ML methods),"90,000-99,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9262,25-29,Man,Chile,Professional degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +9263,30-34,Man,Russia,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9264,25-29,Man,United States of America,Doctoral degree,Student,5-10 years,R,A personal computer or laptop,Never,3-4 years,,,,,,,, +9265,50-54,Man,Germany,Doctoral degree,Product/Project Manager,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9266,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9267,45-49,Man,Spain,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +9268,25-29,Man,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9269,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9270,18-21,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9271,25-29,Man,Pakistan,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9272,50-54,Man,Spain,Master’s degree,Other,20+ years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +9273,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9274,25-29,Man,Germany,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",1-2,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9275,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9276,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9277,22-24,Man,India,,,,,,,,,,,,,,, +9278,18-21,Nonbinary,Russia,,,,,,,,,,,,,,, +9279,22-24,Man,Nigeria,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +9280,45-49,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9281,25-29,Man,India,,,,,,,,,,,,,,, +9282,25-29,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,SQLite ,, +9283,40-44,Man,Germany,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9284,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,,,,,,,,,, +9285,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9286,45-49,Man,Other,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +9287,60-69,Man,India,Master’s degree,Currently not employed,20+ years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9288,22-24,Man,Canada,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +9409,35-39,Man,Russia,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Once,,,,,,,,, +9289,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9290,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9291,50-54,Man,Australia,Master’s degree,Product/Project Manager,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +9292,40-44,Man,Germany,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9293,30-34,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +9294,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9295,25-29,Man,Canada,Bachelor’s degree,,,,,,,,,,,,,, +9296,40-44,Man,Taiwan,Master’s degree,Student,5-10 years,R,A personal computer or laptop,Never,5-10 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9297,25-29,Man,Netherlands,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9298,18-21,Man,South Korea,Master’s degree,Business Analyst,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9299,18-21,Prefer not to say,Philippines,I prefer not to answer,Student,3-5 years,C++,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9300,40-44,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9301,25-29,Man,Colombia,Professional degree,Other,< 1 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9302,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +9303,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,1-2,No (we do not use ML methods),"30,000-39,999",,,, +9304,30-34,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,, +9305,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9306,35-39,Man,Belarus,I prefer not to answer,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9307,22-24,Man,China,Bachelor’s degree,Machine Learning Engineer,3-5 years,,,,,,,,,,,, +9308,25-29,Man,China,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9309,40-44,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9310,55-59,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +9311,55-59,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9312,25-29,Man,Switzerland,Master’s degree,Research Scientist,10-20 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9313,40-44,Man,Poland,Master’s degree,Business Analyst,5-10 years,Python,,,,,,,,,,, +9314,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +9315,45-49,Prefer not to say,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9316,35-39,Man,United States of America,Bachelor’s degree,Data Scientist,10-20 years,C++,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9317,22-24,Man,India,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +9443,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9318,35-39,Woman,Spain,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9319,22-24,Man,Kenya,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,MySQL ,, +9320,25-29,Woman,Singapore,Bachelor’s degree,,,,,,,,,,,,,, +9321,35-39,Man,India,Master’s degree,Research Scientist,5-10 years,R,A personal computer or laptop,Once,10-20 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9322,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9323,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Microsoft SQL Server ,,Other +9324,22-24,Man,China,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +9325,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9326,25-29,Man,Pakistan,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Google Cloud Firestore ,,"Advanced statistical software (SPSS, SAS, etc.)" +9327,60-69,Man,Other,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",10-14,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9328,25-29,Man,India,Bachelor’s degree,Other,< 1 years,R,,,,,,,,,,, +9329,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9330,25-29,Man,Peru,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9331,30-34,Man,Germany,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9332,40-44,Man,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9333,22-24,Woman,Tunisia,Master’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +9334,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9335,22-24,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9336,35-39,Man,Israel,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9337,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9338,30-34,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9339,18-21,Woman,Singapore,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9340,18-21,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9341,22-24,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9342,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9343,25-29,Man,Kenya,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9344,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Google Cloud SQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9345,18-21,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9346,22-24,Man,Ghana,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9347,22-24,Man,Japan,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9348,50-54,Man,Italy,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,I do not know,"150,000-199,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9349,25-29,Man,India,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9350,30-34,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9351,30-34,Man,Other,Master’s degree,Other,1-2 years,Python,None,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9352,30-34,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +9353,25-29,Woman,Sri Lanka,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9354,18-21,Woman,Indonesia,Bachelor’s degree,Statistician,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9355,22-24,Man,Japan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9356,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9357,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9358,18-21,Man,India,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,, +9359,22-24,Man,Kenya,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9360,40-44,Woman,United States of America,Bachelor’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9361,30-34,Woman,Other,,,,,,,,,,,,,,, +9362,22-24,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +9363,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9364,22-24,Man,Italy,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +9365,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +9366,30-34,Man,Brazil,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9367,30-34,Man,Other,Master’s degree,Other,3-5 years,Python,,,,,,,,,,, +9368,35-39,Man,Colombia,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9369,30-34,Man,Other,Master’s degree,Other,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9370,25-29,Woman,Malaysia,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9371,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9372,40-44,Man,Viet Nam,,,,,,,,,,,,,,, +9373,30-34,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9374,60-69,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9375,35-39,Man,South Africa,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9376,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +9377,30-34,Woman,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9378,22-24,Woman,Sri Lanka,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,I do not know,"3,000-3,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +9410,35-39,Man,Nigeria,Doctoral degree,Data Analyst,3-5 years,R,None,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"7,500-9,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9379,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9380,50-54,Man,United States of America,Professional degree,Statistician,20+ years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),,,,, +9381,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,Other,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9382,30-34,Woman,China,Doctoral degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9383,30-34,Man,Argentina,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9384,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9385,25-29,Man,Italy,Master’s degree,Data Analyst,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9386,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9387,22-24,Man,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9388,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9389,25-29,Man,Spain,Professional degree,Product/Project Manager,I have never written code,,,,,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9390,18-21,Prefer to self-describe,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9391,35-39,Woman,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9392,22-24,Man,Nigeria,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9393,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +9394,30-34,Man,India,Master’s degree,Other,1-2 years,Python,,,,,,,,,,, +9395,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9396,30-34,Man,Russia,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9397,35-39,Man,Sweden,Master’s degree,Student,5-10 years,Python,,,,,,,,,,, +9398,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9399,22-24,Man,Brazil,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9400,22-24,Man,Indonesia,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9401,30-34,Man,Singapore,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",Amazon Redshift ,Amazon QuickSight, +9402,18-21,Woman,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9403,22-24,Man,China,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9404,50-54,Woman,United States of America,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"2,000-2,999",$100-$999,,, +9405,40-44,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9406,25-29,Woman,India,Master’s degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"4,000-4,999",$0 ($USD),,, +9407,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9408,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +9411,40-44,Man,Canada,Bachelor’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",Other,Tableau,Other +9412,22-24,Woman,Viet Nam,Master’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9413,45-49,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9414,45-49,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9415,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9416,55-59,Man,Israel,Doctoral degree,Data Scientist,20+ years,None,Other,More than 25 times,20 or more years,0-49 employees,20+,No (we do not use ML methods),"> $500,000","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +9417,50-54,Woman,Taiwan,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,50-249 employees,3-4,I do not know,"50,000-59,999",$0 ($USD),,,Other +9418,25-29,Man,China,Master’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",,,, +9419,25-29,Man,Turkey,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9420,22-24,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +9421,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$1-$99,Amazon DynamoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9422,40-44,Man,Indonesia,Master’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9423,25-29,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9424,40-44,Man,Australia,Bachelor’s degree,DBA/Database Engineer,20+ years,SQL,A personal computer or laptop,,,,,,,,,, +9425,18-21,Man,Other,Professional degree,Data Scientist,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +9426,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9427,35-39,Man,Kenya,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9428,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9429,22-24,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9430,25-29,Man,India,Master’s degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9431,35-39,Man,Germany,Master’s degree,Currently not employed,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9432,22-24,Woman,Thailand,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",1-2,I do not know,$0-999,$0 ($USD),,, +9433,25-29,Man,Portugal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9434,25-29,Man,Brazil,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +9435,35-39,Man,Spain,Bachelor’s degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9436,25-29,Man,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +9437,25-29,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,I do not know,"10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9438,25-29,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9439,35-39,Man,Brazil,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9440,18-21,Man,Thailand,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9441,22-24,Man,Nigeria,Master’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +9442,22-24,Man,Japan,Master’s degree,,,,,,,,,,,,,, +9603,18-21,Man,Tunisia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9444,35-39,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +9445,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,Other +9446,30-34,Woman,Belarus,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,,,Other +9447,35-39,Man,Germany,Doctoral degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9448,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9449,30-34,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +9450,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9451,30-34,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9452,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +9453,22-24,Man,Russia,,,,,,,,,,,,,,, +9454,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,,,,,,,,,,,,,, +9455,30-34,Man,United States of America,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +9456,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +9457,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9458,45-49,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,No (we do not use ML methods),"60,000-69,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9459,22-24,Man,Egypt,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9460,25-29,Man,South Korea,Bachelor’s degree,,,,,,,,,,,,,, +9461,55-59,Woman,United States of America,Master’s degree,Data Analyst,10-20 years,None,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"150,000-199,999",$0 ($USD),,, +9462,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9463,22-24,Prefer not to say,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9464,25-29,Man,Other,Doctoral degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9465,45-49,Prefer not to say,United States of America,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9466,22-24,Man,Japan,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +9467,22-24,Man,Morocco,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +9468,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"5,000-7,499",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9469,35-39,Man,Russia,Professional degree,Student,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9470,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9471,30-34,Man,Japan,Professional degree,Research Scientist,1-2 years,R,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9472,18-21,Man,India,I prefer not to answer,Business Analyst,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +9473,22-24,Woman,Pakistan,Master’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9474,30-34,Prefer not to say,Netherlands,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9475,45-49,Man,Japan,I prefer not to answer,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,I do not know,"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9476,22-24,Prefer not to say,India,Master’s degree,Other,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9477,22-24,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9478,30-34,Man,Brazil,Professional degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9479,35-39,Man,Other,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9480,35-39,Woman,Japan,No formal education past high school,Other,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$1-$99,,, +9481,40-44,Man,India,Master’s degree,Data Scientist,20+ years,Python,,,,,,,,,,, +9482,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9483,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9484,35-39,Woman,Malaysia,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9485,25-29,Prefer not to say,Other,I prefer not to answer,Data Engineer,< 1 years,Python,,,,,,,,,,, +9486,22-24,Man,Other,Master’s degree,,,,,,,,,,,,,, +9487,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +9488,45-49,Woman,Italy,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",MongoDB ,, +9489,40-44,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,None,,,,,,,,,, +9490,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9491,22-24,Man,Japan,Master’s degree,Student,1-2 years,,,,,,,,,,,, +9492,35-39,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,Julia,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9493,45-49,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9494,25-29,Woman,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9495,35-39,Man,Peru,I prefer not to answer,Business Analyst,,,,,,,,,,,,, +9496,50-54,Man,United States of America,No formal education past high school,,,,,,,,,,,,,, +9497,25-29,Man,India,Professional degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9498,25-29,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9499,22-24,Woman,Australia,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,,,,,,,,, +9500,18-21,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9501,35-39,Man,Singapore,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9502,30-34,Woman,Nigeria,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +9503,35-39,Man,Brazil,Professional degree,,,,,,,,,,,,,, +9504,45-49,Man,Switzerland,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,I do not know,"150,000-199,999",$0 ($USD),,, +9505,40-44,Man,Japan,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9506,25-29,Man,Russia,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9507,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9508,22-24,Woman,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,,,,,,,,,,,, +9509,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"7,500-9,999",$1-$99,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9510,35-39,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,Other,Never,20 or more years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9511,35-39,Man,United States of America,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9512,35-39,Man,Italy,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9513,35-39,Man,Russia,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9514,22-24,Woman,Taiwan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"10,000-14,999",$0 ($USD),,, +9515,35-39,Man,Netherlands,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9516,25-29,Woman,Thailand,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9517,25-29,Man,Bangladesh,Master’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +9518,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9519,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9520,40-44,Man,United Kingdom of Great Britain and Northern Ireland,,,,,,,,,,,,,,, +9521,35-39,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9522,45-49,Man,United States of America,Master’s degree,Data Analyst,10-20 years,R,A personal computer or laptop,More than 25 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9523,40-44,Man,France,,,,,,,,,,,,,,, +9524,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),,,,, +9525,25-29,Man,Other,,,,,,,,,,,,,,, +9526,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,,,,,,,,,,, +9527,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9528,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9529,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9530,50-54,Man,Canada,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9531,22-24,Woman,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9532,22-24,Woman,Nepal,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9533,35-39,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9534,40-44,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9535,22-24,Man,China,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +9536,25-29,Woman,Malaysia,Bachelor’s degree,Currently not employed,< 1 years,SQL,None,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9537,25-29,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9538,25-29,Woman,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +9539,40-44,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9540,55-59,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"250,000-299,999","$100,000 or more ($USD)",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9809,30-34,Man,Thailand,Bachelor’s degree,Student,< 1 years,SQL,None,Never,I do not use machine learning methods,,,,,,,, +9541,30-34,Man,South Korea,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",,,, +9542,18-21,Man,India,No formal education past high school,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9543,35-39,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9544,30-34,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,I do not know,"60,000-69,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9545,25-29,Man,Thailand,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9546,40-44,Woman,Netherlands,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9547,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9548,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Java,A personal computer or laptop,6-25 times,Under 1 year,50-249 employees,20+,,,,,, +9549,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9550,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9551,30-34,Man,India,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9552,22-24,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9553,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,None,Once,4-5 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,,,Other +9554,30-34,Man,Republic of Korea,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Google Cloud Firestore ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +9555,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9556,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9557,25-29,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +9558,25-29,Man,Brazil,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9559,30-34,Prefer not to say,Netherlands,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,,,,,,,,, +9560,35-39,Woman,Viet Nam,Doctoral degree,Research Scientist,I have never written code,,,,,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,, +9561,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9562,22-24,Woman,Viet Nam,,,,,,,,,,,,,,, +9563,25-29,Man,Canada,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9564,30-34,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9565,22-24,Man,Morocco,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9566,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9567,18-21,Woman,India,,,,,,,,,,,,,,, +9568,35-39,Nonbinary,Taiwan,I prefer not to answer,Business Analyst,,,,,,,,,,,,, +9569,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9570,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9571,25-29,Man,Colombia,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9839,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9572,50-54,Woman,United States of America,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,,, +9573,40-44,Man,South Africa,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9574,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9575,18-21,Man,Pakistan,,,,,,,,,,,,,,, +9576,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9577,30-34,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,,SAP Analytics Cloud ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9578,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9579,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +9580,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9581,35-39,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +9582,22-24,Woman,"Iran, Islamic Republic of...",Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +9583,25-29,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +9584,30-34,Man,India,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,I do not know,"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9585,22-24,Man,India,Master’s degree,Student,1-2 years,Java,A personal computer or laptop,,,,,,,,,, +9586,30-34,Man,Other,Doctoral degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9587,30-34,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9588,22-24,Man,India,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9589,45-49,Man,Japan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,,,,,, +9590,30-34,Man,Germany,Doctoral degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9591,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9592,25-29,Man,India,Professional degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9593,25-29,Man,Russia,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9594,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",5-9,No (we do not use ML methods),$0-999,"$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9595,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +9596,60-69,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9597,60-69,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,,,,,, +9598,22-24,Man,India,Professional degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +9599,25-29,Man,Greece,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,Other +9600,25-29,Man,Bangladesh,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,, +9601,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9602,40-44,Man,Israel,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9604,55-59,Woman,Singapore,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9605,25-29,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,250-999 employees,5-9,,,,,, +9606,25-29,Man,Mexico,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +9607,30-34,Man,Mexico,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,250-999 employees,5-9,No (we do not use ML methods),"100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9608,30-34,Man,Australia,Bachelor’s degree,Other,1-2 years,Julia,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9609,25-29,Man,Argentina,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9610,25-29,Man,Other,,,,,,,,,,,,,,, +9611,45-49,Man,United Kingdom of Great Britain and Northern Ireland,No formal education past high school,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,,, +9612,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,,,,,,,,,,,,,, +9613,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9614,18-21,Man,India,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9615,25-29,Man,Kenya,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +9616,60-69,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9617,25-29,Man,Spain,Master’s degree,Product/Project Manager,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9618,30-34,Man,Belgium,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9619,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9620,22-24,Man,Russia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +9621,25-29,Man,India,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9622,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9623,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"2,000-2,999",$0 ($USD),,, +9624,55-59,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9625,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9626,25-29,Woman,Tunisia,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9627,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9628,18-21,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +9629,22-24,Man,Mexico,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9630,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +9631,40-44,Man,Other,Doctoral degree,Data Scientist,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9632,25-29,Man,Other,Doctoral degree,Student,1-2 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +9633,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9634,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9635,45-49,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,Other,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9636,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +16227,25-29,Man,Republic of Korea,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9637,30-34,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9638,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9639,25-29,Woman,France,Master’s degree,Data Analyst,,,,,,,,,,,,, +9640,45-49,Man,Romania,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9641,45-49,Man,Japan,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9642,25-29,Woman,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,$0-999,,,, +9643,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9644,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +9645,60-69,Woman,Portugal,Doctoral degree,Research Scientist,I have never written code,,,,,250-999 employees,15-19,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9646,60-69,Man,United States of America,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9647,25-29,Man,Netherlands,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9648,35-39,Man,Pakistan,Doctoral degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +9649,25-29,Man,Pakistan,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9650,22-24,Man,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9651,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,Microsoft SQL Server ,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9652,25-29,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9653,18-21,Man,India,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9654,25-29,Woman,Brazil,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,$0-999,$0 ($USD),,, +9655,40-44,Man,Greece,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9656,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Once,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9657,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9658,22-24,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9659,40-44,Man,South Africa,Bachelor’s degree,Software Engineer,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9660,60-69,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9661,18-21,Man,Israel,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,,,,,,,,,, +9662,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9663,30-34,Man,Japan,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9664,25-29,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +9665,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9666,18-21,Man,Viet Nam,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9667,40-44,Man,Singapore,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16228,30-34,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +9668,40-44,Man,United States of America,Master’s degree,Data Analyst,10-20 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Snowflake ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +9669,18-21,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9670,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9671,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9672,18-21,Man,Other,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9673,30-34,Man,Tunisia,Master’s degree,Machine Learning Engineer,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9674,22-24,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9675,35-39,Man,Japan,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9676,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9677,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9678,22-24,Man,Nigeria,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,,,, +9679,22-24,Prefer not to say,Malaysia,Master’s degree,Currently not employed,3-5 years,C++,,,,,,,,,,, +9680,35-39,Man,Taiwan,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,,,,,, +9681,30-34,Man,Other,Bachelor’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9682,60-69,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9683,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9684,35-39,Woman,Spain,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,I do not know,"20,000-24,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9685,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +9686,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9687,30-34,Woman,Other,Master’s degree,Data Analyst,1-2 years,,,,,,,,,,,, +9688,40-44,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,I do not know,"300,000-500,000",$100-$999,Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9689,18-21,Man,Spain,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,5-9,,,,,, +9690,25-29,Man,Other,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9691,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +9692,30-34,Prefer not to say,Italy,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +9693,25-29,Man,India,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9694,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9695,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9696,25-29,Man,Other,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9898,22-24,Woman,Philippines,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9697,35-39,Man,Brazil,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9698,30-34,Man,Germany,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9699,22-24,Man,Bangladesh,Bachelor’s degree,Student,,,,,,,,,,,,, +9700,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9701,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9702,18-21,Man,India,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +9703,40-44,Man,Chile,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",MongoDB ,,Other +9704,40-44,Woman,Canada,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,3-4,I do not know,"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9705,35-39,Woman,United States of America,Bachelor’s degree,Other,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9706,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9707,40-44,Man,France,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9708,30-34,Man,Mexico,Bachelor’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9709,25-29,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9710,22-24,Woman,Malaysia,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +9711,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +9712,22-24,Man,China,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,2-3 years,,,,,,,, +9713,35-39,Man,China,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9714,30-34,Woman,Saudi Arabia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9715,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9716,30-34,Man,France,No formal education past high school,Student,I have never written code,,,,,,,,,,,, +9717,50-54,Man,Australia,,,,,,,,,,,,,,, +9718,30-34,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$1-$99,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9719,18-21,Man,Egypt,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9720,18-21,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9721,25-29,Man,France,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9722,30-34,Man,India,Doctoral degree,Research Scientist,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9723,40-44,Man,Thailand,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",,,, +9724,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9725,35-39,Man,Philippines,Bachelor’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9899,18-21,Man,Brazil,,,,,,,,,,,,,,, +9726,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9727,30-34,Prefer not to say,Canada,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9728,55-59,Man,Taiwan,I prefer not to answer,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +9729,22-24,Woman,India,Master’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",,,,,,, +9730,22-24,Man,China,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +9731,22-24,Woman,Thailand,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,,,,,,,,,,, +9732,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9733,22-24,Man,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9734,25-29,Man,Other,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +9735,60-69,Man,Taiwan,Doctoral degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9736,25-29,Man,Taiwan,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +9737,30-34,Prefer not to say,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9738,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9739,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +9740,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),,,,, +9741,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9742,22-24,Man,Netherlands,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9743,35-39,Woman,India,Master’s degree,Currently not employed,< 1 years,Java,,,,,,,,,,, +9744,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9745,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9746,30-34,Man,India,Master’s degree,Machine Learning Engineer,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9747,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"5,000-7,499",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9748,25-29,Man,Spain,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9749,25-29,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9750,25-29,Man,Sweden,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +9751,18-21,Man,Other,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9752,55-59,Woman,South Korea,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Microsoft SQL Server ,SAP Analytics Cloud ,"Advanced statistical software (SPSS, SAS, etc.)" +9753,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9754,30-34,Man,Malaysia,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9755,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,C,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9756,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +9757,45-49,Man,India,Master’s degree,Other,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9758,25-29,Man,Nigeria,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +9759,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9760,22-24,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9761,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +9762,45-49,Man,Israel,Some college/university study without earning a bachelor’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",PostgresSQL ,, +9763,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,I do not know,"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9764,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9765,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +9766,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9767,18-21,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Student,5-10 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +9768,22-24,Man,Singapore,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9769,30-34,Man,Spain,Doctoral degree,Student,1-2 years,Bash,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9770,18-21,Woman,Thailand,Bachelor’s degree,Data Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9771,35-39,Man,Italy,Doctoral degree,Data Engineer,,,,,,,,,,,,, +9772,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9773,22-24,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +9774,45-49,Man,Brazil,I prefer not to answer,DBA/Database Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"10,000-14,999",$0 ($USD),Google Cloud SQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9775,45-49,Man,Spain,Master’s degree,Statistician,10-20 years,Python,Other,More than 25 times,4-5 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9776,30-34,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",1-2,I do not know,"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9777,40-44,Woman,Brazil,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9778,35-39,Woman,United States of America,Doctoral degree,Data Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9779,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +9780,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9781,25-29,Man,India,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9900,25-29,Man,Greece,Master’s degree,Research Scientist,5-10 years,C,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,No (we do not use ML methods),,,,, +9782,25-29,Man,South Korea,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9783,22-24,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9784,45-49,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +9785,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9786,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +9787,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9788,35-39,Man,United States of America,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +9789,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9790,30-34,Man,Japan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9791,35-39,Woman,Romania,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9792,25-29,Man,Nigeria,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9793,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,, +9794,18-21,Man,United States of America,No formal education past high school,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,Other +9795,30-34,Woman,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,,,,,,, +9796,35-39,Man,India,Doctoral degree,Research Scientist,10-20 years,Java,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,I do not know,$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9797,25-29,Woman,Tunisia,Doctoral degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",MongoDB ,Google Data Studio,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9798,50-54,Woman,United States of America,Doctoral degree,Statistician,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9799,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +9800,45-49,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,No (we do not use ML methods),,,,, +9801,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9802,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9803,22-24,Man,Italy,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9804,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",PostgresSQL ,,Other +9805,45-49,Nonbinary,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9806,25-29,Man,South Korea,Master’s degree,Research Scientist,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$100,000 or more ($USD)",MySQL ,, +9807,25-29,Prefer not to say,Russia,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9808,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9810,45-49,Man,Russia,No formal education past high school,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9811,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9812,22-24,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9813,25-29,Man,India,Master’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,, +9814,30-34,Man,United States of America,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",IBM Db2 ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9815,30-34,Woman,India,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9816,35-39,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,Microsoft Access ,, +9817,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +9818,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,"20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9819,35-39,Man,United States of America,Bachelor’s degree,,,,,,,,,,,,,, +9820,40-44,Woman,Mexico,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9821,25-29,Man,Japan,,,,,,,,,,,,,,, +9822,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9823,30-34,Man,Taiwan,Bachelor’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9824,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9825,40-44,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9826,25-29,Man,Portugal,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9827,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9828,25-29,Man,Greece,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9829,30-34,Man,Indonesia,Bachelor’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9830,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Julia,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9831,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9832,25-29,Man,China,,,,,,,,,,,,,,, +9833,30-34,Man,Greece,Some college/university study without earning a bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9834,25-29,Man,Australia,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +9835,45-49,Man,Other,Master’s degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",10-14,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9836,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),,, +9837,22-24,Woman,Nigeria,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,20+,I do not know,,,,, +9838,35-39,Woman,Brazil,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11174,35-39,Man,Turkey,Master’s degree,Other,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,, +9840,60-69,Man,Japan,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9841,40-44,Woman,Spain,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9842,55-59,Man,Ukraine,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +9843,35-39,Man,Nigeria,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9844,60-69,Woman,France,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,, +9845,40-44,Man,Morocco,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,,,,,,,,,, +9846,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9847,25-29,Man,Turkey,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9848,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9849,25-29,Woman,United States of America,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +9850,18-21,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9851,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9852,45-49,Man,Japan,I prefer not to answer,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +9853,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9854,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9855,25-29,Man,Turkey,Bachelor’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,Google Cloud SQL ,Google Data Studio, +9856,25-29,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +9857,30-34,Man,Mexico,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9858,40-44,Man,Brazil,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9859,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9860,22-24,Man,Viet Nam,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$100,000 or more ($USD)",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9861,22-24,Man,Greece,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +9862,25-29,Man,Romania,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9863,22-24,Man,Russia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9864,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9865,25-29,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9866,35-39,Man,Nigeria,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9867,30-34,Man,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9868,30-34,Man,Italy,Master’s degree,Data Scientist,5-10 years,SQL,Other,Never,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,Other +9869,30-34,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +9870,50-54,Man,Other,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$0 ($USD),,,Other +9871,30-34,Man,Brazil,Professional degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9872,25-29,Man,Other,Master’s degree,Software Engineer,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +9873,30-34,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,SQL,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9874,22-24,Woman,China,,,,,,,,,,,,,,, +9875,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9876,45-49,Man,United States of America,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9877,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +9878,45-49,Man,Japan,,,,,,,,,,,,,,, +9879,25-29,Man,Bangladesh,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9880,45-49,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Julia,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9881,22-24,Man,Canada,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +9882,22-24,Man,Greece,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,, +9883,30-34,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9884,40-44,Woman,Brazil,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9885,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,, +9886,30-34,Man,Turkey,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9887,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +9888,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,1-2 years,,,,,,,, +9889,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,,, +9890,18-21,Woman,India,Master’s degree,Currently not employed,3-5 years,None,,,,,,,,,,, +9891,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +9892,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,,,,,,,,,,, +9893,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9894,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9895,35-39,Man,Nigeria,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9896,30-34,Man,Greece,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +9897,22-24,Woman,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11262,40-44,Man,Pakistan,,,,,,,,,,,,,,, +9901,18-21,Woman,United States of America,Master’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9902,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9903,18-21,Woman,Turkey,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9904,35-39,Woman,India,,,,,,,,,,,,,,, +9905,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,, +9906,30-34,Man,Egypt,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9907,22-24,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9908,22-24,Man,Taiwan,Master’s degree,Student,5-10 years,R,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9909,25-29,Man,China,Master’s degree,,,,,,,,,,,,,, +9910,55-59,Man,Netherlands,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9911,18-21,Woman,Turkey,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +9912,35-39,Man,United States of America,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",IBM Db2 ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9913,30-34,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,Other +9914,45-49,Man,Spain,Bachelor’s degree,Data Scientist,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +9915,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9916,25-29,Man,India,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,,, +9917,40-44,Man,Italy,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9918,22-24,Man,Colombia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9919,30-34,Man,Tunisia,,,,,,,,,,,,,,, +9920,35-39,Woman,Kenya,Bachelor’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,"3,000-3,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +9921,25-29,Man,Russia,I prefer not to answer,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9922,35-39,Man,United States of America,Master’s degree,Product/Project Manager,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,, +9923,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9924,25-29,Prefer to self-describe,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9925,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +9926,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",10-14,I do not know,"10,000-14,999",$1-$99,Microsoft SQL Server ,Alteryx ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9927,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",5-9,I do not know,"100,000-124,999",$1-$99,,, +9928,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9929,55-59,Man,United States of America,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,2-5 times,20 or more years,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +9930,35-39,Man,Germany,Doctoral degree,Research Scientist,,,,,,,,,,,,, +9931,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,,,,,, +9932,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9933,55-59,Man,Ukraine,I prefer not to answer,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +11387,25-29,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +9934,40-44,Man,United States of America,Bachelor’s degree,Other,5-10 years,SQL,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +9935,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,,,,,, +9936,25-29,Woman,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9937,50-54,Prefer not to say,Canada,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9938,25-29,Man,Peru,Doctoral degree,Currently not employed,3-5 years,R,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9939,50-54,Man,United States of America,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9940,25-29,Man,Japan,,,,,,,,,,,,,,, +9941,55-59,Man,Japan,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9942,35-39,Man,Spain,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,I do not know,"2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9943,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9944,30-34,Man,Kenya,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,Other +9945,25-29,Woman,Singapore,Master’s degree,Data Analyst,1-2 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9946,18-21,Man,Viet Nam,Master’s degree,Student,5-10 years,Python,,,,,,,,,,, +9947,60-69,Man,Australia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,20+ years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"4,000-4,999",$0 ($USD),MySQL ,,Other +9948,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +9949,25-29,Man,Thailand,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),,,,, +9950,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +9951,50-54,Woman,United States of America,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9952,25-29,Man,Japan,Master’s degree,Research Scientist,3-5 years,Python,,,,,,,,,,, +9953,30-34,Man,India,I prefer not to answer,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +9954,25-29,Man,Japan,Master’s degree,Other,1-2 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,I do not know,"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9955,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,None,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,MySQL ,Tableau, +9956,18-21,Man,Mexico,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9957,35-39,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9958,40-44,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,I do not know,"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9959,30-34,Man,Russia,,,,,,,,,,,,,,, +9960,35-39,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,Other +9961,25-29,Man,Singapore,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9962,30-34,Woman,India,Bachelor’s degree,Software Engineer,< 1 years,,,,,,,,,,,, +9963,40-44,Woman,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$1-$99,,, +9964,40-44,Man,South Korea,Master’s degree,Data Analyst,5-10 years,,,,,,,,,,,, +9965,40-44,Man,Pakistan,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10242,40-44,Man,Thailand,Doctoral degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,, +9966,55-59,Man,India,I prefer not to answer,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9967,60-69,Man,United States of America,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9968,30-34,Man,India,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,, +9969,22-24,Woman,Indonesia,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,More than 25 times,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9970,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,SQLite ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9971,35-39,Man,Poland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,Other +9972,45-49,Man,India,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9973,50-54,Man,Sweden,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +9974,35-39,Man,South Africa,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Advanced statistical software (SPSS, SAS, etc.)" +9975,30-34,Man,Brazil,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9976,30-34,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +9977,25-29,Man,Mexico,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9978,25-29,Woman,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +9979,35-39,Man,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +9980,25-29,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +9981,22-24,Man,South Africa,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9982,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +9983,18-21,Man,Canada,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9984,40-44,Man,Germany,Professional degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +9985,30-34,Man,Turkey,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,,,,,,,,, +9986,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +9987,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",,,,,,, +9988,22-24,Man,Bangladesh,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +9989,22-24,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +9990,55-59,Man,Spain,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +9991,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,Other,"Local development environments (RStudio, JupyterLab, etc.)" +9992,25-29,Man,Canada,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +9993,25-29,Man,Other,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"3,000-3,999",$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10243,18-21,Man,France,Bachelor’s degree,Student,1-2 years,None,None,Never,I do not use machine learning methods,,,,,,,, +9994,60-69,Man,France,No formal education past high school,Research Scientist,20+ years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +9995,22-24,Man,France,,,,,,,,,,,,,,, +9996,50-54,Man,Australia,Doctoral degree,Research Scientist,20+ years,Java,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +9997,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +9998,45-49,Woman,Singapore,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +9999,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10000,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10001,30-34,Man,Japan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10002,25-29,Man,Sweden,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10003,25-29,Man,Colombia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +10004,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10005,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +10006,25-29,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,, +10007,18-21,Woman,Philippines,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10008,55-59,Man,Japan,Bachelor’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10009,30-34,Woman,Other,Master’s degree,Data Analyst,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10010,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +10011,35-39,Man,"Iran, Islamic Republic of...",Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10012,35-39,Man,Japan,Master’s degree,Software Engineer,,,,,,,,,,,,, +10013,18-21,Man,Mexico,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10014,45-49,Man,Other,I prefer not to answer,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10015,35-39,Man,India,I prefer not to answer,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +10016,40-44,Woman,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,,,,,,, +10017,50-54,Man,Argentina,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,PostgresSQL ,,Other +10018,30-34,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10019,22-24,Woman,Russia,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,,,,,,, +10020,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10021,45-49,Man,India,Bachelor’s degree,Other,20+ years,Python,Other,Never,5-10 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +10022,25-29,Man,India,Professional degree,Machine Learning Engineer,3-5 years,Python,Other,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10023,30-34,Woman,Other,Professional degree,Data Scientist,1-2 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +10053,25-29,Man,Morocco,Doctoral degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10024,30-34,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10025,30-34,Man,Ukraine,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,, +10026,50-54,Man,Other,Master’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10027,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +10028,35-39,Woman,Netherlands,Master’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,No (we do not use ML methods),"60,000-69,999","$10,000-$99,999",Oracle Database ,Microsoft Power BI, +10029,25-29,Man,Canada,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10030,40-44,Man,Singapore,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10031,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10032,25-29,Man,Poland,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"60,000-69,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10033,25-29,Woman,Canada,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10034,35-39,Man,Russia,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10035,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,, +10036,40-44,Man,United States of America,Bachelor’s degree,Other,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10037,35-39,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10038,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10039,60-69,Man,Mexico,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +10040,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10041,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +10042,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10043,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +10044,22-24,Nonbinary,Other,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10045,40-44,Man,Spain,,,,,,,,,,,,,,, +10046,22-24,Woman,Indonesia,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10047,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10048,40-44,Man,Australia,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",MongoDB ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10049,25-29,Man,Turkey,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +10050,60-69,Man,Sweden,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10051,40-44,Man,Italy,No formal education past high school,Other,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10052,50-54,Woman,United States of America,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +10238,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +10054,25-29,Woman,Indonesia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$0 ($USD),,, +10055,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10056,70+,Man,United States of America,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,,,Other +10057,30-34,Man,South Africa,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10058,25-29,Man,Other,No formal education past high school,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +10059,18-21,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +10060,22-24,Man,Sri Lanka,Bachelor’s degree,Software Engineer,,,,,,,,,,,,, +10061,40-44,Man,Canada,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,Other +10062,22-24,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10063,22-24,Woman,India,Bachelor’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10064,50-54,Man,Taiwan,Master’s degree,Product/Project Manager,10-20 years,C,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,20+,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10065,40-44,Man,United States of America,Doctoral degree,Research Scientist,20+ years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +10066,60-69,Woman,Portugal,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10067,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +10068,18-21,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10069,40-44,Man,Other,Doctoral degree,Software Engineer,1-2 years,SQL,Other,2-5 times,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Oracle Database ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10070,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,10-20 years,Python,Other,Never,10-20 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",PostgresSQL ,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +10071,25-29,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10072,45-49,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$10,000-$99,999",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10073,25-29,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10074,30-34,Woman,United States of America,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10075,30-34,Woman,Belarus,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10076,30-34,Woman,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +10077,25-29,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10078,35-39,Woman,India,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10079,45-49,Man,Mexico,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10080,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10081,22-24,Man,Spain,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10082,22-24,Woman,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10239,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10083,50-54,Man,Turkey,Doctoral degree,Data Scientist,20+ years,Julia,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10084,22-24,Man,Taiwan,Master’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10085,18-21,Prefer not to say,India,Master’s degree,Student,1-2 years,R,None,Never,,,,,,,,, +10086,70+,Man,Mexico,Master’s degree,Statistician,20+ years,C++,A personal computer or laptop,Never,10-20 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,, +10087,40-44,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10088,22-24,Woman,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10089,60-69,Man,India,Master’s degree,Business Analyst,20+ years,R,None,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10090,25-29,Woman,Other,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10091,30-34,Man,China,Master’s degree,Data Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$10,000-$99,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +10092,22-24,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +10093,30-34,Woman,United States of America,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10094,40-44,Man,Other,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10095,25-29,Man,Israel,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,Google Cloud SQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10096,18-21,Woman,Turkey,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +10097,30-34,Man,Viet Nam,Master’s degree,Data Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +10098,30-34,Man,Turkey,,,,,,,,,,,,,,, +10099,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,I do not know,"4,000-4,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10100,25-29,Man,Belgium,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10101,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$1000-$9,999",,, +10102,18-21,Man,China,,,,,,,,,,,,,,, +10103,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +10104,45-49,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,Other,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +10105,40-44,Man,Poland,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10106,22-24,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +10107,35-39,Man,Saudi Arabia,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10108,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10109,18-21,Man,China,,,,,,,,,,,,,,, +10110,25-29,Man,Sri Lanka,I prefer not to answer,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,I do not know,"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10111,35-39,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10112,40-44,Man,Switzerland,Doctoral degree,Statistician,20+ years,Python,Other,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",SQLite ,,Other +10113,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10114,22-24,Man,Romania,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10115,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10116,25-29,Man,Brazil,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",,,,,,, +10117,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +10118,35-39,Man,Pakistan,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",MySQL ,Amazon QuickSight, +10119,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10120,25-29,Man,Russia,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +10121,45-49,Man,Malaysia,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10122,45-49,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10123,45-49,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,3-4,No (we do not use ML methods),"4,000-4,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10124,25-29,Man,India,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,, +10125,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +10126,25-29,Man,Mexico,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +10127,22-24,Man,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10128,30-34,Man,Canada,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10129,30-34,Man,Canada,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10130,60-69,Woman,Other,I prefer not to answer,Currently not employed,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10131,25-29,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10132,60-69,Woman,Belgium,Doctoral degree,Other,I have never written code,,,,,50-249 employees,1-2,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10133,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +10134,60-69,Man,Canada,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10135,25-29,Man,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Once,,,,,,,,, +10136,30-34,Man,Poland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,I do not know,"30,000-39,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +10137,50-54,Man,India,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Once,,,,,,,,, +10138,25-29,Man,Viet Nam,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,, +10139,50-54,Man,Israel,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10140,30-34,Man,Greece,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10141,55-59,Man,United States of America,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10142,35-39,Woman,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10143,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10144,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10240,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10145,50-54,Man,Argentina,Master’s degree,Data Scientist,20+ years,Julia,Other,2-5 times,10-20 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +10146,25-29,Man,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10147,22-24,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +10148,18-21,Man,India,Bachelor’s degree,Student,3-5 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10149,30-34,Man,India,Professional degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10150,25-29,Man,Peru,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10151,30-34,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10152,22-24,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +10153,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +10154,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +10155,18-21,Man,Indonesia,Bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"1000-9,999 employees",10-14,I do not know,$0-999,$0 ($USD),,,Other +10156,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +10157,22-24,Man,Indonesia,Master’s degree,Machine Learning Engineer,,,,,,,,,,,,, +10158,22-24,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10159,25-29,Woman,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10160,25-29,Woman,Brazil,Master’s degree,Research Scientist,,,,,,,,,,,,, +10161,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10162,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Java,A personal computer or laptop,Never,,,,,,,,, +10163,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10164,45-49,Man,Nigeria,Master’s degree,Research Scientist,I have never written code,,,,,50-249 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10165,40-44,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10166,25-29,Woman,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10167,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10168,18-21,Woman,United States of America,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +10169,40-44,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10170,45-49,Man,Italy,Master’s degree,Other,3-5 years,C++,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,Einstein Analytics,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10171,45-49,Woman,India,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10172,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,I do not know,"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10173,50-54,Man,South Korea,Professional degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10174,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +10175,45-49,Man,Egypt,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +10176,40-44,Man,Brazil,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10177,45-49,Man,Spain,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,I do not know,"50,000-59,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10241,22-24,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +10277,50-54,Man,United States of America,Doctoral degree,Other,20+ years,Python,,,,,,,,,,, +10178,25-29,Woman,Other,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10179,22-24,Woman,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10180,22-24,Woman,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10181,22-24,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10182,22-24,Man,United States of America,Master’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10183,22-24,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10184,35-39,Man,South Korea,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10185,18-21,Man,Tunisia,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +10186,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10187,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10188,25-29,Man,South Africa,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10189,40-44,Man,Republic of Korea,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10190,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10191,25-29,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10192,25-29,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10193,18-21,Man,Ghana,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +10194,22-24,Woman,Nigeria,Bachelor’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10195,25-29,Woman,Spain,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10196,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10197,45-49,Woman,France,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +10198,40-44,Man,South Africa,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10199,30-34,Man,Other,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10200,30-34,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10201,35-39,Man,Nepal,Master’s degree,Statistician,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +10202,25-29,Man,China,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10203,18-21,Prefer not to say,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +10204,35-39,Man,Morocco,Doctoral degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",PostgresSQL ,Qlik,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11449,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10205,30-34,Man,United States of America,Bachelor’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",Snowflake ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +10206,40-44,Woman,United States of America,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10207,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +10208,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +10209,22-24,Man,Pakistan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10210,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10211,25-29,Man,Nepal,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10212,45-49,Man,France,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10213,40-44,Woman,United States of America,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10214,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10215,30-34,Man,Other,Professional degree,Other,10-20 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10216,25-29,Woman,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +10217,18-21,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +10218,60-69,Man,France,Master’s degree,Data Engineer,20+ years,Other,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10219,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10220,40-44,Man,Other,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",MySQL ,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10221,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10222,22-24,Man,Poland,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +10223,35-39,Man,South Korea,Professional degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,,,,, +10224,60-69,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10225,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10226,35-39,Man,India,Master’s degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",Google Cloud Firestore ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10227,25-29,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10228,40-44,Man,United States of America,,,,,,,,,,,,,,, +10229,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10230,30-34,Man,United States of America,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10231,22-24,Man,Pakistan,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10232,45-49,Man,Morocco,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10233,18-21,Man,Ukraine,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10234,18-21,Woman,India,,,,,,,,,,,,,,, +10235,35-39,Prefer not to say,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +10236,22-24,Man,Indonesia,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,4-5 years,,,,,,,, +10237,45-49,Man,Argentina,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10244,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10245,22-24,Man,India,Doctoral degree,Research Scientist,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,,, +10246,18-21,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,, +10247,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10248,18-21,Man,Netherlands,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10249,30-34,Man,Brazil,Bachelor’s degree,Data Engineer,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"1000-9,999 employees",10-14,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10250,60-69,Man,Australia,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",,,Other +10251,25-29,Woman,India,,,,,,,,,,,,,,, +10252,50-54,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +10253,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10254,22-24,Man,Mexico,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10255,22-24,Woman,Turkey,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10256,22-24,Woman,Australia,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10257,25-29,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +10258,35-39,Man,Saudi Arabia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10259,30-34,Woman,United States of America,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10260,18-21,Man,China,Master’s degree,Machine Learning Engineer,< 1 years,C++,A personal computer or laptop,Once,,,,,,,,, +10261,30-34,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10262,22-24,Man,Brazil,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10263,25-29,Man,Canada,Master’s degree,Data Scientist,1-2 years,Javascript,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10264,35-39,Man,Colombia,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10265,25-29,Man,Sweden,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +10266,45-49,Woman,United States of America,Master’s degree,Currently not employed,5-10 years,SQL,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10267,25-29,Man,France,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10268,40-44,Man,Thailand,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10269,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,50-249 employees,3-4,I do not know,"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10270,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10271,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10272,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10273,22-24,Man,France,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10274,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"70,000-79,999",$100-$999,,, +10275,55-59,Woman,Other,I prefer not to answer,Currently not employed,,,,,,,,,,,,, +10276,40-44,Man,United States of America,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10278,45-49,Man,South Korea,Bachelor’s degree,Software Engineer,20+ years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10279,18-21,Woman,Kenya,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10280,30-34,Man,Chile,No formal education past high school,Currently not employed,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +10281,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10282,45-49,Man,India,Professional degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$100,000 or more ($USD)",,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10283,25-29,Man,Republic of Korea,Bachelor’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +10284,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +10285,40-44,Woman,Brazil,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10286,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",10-14,I do not know,"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10287,50-54,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10288,22-24,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +10289,22-24,Man,Bangladesh,I prefer not to answer,Research Scientist,1-2 years,SQL,A personal computer or laptop,More than 25 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +10290,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10291,22-24,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +10292,35-39,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,Amazon Redshift ,,"Advanced statistical software (SPSS, SAS, etc.)" +10293,35-39,Man,Japan,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10294,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10295,40-44,Man,Republic of Korea,Master’s degree,Business Analyst,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10296,40-44,Man,Colombia,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10297,35-39,Man,Indonesia,No formal education past high school,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10298,30-34,Woman,Other,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,, +10299,45-49,Man,South Africa,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,0,I do not know,"30,000-39,999",$0 ($USD),,, +10300,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10301,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +10302,40-44,Man,Germany,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +10303,30-34,Man,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +10304,35-39,Man,India,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10305,22-24,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +10306,30-34,Man,Argentina,Professional degree,Data Scientist,1-2 years,Other,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10307,18-21,Man,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10308,22-24,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10309,35-39,Man,Belarus,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10310,50-54,Woman,Other,Professional degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10311,35-39,Man,South Africa,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10312,25-29,Woman,United States of America,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10313,18-21,Woman,China,Bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10314,18-21,Man,Morocco,Professional degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10315,30-34,Man,India,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10316,22-24,Woman,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,,,,,,,, +10317,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10318,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,Oracle Database ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10319,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,None,2-5 times,1-2 years,,,,,,,, +10320,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10321,22-24,Woman,Morocco,Master’s degree,Software Engineer,1-2 years,SQL,,,,,,,,,,, +10322,55-59,Man,Other,Bachelor’s degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"4,000-4,999","$1000-$9,999",Microsoft SQL Server ,, +10323,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,C++,A personal computer or laptop,Once,1-2 years,,,,,,,, +10324,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +10325,60-69,Man,Spain,Master’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +10326,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10327,45-49,Man,Spain,Professional degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10328,35-39,Woman,Egypt,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,1-2,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10329,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",MySQL ,, +10330,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10331,35-39,Woman,Brazil,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10332,25-29,Man,India,,,,,,,,,,,,,,, +10333,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",Other,,Other +10334,30-34,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10335,18-21,Man,China,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,, +10336,25-29,Woman,Spain,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10337,22-24,Man,South Africa,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10403,40-44,Man,Greece,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10338,25-29,Nonbinary,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10339,18-21,Woman,Viet Nam,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +10340,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10341,55-59,Man,Canada,Master’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10342,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10343,18-21,Man,Turkey,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10344,22-24,Man,Morocco,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10345,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10346,22-24,Man,Nigeria,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10347,22-24,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10348,18-21,Man,Poland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +10349,25-29,Man,Australia,Master’s degree,Business Analyst,3-5 years,R,,,,,,,,,,, +10350,22-24,Woman,India,Master’s degree,Student,< 1 years,,,,,,,,,,,, +10351,30-34,Man,Sweden,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,Other +10352,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10353,40-44,Man,Netherlands,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Oracle Database ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10354,45-49,Man,Switzerland,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10355,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,I have never written code,,,,,"10,000 or more employees",5-9,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10356,25-29,Woman,France,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10357,30-34,Man,India,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,, +10358,30-34,Man,Japan,,,,,,,,,,,,,,, +10359,40-44,Woman,United States of America,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10360,18-21,Man,Viet Nam,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +10361,25-29,Man,United States of America,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +10362,40-44,Woman,India,Professional degree,Research Scientist,5-10 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10363,18-21,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +10364,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +10365,45-49,Man,Italy,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Once,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10366,22-24,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10367,22-24,Man,India,Master’s degree,Student,5-10 years,Other,A personal computer or laptop,Once,Under 1 year,,,,,,,,Other +10368,35-39,Man,India,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10369,25-29,Man,India,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10370,30-34,Woman,Egypt,Doctoral degree,Research Scientist,5-10 years,MATLAB,A personal computer or laptop,Never,2-3 years,50-249 employees,0,No (we do not use ML methods),,,,, +10371,25-29,Woman,China,Master’s degree,Product/Project Manager,< 1 years,C,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10372,35-39,Man,Chile,Bachelor’s degree,Software Engineer,10-20 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11511,40-44,Man,Brazil,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +10373,45-49,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,Other +10374,25-29,Man,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10375,30-34,Man,China,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10376,25-29,Man,Other,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10377,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +10378,25-29,Man,Nigeria,Master’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10379,30-34,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10380,45-49,Woman,Spain,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10381,30-34,Woman,United States of America,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +10382,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10383,30-34,Man,Other,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10384,25-29,Man,Bangladesh,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10385,18-21,Woman,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10386,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +10387,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10388,18-21,Prefer not to say,Kenya,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10389,25-29,Man,Russia,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10390,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +10391,50-54,Woman,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",20+,No (we do not use ML methods),"90,000-99,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10392,22-24,Woman,Thailand,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10393,50-54,Woman,United States of America,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10394,25-29,Man,Singapore,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10395,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10396,40-44,Man,India,Some college/university study without earning a bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10397,50-54,Man,Peru,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +10398,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +10399,30-34,Man,Brazil,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +10400,25-29,Man,Netherlands,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10401,25-29,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10402,22-24,Man,Morocco,Master’s degree,Student,1-2 years,R,,,,,,,,,,, +10642,35-39,Man,France,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +10404,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10405,25-29,Man,South Africa,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +10406,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,Other +10407,45-49,Man,Australia,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10408,35-39,Woman,India,,,,,,,,,,,,,,, +10409,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +10410,50-54,Man,France,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10411,35-39,Man,Mexico,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10412,30-34,Man,India,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10413,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +10414,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10415,35-39,Man,Ukraine,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10416,35-39,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10417,22-24,Man,Thailand,Some college/university study without earning a bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10418,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +10419,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10420,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10421,25-29,Man,Nigeria,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10422,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10423,22-24,Man,India,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10424,50-54,Man,United Arab Emirates,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,, +10425,22-24,Woman,India,Master’s degree,Data Scientist,5-10 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10426,35-39,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"2,000-2,999",$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10427,40-44,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",,, +10428,35-39,Man,India,Professional degree,Student,I have never written code,,,,,,,,,,,,Other +10429,25-29,Man,China,Doctoral degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10430,25-29,Man,China,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,SQLite ,Tableau, +10431,18-21,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10432,18-21,Man,India,Professional degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +11544,22-24,Woman,India,Master’s degree,Machine Learning Engineer,< 1 years,R,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,20+,I do not know,,,,, +10433,30-34,Man,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10434,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10435,22-24,Woman,United Arab Emirates,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10436,30-34,Man,India,Doctoral degree,Data Analyst,5-10 years,C,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10437,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10438,40-44,Man,Taiwan,Doctoral degree,Data Engineer,10-20 years,Java,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10439,25-29,Man,Germany,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10440,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,, +10441,35-39,Woman,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10442,22-24,Man,China,Bachelor’s degree,,,,,,,,,,,,,, +10443,30-34,Woman,Spain,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10444,30-34,Man,France,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,0,I do not know,,,,, +10445,22-24,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,, +10446,30-34,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10447,30-34,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +10448,25-29,Man,Australia,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10449,22-24,Man,Russia,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10450,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10451,50-54,Man,Portugal,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +10452,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10453,22-24,Man,Other,No formal education past high school,Business Analyst,< 1 years,Java,,,,,,,,,,, +10454,22-24,Woman,Morocco,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10455,25-29,Man,Greece,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10456,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10457,30-34,Prefer not to say,United States of America,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,,,,,,,, +10458,55-59,Man,Japan,No formal education past high school,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +10459,40-44,Man,Japan,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10460,40-44,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10461,40-44,Woman,Germany,Doctoral degree,Research Scientist,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10462,30-34,Man,India,Professional degree,Software Engineer,5-10 years,C++,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10463,55-59,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"200,000-249,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10464,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10465,50-54,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10466,25-29,Man,India,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +10467,25-29,Man,South Korea,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10468,25-29,Man,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10469,25-29,Woman,India,Doctoral degree,Research Scientist,3-5 years,Python,,,,,,,,,,, +10470,45-49,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10471,30-34,Man,China,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10472,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10473,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",,Other,"Local development environments (RStudio, JupyterLab, etc.)" +10474,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +10475,35-39,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10476,40-44,Woman,Canada,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10477,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10478,18-21,Man,Philippines,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10479,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10480,22-24,Woman,Mexico,Doctoral degree,Other,I have never written code,,,,,0-49 employees,,,,,,, +10481,25-29,Man,Republic of Korea,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10482,25-29,Man,India,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +10483,18-21,Man,Tunisia,I prefer not to answer,Student,1-2 years,Other,None,,,,,,,,,, +10484,25-29,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +10485,45-49,Man,South Korea,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10486,25-29,Man,Indonesia,Master’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +10487,18-21,Woman,United States of America,Master’s degree,Student,5-10 years,Python,,,,,,,,,,, +10488,25-29,Man,Indonesia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10489,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +10490,22-24,Man,Turkey,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10491,22-24,Woman,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,0,I do not know,,,,, +10492,35-39,Woman,Poland,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10493,22-24,Man,India,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10494,18-21,Woman,Indonesia,,,,,,,,,,,,,,, +10495,18-21,Man,Taiwan,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,,,,,,,,, +11606,25-29,Woman,Italy,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10496,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10497,30-34,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10498,25-29,Woman,India,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,,,,,,,,Other +10499,40-44,Man,Other,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10500,40-44,Woman,France,,,,,,,,,,,,,,, +10501,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Julia,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10502,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +10503,60-69,Man,Sweden,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"90,000-99,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10504,40-44,Man,India,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10505,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"5,000-7,499",$1-$99,MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10506,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10507,22-24,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10508,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10509,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10510,35-39,Man,Brazil,Professional degree,Student,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10511,70+,Man,United States of America,Bachelor’s degree,Other,3-5 years,,,,,,,,,,,, +10512,22-24,Man,Kenya,Master’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10513,60-69,Man,United Arab Emirates,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10514,25-29,Man,China,Master’s degree,Research Scientist,3-5 years,C++,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,, +10515,18-21,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +10516,22-24,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10517,18-21,Man,Indonesia,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,,,,,,, +10518,25-29,Man,Other,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10519,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +10520,30-34,Man,Other,Doctoral degree,Research Scientist,3-5 years,Bash,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +10521,35-39,Man,Saudi Arabia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10522,40-44,Man,Sweden,Master’s degree,Data Engineer,10-20 years,SQL,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10523,22-24,Man,Spain,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,I do not know,"1,000-1,999",$1-$99,,, +10643,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10524,22-24,Man,India,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +10525,25-29,Woman,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +10526,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10527,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10528,35-39,Man,India,Professional degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10529,40-44,Man,United States of America,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,I do not know,"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10530,25-29,Man,Brazil,Doctoral degree,Student,I have never written code,,,,,,,,,,,, +10531,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10532,22-24,Man,Israel,Bachelor’s degree,,,,,,,,,,,,,, +10533,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",,,,,,, +10534,18-21,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10535,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,, +10536,45-49,Man,Australia,Bachelor’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10537,30-34,Woman,India,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10538,45-49,Man,United States of America,Doctoral degree,Research Scientist,I have never written code,,,,,50-249 employees,20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10539,22-24,Man,Mexico,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +10540,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,Microsoft Azure Data Lake Storage ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10541,40-44,Man,United Arab Emirates,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10542,25-29,Woman,France,Doctoral degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10543,45-49,Woman,United States of America,I prefer not to answer,Software Engineer,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10544,25-29,Woman,India,Professional degree,Other,3-5 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10545,30-34,Woman,Germany,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10546,50-54,Man,Russia,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +10547,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10548,22-24,Man,India,Bachelor’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10549,25-29,Man,Italy,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10550,30-34,Man,Nigeria,Bachelor’s degree,Research Scientist,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,, +16229,22-24,Man,Chile,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +10551,25-29,Man,Brazil,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10552,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +10553,40-44,Man,Other,Doctoral degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",1-2,I do not know,"30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10554,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10555,30-34,Man,Pakistan,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10556,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10557,30-34,Man,Russia,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +10558,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10559,25-29,Man,Brazil,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10560,22-24,Woman,Tunisia,Professional degree,Data Engineer,5-10 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,Other +10561,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10562,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +10563,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10564,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10565,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10566,35-39,Man,Australia,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"> $500,000","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10567,35-39,Man,India,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10568,18-21,Man,India,Bachelor’s degree,Other,1-2 years,Python,,,,,,,,,,, +10569,22-24,Man,Russia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10570,22-24,Man,Mexico,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10571,30-34,Woman,Other,Doctoral degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +10572,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10573,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10574,30-34,Man,Canada,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10575,35-39,Man,United States of America,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +10576,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10577,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +10578,18-21,Woman,China,Master’s degree,,,,,,,,,,,,,, +10579,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +10580,70+,Man,Australia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10581,25-29,Man,Sri Lanka,Master’s degree,Data Analyst,,,,,,,,,,,,, +10582,35-39,Man,India,Master’s degree,Other,I have never written code,,,,,50-249 employees,3-4,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10583,35-39,Man,Brazil,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10584,35-39,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10585,35-39,Man,Russia,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10586,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +10587,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10588,22-24,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10589,40-44,Man,Mexico,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10590,40-44,Man,Italy,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10591,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10592,35-39,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10593,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10594,30-34,Man,United States of America,Bachelor’s degree,Other,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10595,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10596,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10597,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10598,25-29,Woman,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10599,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10600,35-39,Man,United States of America,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10601,35-39,Man,Mexico,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10602,40-44,Man,Japan,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"70,000-79,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10603,30-34,Man,Italy,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,, +10604,40-44,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10605,22-24,Man,Viet Nam,Bachelor’s degree,Student,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10606,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10607,25-29,Man,Romania,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10608,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +10609,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10610,55-59,Man,Canada,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,20+,,,,,, +10611,45-49,Man,Singapore,Master’s degree,Other,20+ years,Python,A personal computer or laptop,6-25 times,20 or more years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10612,30-34,Woman,Other,Master’s degree,,,,,,,,,,,,,, +16230,22-24,Man,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10613,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Data Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10614,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10615,30-34,Man,Other,Master’s degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10616,22-24,Man,Pakistan,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10617,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10618,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10619,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10620,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10621,50-54,Man,Other,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +10622,40-44,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10623,50-54,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10624,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,Other +10625,25-29,Man,India,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10626,25-29,Man,Sri Lanka,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",MySQL ,, +10627,25-29,Man,Netherlands,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10628,60-69,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +10629,25-29,Prefer to self-describe,India,,,,,,,,,,,,,,, +10630,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +10631,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10632,22-24,Woman,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,,,,,,,, +10633,40-44,Man,Taiwan,Doctoral degree,Data Scientist,10-20 years,Python,Other,Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10634,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,,,,,,,,,,, +10635,70+,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10636,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",Microsoft SQL Server ,,Other +10637,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10638,22-24,Nonbinary,China,I prefer not to answer,Student,< 1 years,Other,Other,Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10639,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10640,40-44,Man,China,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10641,35-39,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10644,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10645,30-34,Woman,Indonesia,Master’s degree,,,,,,,,,,,,,, +10646,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"40,000-49,999","$1000-$9,999",,, +10647,18-21,Woman,Other,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Once,5-10 years,,,,,,,, +10648,45-49,Man,Italy,Professional degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),,,,, +10649,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10650,25-29,Man,India,Professional degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$1-$99,Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +10651,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,Tableau, +10652,22-24,Man,Nigeria,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10653,25-29,Man,Bangladesh,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$100,000 or more ($USD)",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10654,30-34,Man,Japan,,,,,,,,,,,,,,, +10655,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10656,25-29,Man,Brazil,Master’s degree,Data Scientist,,,,,,,,,,,,, +10657,35-39,Woman,Brazil,Master’s degree,Other,,,,,,,,,,,,, +10658,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,Google Cloud SQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10659,25-29,Woman,Egypt,Professional degree,Data Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10660,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10661,40-44,Prefer to self-describe,Portugal,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10662,25-29,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,3-4 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,Other +10663,25-29,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,, +10664,30-34,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,3-4 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +10665,18-21,Woman,Bangladesh,Bachelor’s degree,Student,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10666,30-34,Man,United States of America,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +10667,30-34,Man,Other,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"5,000-7,499",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +10668,35-39,Man,South Korea,Master’s degree,Research Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +10669,40-44,Man,Canada,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10670,30-34,Man,Other,Doctoral degree,Other,5-10 years,Python,None,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +10671,45-49,Man,United States of America,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10672,30-34,Man,Germany,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10673,30-34,Man,Germany,Some college/university study without earning a bachelor’s degree,Other,5-10 years,Julia,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +10705,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10674,35-39,Prefer not to say,United States of America,I prefer not to answer,DBA/Database Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),Oracle Database ,,Other +10675,60-69,Man,Brazil,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10676,25-29,Woman,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,No (we do not use ML methods),"20,000-24,999",$0 ($USD),PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10677,25-29,Man,Ghana,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10678,22-24,Man,Pakistan,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10679,22-24,Woman,India,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,Other +10680,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10681,25-29,Woman,Indonesia,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10682,25-29,Woman,India,Bachelor’s degree,Other,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10683,18-21,Woman,India,,,,,,,,,,,,,,, +10684,30-34,Man,Morocco,I prefer not to answer,Software Engineer,5-10 years,Other,None,Once,I do not use machine learning methods,50-249 employees,0,,,,,, +10685,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +10686,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10687,25-29,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"> $500,000","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10688,70+,Man,United Kingdom of Great Britain and Northern Ireland,No formal education past high school,Other,20+ years,Other,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10689,30-34,Man,Mexico,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10690,30-34,Man,Other,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +10691,50-54,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10692,22-24,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10693,35-39,Man,Mexico,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,Other +10694,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,None,Never,I do not use machine learning methods,,,,,,,, +10695,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10696,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10697,55-59,Man,Other,Master’s degree,Data Scientist,10-20 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,Other +10698,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10699,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +10700,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10701,25-29,Woman,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10702,25-29,Woman,Switzerland,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,Other +10703,18-21,Man,Other,Master’s degree,Currently not employed,1-2 years,C++,None,Never,I do not use machine learning methods,,,,,,,, +10704,25-29,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10706,25-29,Man,Egypt,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10707,35-39,Man,Chile,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10708,22-24,Man,Nigeria,Master’s degree,Statistician,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10709,18-21,Prefer not to say,United States of America,No formal education past high school,Student,I have never written code,,,,,,,,,,,, +10710,22-24,Man,Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"20,000-24,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10711,30-34,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10712,30-34,Woman,Philippines,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10713,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10714,25-29,Man,Taiwan,Master’s degree,,,,,,,,,,,,,, +10715,35-39,Man,Ukraine,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10716,22-24,Man,Nigeria,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +10717,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +10718,30-34,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10719,25-29,Man,India,Professional degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10720,55-59,Man,India,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,TIBCO Spotfire,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10721,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10722,18-21,Man,"Iran, Islamic Republic of...",Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10723,22-24,Man,Thailand,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,0,,,,,, +10724,55-59,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10725,35-39,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10726,22-24,Woman,Nepal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10727,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10728,22-24,Man,United States of America,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +10729,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10730,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10731,45-49,Man,Other,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10732,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10733,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10734,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +10735,22-24,Man,India,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10736,30-34,Man,Spain,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10737,25-29,Man,Turkey,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +10738,22-24,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16565,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10739,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10740,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10741,22-24,Woman,Malaysia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10742,22-24,Man,Taiwan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10743,25-29,Man,Australia,Bachelor’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10744,30-34,Man,Taiwan,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10745,22-24,Man,Romania,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10746,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +10747,25-29,Prefer not to say,Other,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10748,50-54,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,Oracle Database ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10749,30-34,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10750,25-29,Man,Tunisia,Professional degree,Other,3-5 years,Python,,,,,,,,,,, +10751,25-29,Man,Japan,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10752,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",,,, +10753,22-24,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10754,50-54,Woman,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,20 or more years,,,,,,,, +10755,30-34,Man,Brazil,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10756,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10757,25-29,Man,China,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +10758,25-29,Man,Netherlands,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,0,I do not know,"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10759,22-24,Man,China,Master’s degree,Student,3-5 years,,,,,,,,,,,, +10760,18-21,Man,Ghana,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10761,22-24,Man,Germany,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10762,22-24,Woman,Malaysia,Bachelor’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10763,35-39,Woman,United States of America,Bachelor’s degree,Other,1-2 years,C,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,,,,,, +10764,40-44,Man,Nigeria,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10765,30-34,Man,Mexico,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10766,18-21,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,, +10767,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Software Engineer,5-10 years,Javascript,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,, +10768,55-59,Man,Republic of Korea,,,,,,,,,,,,,,, +10769,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10770,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,,,,,,,,,,,,, +10771,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +10772,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10773,30-34,Woman,Russia,Doctoral degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10774,22-24,Man,Germany,Master’s degree,Research Scientist,3-5 years,Julia,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +10775,30-34,Woman,India,Doctoral degree,,,,,,,,,,,,,, +10776,30-34,Man,India,Doctoral degree,Other,3-5 years,MATLAB,A personal computer or laptop,Once,3-4 years,250-999 employees,0,No (we do not use ML methods),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10777,25-29,Man,Taiwan,Master’s degree,Data Engineer,< 1 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10778,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10779,25-29,Man,Nigeria,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10780,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10781,22-24,Woman,Other,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +10782,18-21,Man,Egypt,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10783,45-49,Man,Japan,Professional degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,, +10784,25-29,Woman,Tunisia,Doctoral degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +10785,25-29,Man,Russia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,I do not know,"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10786,30-34,Man,India,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,Microsoft Access ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10787,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +10788,22-24,Man,Other,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,MySQL ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +10789,45-49,Man,India,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10790,25-29,Man,India,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",10-14,I do not know,"1,000-1,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10791,22-24,Man,Russia,,,,,,,,,,,,,,, +10792,35-39,Man,Ukraine,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10793,40-44,Man,Ukraine,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10794,25-29,Man,Brazil,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10795,18-21,Man,India,,,,,,,,,,,,,,, +10796,30-34,Woman,Ukraine,Bachelor’s degree,Product/Project Manager,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10797,40-44,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10798,18-21,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10799,60-69,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,SQL,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,I do not know,"90,000-99,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10800,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +10801,30-34,Woman,India,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10802,50-54,Man,Spain,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10803,22-24,Woman,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10804,18-21,Man,Canada,,,,,,,,,,,,,,, +10805,40-44,Woman,Japan,Bachelor’s degree,Software Engineer,10-20 years,Python,None,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10806,30-34,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10807,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +10808,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10809,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10810,30-34,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10811,55-59,Man,Greece,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +10812,22-24,Man,Taiwan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10813,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +10814,25-29,Man,Other,I prefer not to answer,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10815,35-39,Man,Turkey,I prefer not to answer,Data Engineer,I have never written code,,,,,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10816,25-29,Man,India,,,,,,,,,,,,,,, +10817,25-29,Man,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10818,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10819,25-29,Woman,India,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +10820,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10821,25-29,Man,Japan,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10822,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10823,50-54,Man,India,Professional degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10824,25-29,Man,Greece,Master’s degree,,,,,,,,,,,,,, +10825,18-21,Woman,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,, +10826,25-29,Man,Brazil,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10827,25-29,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +10828,40-44,Man,Kenya,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10829,55-59,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,I do not know,,,,, +10830,22-24,Man,Spain,,,,,,,,,,,,,,, +10831,40-44,Man,United States of America,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10832,25-29,Man,Israel,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16566,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10833,25-29,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10834,25-29,Man,India,Master’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10835,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10836,22-24,Woman,Romania,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10837,22-24,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10838,35-39,Woman,France,Professional degree,Other,3-5 years,Java,None,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +10839,45-49,Man,Germany,Professional degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,No (we do not use ML methods),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10840,18-21,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10841,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10842,30-34,Man,Singapore,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10843,25-29,Woman,India,Professional degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10844,35-39,Woman,Other,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10845,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10846,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10847,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,< 1 years,,,,,,,,,,,, +10848,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,, +10849,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10850,30-34,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,10-20 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +10851,25-29,Woman,Sri Lanka,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10852,25-29,Man,Pakistan,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10853,35-39,Man,United States of America,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10854,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10855,45-49,Man,Greece,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$1-$99,Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10856,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +10857,22-24,Man,Brazil,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,, +10858,22-24,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10859,25-29,Woman,South Africa,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10949,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +10860,50-54,Man,Russia,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10861,40-44,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +10862,22-24,Man,Saudi Arabia,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10863,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10864,35-39,Woman,India,Doctoral degree,Other,5-10 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,I do not know,,,,, +10865,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,I do not know,"1,000-1,999",$1-$99,,, +10866,60-69,Man,Argentina,Master’s degree,Currently not employed,5-10 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10867,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +10868,18-21,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,, +10869,22-24,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10870,60-69,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",Oracle Database ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10871,25-29,Man,Viet Nam,Bachelor’s degree,Software Engineer,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10872,45-49,Woman,Netherlands,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,"100,000-124,999",$0 ($USD),,,Other +10873,22-24,Nonbinary,Nigeria,Master’s degree,Data Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10874,45-49,Man,Canada,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10875,30-34,Man,Germany,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10876,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10877,18-21,Man,Italy,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10878,35-39,Woman,United States of America,Master’s degree,Data Analyst,< 1 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10879,45-49,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +10880,22-24,Woman,Nigeria,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +10881,40-44,Woman,Italy,Master’s degree,Student,< 1 years,C,A personal computer or laptop,Never,,,,,,,,, +10882,30-34,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,None,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10883,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +10884,22-24,Man,Italy,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10885,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10886,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10887,25-29,Man,Ukraine,I prefer not to answer,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,, +10888,25-29,Woman,Germany,,,,,,,,,,,,,,, +10889,35-39,Man,Brazil,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10890,22-24,Man,Indonesia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,,, +10891,45-49,Man,Canada,No formal education past high school,Business Analyst,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10892,55-59,Woman,United States of America,Master’s degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10893,22-24,Man,Other,Bachelor’s degree,Student,5-10 years,Other,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10894,25-29,Man,United States of America,Master’s degree,Data Engineer,5-10 years,SQL,A personal computer or laptop,Once,2-3 years,,,,,,,, +10895,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",Oracle Database ,Amazon QuickSight,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10896,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10897,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10898,30-34,Man,Spain,Doctoral degree,Research Scientist,5-10 years,Julia,A personal computer or laptop,6-25 times,4-5 years,50-249 employees,3-4,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10899,30-34,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +10900,25-29,Woman,United States of America,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",Oracle Database ,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10901,25-29,Woman,United States of America,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,, +10902,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10903,30-34,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +10904,30-34,Nonbinary,United States of America,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10905,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +10906,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,,,,,,,,, +10907,22-24,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10908,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",,,, +10909,50-54,Man,Greece,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10910,18-21,Man,South Korea,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +10911,18-21,Woman,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10912,30-34,Man,Indonesia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10913,22-24,Man,Netherlands,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +10914,30-34,Prefer to self-describe,India,I prefer not to answer,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10915,35-39,Man,Pakistan,Doctoral degree,Machine Learning Engineer,3-5 years,MATLAB,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10916,50-54,Man,Argentina,Professional degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10917,30-34,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +10918,30-34,Man,South Korea,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,,,,,, +10919,25-29,Man,Other,I prefer not to answer,Student,< 1 years,None,None,Never,I do not use machine learning methods,,,,,,,,Other +10920,25-29,Man,Mexico,Master’s degree,Machine Learning Engineer,5-10 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10950,22-24,Woman,India,Master’s degree,Other,< 1 years,C,A personal computer or laptop,,,,,,,,,, +10921,22-24,Man,Australia,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10922,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,MySQL ,Microsoft Power BI, +10923,50-54,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,,,,,,,,, +10924,18-21,Man,Belarus,,,,,,,,,,,,,,, +10925,45-49,Man,Morocco,Doctoral degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10926,30-34,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +10927,22-24,Man,South Africa,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10928,30-34,Man,India,Bachelor’s degree,Other,5-10 years,Python,,,,,,,,,,, +10929,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,Other +10930,25-29,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10931,22-24,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10932,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +10933,22-24,Man,India,No formal education past high school,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10934,60-69,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +10935,40-44,Man,Italy,Master’s degree,Product/Project Manager,20+ years,Julia,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +10936,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10937,22-24,Man,Egypt,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +10938,25-29,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10939,25-29,Woman,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10940,30-34,Man,Egypt,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10941,30-34,Man,Other,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",10-14,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10942,25-29,Woman,Turkey,Bachelor’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10943,25-29,Man,Other,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10944,25-29,Woman,Turkey,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +10945,22-24,Man,United States of America,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10946,18-21,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +10947,25-29,Man,Poland,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"50,000-59,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10948,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +10953,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10954,25-29,Man,Italy,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10955,22-24,Woman,India,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Once,Under 1 year,,,,,,,, +10956,30-34,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,,,,,,,,,,, +10957,40-44,Man,Switzerland,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10958,25-29,Man,Singapore,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +10959,45-49,Man,Australia,Bachelor’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10960,22-24,Man,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10961,30-34,Man,Other,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +10962,45-49,Man,Netherlands,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +10963,35-39,Man,Germany,Master’s degree,Business Analyst,5-10 years,Julia,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,No (we do not use ML methods),"90,000-99,999",$100-$999,,, +10964,55-59,Man,India,Professional degree,Other,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,, +10965,22-24,Woman,Australia,Professional degree,Machine Learning Engineer,5-10 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,Other +10966,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10967,25-29,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10968,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10969,45-49,Man,Japan,No formal education past high school,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10970,40-44,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +10971,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10972,22-24,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,,,,,,, +10973,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10974,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10975,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Java,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$1-$99,Other,,Other +10976,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +10977,55-59,Man,United States of America,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +10978,22-24,Woman,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10979,18-21,Woman,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +10980,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10981,25-29,Woman,Turkey,Doctoral degree,Research Scientist,3-5 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11638,25-29,Man,Bangladesh,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,Other +10982,55-59,Woman,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,6-25 times,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10983,30-34,Man,United States of America,Doctoral degree,Machine Learning Engineer,10-20 years,Python,Other,6-25 times,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +10984,35-39,Man,United States of America,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10985,35-39,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +10986,22-24,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10987,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +10988,40-44,Woman,Taiwan,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10989,22-24,Man,France,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +10990,35-39,Woman,Argentina,Master’s degree,Data Analyst,< 1 years,Python,None,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10991,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +10992,45-49,Woman,United States of America,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",Google Cloud BigQuery ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +10993,25-29,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Software Engineer,10-20 years,MATLAB,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +10994,18-21,Man,India,,,,,,,,,,,,,,, +10995,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +10996,25-29,Woman,Spain,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10997,30-34,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +10998,40-44,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +10999,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,Google Cloud BigQuery ,, +11000,22-24,Man,India,Master’s degree,Business Analyst,3-5 years,C++,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11001,22-24,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11002,45-49,Man,United States of America,Doctoral degree,Other,20+ years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11003,60-69,Man,Other,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11004,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +11005,30-34,Woman,Other,Master’s degree,Currently not employed,< 1 years,SQL,,,,,,,,,,, +11006,35-39,Man,Japan,,,,,,,,,,,,,,, +11007,35-39,Man,Argentina,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,0,,,,,, +11008,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11009,18-21,Man,Taiwan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11010,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11799,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,,,,,,,,,,, +11011,35-39,Man,Belarus,Master’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"2,000-2,999",$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11012,30-34,Man,United States of America,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11013,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11014,40-44,Man,Poland,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11015,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,,,,,,,, +11016,22-24,Woman,Philippines,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11017,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11018,25-29,Man,Pakistan,Doctoral degree,Statistician,3-5 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11019,30-34,Man,India,Professional degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11020,22-24,Man,Romania,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +11021,55-59,Man,Egypt,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,Other +11022,22-24,Man,Pakistan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +11023,22-24,Woman,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11024,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11025,30-34,Man,Australia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$1-$99,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11026,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11027,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11028,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +11029,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +11030,30-34,Woman,United States of America,Doctoral degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",15-19,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +11031,40-44,Man,France,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11032,22-24,Man,South Africa,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +11033,18-21,Man,Nepal,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +11034,25-29,Woman,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11035,25-29,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +11036,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11037,18-21,Man,Italy,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,,,,,,,,,, +11038,40-44,Man,Portugal,Doctoral degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,No (we do not use ML methods),,,,, +11039,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11040,45-49,Man,Sweden,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11041,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11863,25-29,Man,India,,,,,,,,,,,,,,, +11042,18-21,Woman,India,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11043,25-29,Man,Germany,Master’s degree,Student,3-5 years,,,,,,,,,,,, +11044,22-24,Man,Mexico,,,,,,,,,,,,,,, +11045,35-39,Man,Spain,Master’s degree,Other,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,0,No (we do not use ML methods),"20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11046,25-29,Man,Belgium,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11047,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11048,45-49,Man,France,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,250-999 employees,0,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11049,25-29,Prefer not to say,Japan,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,, +11050,22-24,Prefer to self-describe,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,,,,,,,,Other +11051,25-29,Woman,Netherlands,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11052,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +11053,35-39,Man,Other,Master’s degree,Product/Project Manager,1-2 years,,,,,,,,,,,, +11054,30-34,Man,Sri Lanka,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11055,60-69,Man,Australia,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11056,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11057,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11058,30-34,Man,South Africa,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11059,30-34,Man,Viet Nam,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11060,22-24,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,,,,,, +11061,30-34,Woman,India,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11062,30-34,Man,"Iran, Islamic Republic of...",Doctoral degree,Software Engineer,3-5 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11063,30-34,Woman,United States of America,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11064,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11065,18-21,Man,Viet Nam,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +11066,25-29,Woman,Other,Bachelor’s degree,Other,1-2 years,Python,,,,,,,,,,, +11067,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,,,,,,,,,,,,,,, +11068,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11069,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +11070,22-24,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,I do not know,"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11071,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11072,18-21,Woman,South Africa,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +11073,22-24,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,I do not know,"5,000-7,499",$1-$99,Oracle Database ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11074,35-39,Man,Netherlands,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12493,25-29,Man,Spain,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +11075,25-29,Man,Greece,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11076,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +11077,22-24,Man,Republic of Korea,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11078,25-29,Man,Turkey,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,,,,,, +11079,25-29,Man,Other,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11080,30-34,Man,Brazil,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11081,25-29,Man,Italy,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,15-19,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11082,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11083,25-29,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11084,45-49,Man,Israel,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,Other +11085,35-39,Man,Canada,Bachelor’s degree,Product/Project Manager,1-2 years,Python,,,,,,,,,,, +11086,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11087,30-34,Man,Italy,Bachelor’s degree,Other,,,,,,,,,,,,, +11088,18-21,Woman,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11089,30-34,Man,Netherlands,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,3-4,I do not know,"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11090,25-29,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11091,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11092,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +11093,35-39,Man,Colombia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11094,30-34,Man,Russia,,,,,,,,,,,,,,, +11095,35-39,Man,Turkey,Doctoral degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +11096,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11097,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11098,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +11099,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,6-25 times,,,,,,,,, +11100,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +11101,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +11102,22-24,Man,Nepal,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11103,35-39,Man,France,I prefer not to answer,Product/Project Manager,3-5 years,None,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +11104,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11105,22-24,Man,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11106,22-24,Man,Malaysia,Bachelor’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +11107,30-34,Man,Morocco,Master’s degree,Student,,,,,,,,,,,,, +11108,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11512,35-39,Woman,"Iran, Islamic Republic of...",Bachelor’s degree,Other,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,,,,, +11109,30-34,Man,Other,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11110,25-29,Woman,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11111,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11112,30-34,Woman,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,, +11113,25-29,Man,Egypt,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11114,18-21,Man,Sri Lanka,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MongoDB ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +11115,25-29,Woman,Japan,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11116,25-29,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11117,25-29,Man,Mexico,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11118,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,,,,,,,,, +11119,30-34,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11120,22-24,Man,Nigeria,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11121,40-44,Man,Brazil,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11122,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11123,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11124,45-49,Man,Canada,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),,,,, +11125,30-34,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,, +11126,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11127,18-21,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +11128,30-34,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11129,35-39,Man,Thailand,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +11130,35-39,Man,Sweden,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11131,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +11132,18-21,Man,"Iran, Islamic Republic of...",No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +11133,25-29,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11134,40-44,Man,United States of America,Master’s degree,Software Engineer,< 1 years,,,,,,,,,,,, +11135,25-29,Man,United States of America,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11136,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11137,22-24,Woman,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,I do not know,"2,000-2,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11138,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11139,35-39,Man,Mexico,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11140,22-24,Woman,India,Master’s degree,,,,,,,,,,,,,, +11141,30-34,Man,Pakistan,,,,,,,,,,,,,,, +11142,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11143,45-49,Man,Japan,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +11144,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11145,30-34,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11146,25-29,Man,Argentina,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Google Cloud BigQuery ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11147,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11148,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11149,18-21,Man,Ukraine,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11150,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",Google Cloud SQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11151,25-29,Woman,Republic of Korea,Bachelor’s degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +11152,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11153,18-21,Woman,Indonesia,,,,,,,,,,,,,,, +11154,35-39,Man,Other,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11155,18-21,Woman,Mexico,Bachelor’s degree,Student,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11156,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11157,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,Other +11158,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +11159,18-21,Man,Brazil,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11160,25-29,Man,South Korea,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11161,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +11162,25-29,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,Amazon DynamoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11163,30-34,Man,Netherlands,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11164,45-49,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11165,45-49,Man,India,Bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,No (we do not use ML methods),"90,000-99,999",$1-$99,Amazon Athena ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11166,18-21,Man,India,I prefer not to answer,Other,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,, +11167,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +11168,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11169,35-39,Man,India,I prefer not to answer,Other,5-10 years,C++,A personal computer or laptop,Once,3-4 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11170,30-34,Woman,Other,Master’s degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +11171,30-34,Man,Morocco,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11172,22-24,Woman,Viet Nam,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",,,,,,, +11173,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +20054,25-29,Woman,South Korea,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +11175,30-34,Man,Thailand,Bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,MySQL ,, +11176,35-39,Man,Israel,Bachelor’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11177,25-29,Man,Tunisia,Professional degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11178,25-29,Man,South Korea,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11179,45-49,Man,Brazil,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11180,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11181,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11182,30-34,Woman,Italy,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$100,000 or more ($USD)",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11183,40-44,Man,India,Professional degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +11184,35-39,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11185,50-54,Woman,Canada,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,I do not know,"90,000-99,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11186,70+,Man,Portugal,Doctoral degree,Research Scientist,20+ years,C++,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11187,25-29,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11188,22-24,Woman,Viet Nam,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11189,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11190,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11191,35-39,Man,Morocco,No formal education past high school,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11192,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,, +11193,22-24,Woman,Other,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11194,30-34,Man,Viet Nam,Master’s degree,Product/Project Manager,1-2 years,R,,,,,,,,,,, +11195,25-29,Woman,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11196,25-29,Man,Sweden,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +11197,25-29,Man,Other,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +11198,25-29,Man,Italy,Doctoral degree,Other,10-20 years,Java,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11199,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11200,50-54,Man,Ukraine,Professional degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11201,50-54,Prefer to self-describe,Other,Bachelor’s degree,Data Engineer,20+ years,SQL,,,,,,,,,,, +11202,25-29,Man,France,Master’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +20144,22-24,Man,Japan,Master’s degree,,,,,,,,,,,,,, +11203,25-29,Man,Germany,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11204,22-24,Man,United States of America,Master’s degree,Student,< 1 years,,,,,,,,,,,, +11205,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11206,30-34,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +11207,35-39,Prefer not to say,India,I prefer not to answer,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +11208,25-29,Man,Other,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11209,30-34,Woman,United States of America,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11210,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11211,40-44,Man,Japan,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11212,25-29,Man,China,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +11213,60-69,Man,Brazil,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11214,45-49,Man,Taiwan,Professional degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11215,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,I do not know,$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11216,45-49,Man,Other,Master’s degree,Data Scientist,20+ years,Java,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",SQLite ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11217,40-44,Man,Turkey,Bachelor’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11218,45-49,Man,Brazil,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11219,30-34,Man,Other,Bachelor’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11220,25-29,Man,Sri Lanka,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11221,35-39,Man,India,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,I do not know,$0-999,,,, +11222,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11223,30-34,Man,Thailand,Master’s degree,Machine Learning Engineer,5-10 years,R,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11224,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11225,55-59,Man,Italy,Bachelor’s degree,Statistician,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11226,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11227,25-29,Woman,Kenya,,,,,,,,,,,,,,, +11228,25-29,Man,Bangladesh,Master’s degree,Currently not employed,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11229,18-21,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,MySQL ,,Other +11230,40-44,Woman,United States of America,,,,,,,,,,,,,,, +11231,30-34,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11232,40-44,Man,Philippines,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MySQL ,Tableau, +11233,18-21,Man,Philippines,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11234,22-24,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +11235,35-39,Man,Malaysia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",Google Cloud Firestore ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +11236,25-29,Man,Bangladesh,Master’s degree,Data Scientist,3-5 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",MySQL ,,Other +11237,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11238,18-21,Man,Turkey,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +11239,22-24,Man,France,Bachelor’s degree,,,,,,,,,,,,,, +11240,25-29,Woman,Sri Lanka,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,, +11241,45-49,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11242,35-39,Man,Japan,Master’s degree,Research Scientist,1-2 years,MATLAB,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,, +11243,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11244,35-39,Man,France,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11245,30-34,Man,Brazil,Professional degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11246,30-34,Woman,Israel,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11247,22-24,Woman,Philippines,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11248,18-21,Man,Japan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11249,30-34,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +11250,55-59,Man,Greece,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +11251,30-34,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11252,22-24,Man,Other,I prefer not to answer,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +11253,30-34,Man,India,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11254,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11255,35-39,Man,India,Bachelor’s degree,Business Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11256,22-24,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11257,50-54,Man,Singapore,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),,,,, +11258,45-49,Man,Japan,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11259,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +11260,22-24,Man,Kenya,Bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,,,, +11261,45-49,Man,Mexico,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11263,30-34,Man,Republic of Korea,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11264,60-69,Man,Portugal,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +11265,30-34,Man,Russia,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11266,55-59,Man,India,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11267,60-69,Man,United States of America,Bachelor’s degree,DBA/Database Engineer,20+ years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11268,25-29,Man,Brazil,Doctoral degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +11269,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,,,,,,,,,,,, +11270,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11271,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11272,22-24,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11273,18-21,Prefer not to say,India,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +11274,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +11275,45-49,Man,Brazil,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11276,25-29,Man,Tunisia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,, +11277,22-24,Man,Colombia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11278,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11279,35-39,Man,Ireland,Bachelor’s degree,,,,,,,,,,,,,, +11280,45-49,Man,Colombia,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$100,000 or more ($USD)",,, +11281,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11282,25-29,Man,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11283,45-49,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11284,55-59,Man,Japan,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),,,,, +11285,22-24,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +11286,30-34,Woman,Spain,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11287,30-34,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,0-49 employees,3-4,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11288,25-29,Man,Japan,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11289,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11290,22-24,Man,Peru,Professional degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11291,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11292,30-34,Man,United States of America,Professional degree,Data Analyst,3-5 years,C++,,,,,,,,,,, +11293,30-34,Man,Russia,Master’s degree,,,,,,,,,,,,,, +11294,22-24,Man,India,,,,,,,,,,,,,,, +11295,18-21,Man,Other,Professional degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11296,35-39,Man,Russia,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,, +11513,45-49,Man,Italy,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11297,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,I do not know,"4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11298,25-29,Woman,Philippines,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11299,18-21,Man,Ukraine,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",PostgresSQL ,, +11300,22-24,Man,India,Master’s degree,Business Analyst,,,,,,,,,,,,, +11301,35-39,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11302,35-39,Man,Other,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Google Cloud Firestore ,Google Data Studio, +11303,30-34,Man,Nigeria,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11304,30-34,Woman,India,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,, +11305,18-21,Woman,India,Bachelor’s degree,Student,,,,,,,,,,,,, +11306,22-24,Woman,Indonesia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,,,,,, +11307,22-24,Man,India,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,,,,,,,,, +11308,45-49,Woman,Canada,Master’s degree,Data Engineer,10-20 years,Python,,,,,,,,,,, +11309,25-29,Woman,United States of America,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +11310,45-49,Man,Spain,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11311,25-29,Woman,South Korea,Master’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11312,25-29,Man,France,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,,,,,, +11313,22-24,Woman,France,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11314,30-34,Man,India,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11315,50-54,Man,South Korea,Professional degree,Currently not employed,10-20 years,R,A personal computer or laptop,Once,,,,,,,,, +11316,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11317,25-29,Man,Other,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"20,000-24,999",$0 ($USD),,, +11318,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11319,22-24,Man,Viet Nam,Bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +11320,25-29,Man,Other,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,,, +11321,18-21,Man,India,Bachelor’s degree,Student,1-2 years,MATLAB,,,,,,,,,,, +11322,35-39,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",5-9,,,,,, +11323,22-24,Man,Tunisia,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +11324,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11325,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +11326,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11327,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11328,22-24,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +11542,22-24,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11329,30-34,Man,Ukraine,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11330,22-24,Woman,United States of America,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +11331,25-29,Man,Romania,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11332,25-29,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11333,25-29,Man,Japan,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$1000-$9,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +11334,22-24,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +11335,18-21,Nonbinary,Other,I prefer not to answer,Currently not employed,20+ years,None,,,,,,,,,,, +11336,25-29,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,, +11337,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11338,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11339,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +11340,22-24,Man,India,Master’s degree,Research Scientist,3-5 years,MATLAB,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11341,25-29,Man,Other,No formal education past high school,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Oracle Database ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11342,45-49,Man,Argentina,Doctoral degree,Other,20+ years,R,Other,2-5 times,5-10 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11343,30-34,Man,Canada,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,15-19,I do not know,"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11344,30-34,Man,Thailand,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11345,22-24,Man,Poland,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11346,45-49,Man,Japan,I prefer not to answer,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$10,000-$99,999",PostgresSQL ,, +11347,22-24,Man,United Arab Emirates,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11348,40-44,Man,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"300,000-500,000",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11349,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11350,40-44,Man,Japan,Doctoral degree,Research Scientist,5-10 years,R,,,,,,,,,,, +11351,25-29,Man,Spain,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11352,35-39,Man,India,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11353,18-21,Woman,India,Bachelor’s degree,Student,,,,,,,,,,,,, +11354,22-24,Man,Turkey,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11355,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11356,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$1-$99,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +11357,25-29,Prefer not to say,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11358,35-39,Man,United States of America,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"200,000-249,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11359,25-29,Man,China,Master’s degree,Machine Learning Engineer,1-2 years,Python,Other,2-5 times,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11360,55-59,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11361,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,, +11362,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11363,30-34,Man,Sri Lanka,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11364,18-21,Woman,Mexico,,,,,,,,,,,,,,, +11365,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +11366,18-21,Woman,Saudi Arabia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11367,30-34,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11368,30-34,Man,Russia,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11369,18-21,Woman,Taiwan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11370,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11371,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11372,22-24,Man,Morocco,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11373,22-24,Man,China,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,,,,,,,, +11374,30-34,Man,Sri Lanka,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11375,30-34,Man,South Korea,Doctoral degree,Research Scientist,5-10 years,MATLAB,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11376,30-34,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",5-9,I do not know,"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11377,25-29,Man,Germany,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11378,30-34,Woman,India,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Snowflake ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11379,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11380,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +11381,25-29,Man,Italy,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11382,50-54,Man,United States of America,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,250-999 employees,1-2,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",Amazon DynamoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11383,55-59,Woman,Other,Doctoral degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11384,45-49,Man,India,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,Other +11385,50-54,Man,United States of America,Master’s degree,Statistician,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),,,,, +11386,40-44,Man,Ukraine,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11388,45-49,Prefer to self-describe,United States of America,Some college/university study without earning a bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Once,3-4 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11389,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11390,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11391,35-39,Man,Turkey,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"80,000-89,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11392,40-44,Man,Other,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11393,30-34,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +11394,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11395,50-54,Man,Other,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +11396,22-24,Man,Ukraine,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11397,35-39,Man,Other,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +11398,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11399,25-29,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11400,30-34,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11401,22-24,Woman,Mexico,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"15,000-19,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11402,30-34,Man,Nigeria,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11403,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11404,25-29,Woman,India,Master’s degree,Software Engineer,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11405,25-29,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11406,30-34,Woman,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,Other,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11407,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11408,18-21,Man,Indonesia,I prefer not to answer,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11409,45-49,Man,Germany,Doctoral degree,Data Scientist,20+ years,Julia,A personal computer or laptop,Never,4-5 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Amazon Athena ,,"Advanced statistical software (SPSS, SAS, etc.)" +11410,55-59,Man,Brazil,Doctoral degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,I do not know,"30,000-39,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11411,35-39,Woman,India,Doctoral degree,Research Scientist,10-20 years,Python,,,,,,,,,,, +11412,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11413,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11414,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11415,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,Other +11416,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11417,30-34,Man,India,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,, +11418,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11419,22-24,Man,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +11420,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,,,,,,,,,,,,,, +11421,25-29,Woman,France,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11422,18-21,Woman,South Korea,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,C,,,,,,,,,,, +11423,22-24,Man,India,,,,,,,,,,,,,,, +11424,25-29,Woman,Spain,Doctoral degree,Research Scientist,1-2 years,Python,Other,Once,Under 1 year,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11425,30-34,Man,Brazil,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11426,22-24,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11427,40-44,Man,Brazil,Master’s degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11428,25-29,Woman,Canada,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11429,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,,,,,, +11430,45-49,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,Other,Never,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +11431,40-44,Man,Russia,Professional degree,Research Scientist,< 1 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,, +11432,60-69,Man,Australia,Master’s degree,Software Engineer,20+ years,Other,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",Microsoft SQL Server ,,Other +11433,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11434,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +11435,18-21,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +11436,25-29,Man,South Korea,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11437,30-34,Man,Other,Doctoral degree,Research Scientist,3-5 years,Python,,,,,,,,,,, +11438,18-21,Prefer not to say,South Korea,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11439,45-49,Man,Other,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11440,25-29,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +11441,22-24,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,0,I do not know,$0-999,,,, +11442,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11443,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11444,35-39,Man,Netherlands,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11445,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,C++,A personal computer or laptop,,,,,,,,,, +11446,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11447,22-24,Man,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11448,22-24,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +11450,45-49,Woman,India,Professional degree,Other,10-20 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"2,000-2,999",,,, +11451,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11452,45-49,Man,Australia,Master’s degree,Other,3-5 years,R,,,,,,,,,,, +11453,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +11454,55-59,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11455,22-24,Man,China,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11456,25-29,Man,Other,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11457,45-49,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,Other +11458,22-24,Man,Ukraine,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11459,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11460,25-29,Man,Germany,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11461,22-24,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11462,22-24,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11463,18-21,Man,Greece,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11464,35-39,Man,Russia,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11465,25-29,Man,Egypt,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"1,000-1,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11466,22-24,Man,India,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11467,25-29,Man,Pakistan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,0,No (we do not use ML methods),"3,000-3,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11468,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11469,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11470,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11471,30-34,Man,Other,Professional degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11472,30-34,Man,Russia,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11473,25-29,Woman,India,Doctoral degree,Data Analyst,1-2 years,R,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11474,30-34,Man,Germany,Master’s degree,Business Analyst,1-2 years,Python,,,,,,,,,,, +11475,30-34,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11476,35-39,Man,India,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,Amazon Athena ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11477,35-39,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +11478,25-29,Woman,Philippines,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11543,50-54,Man,Japan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11479,30-34,Woman,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +11480,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11481,45-49,Man,Brazil,Master’s degree,Other,10-20 years,Javascript,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +11482,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11483,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11484,22-24,Woman,Colombia,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +11485,40-44,Man,France,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11486,40-44,Man,Greece,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11487,25-29,Man,India,Doctoral degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +11488,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11489,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +11490,22-24,Prefer to self-describe,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,, +11491,18-21,Woman,United States of America,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,10-14,I do not know,"30,000-39,999","$1000-$9,999",,,Other +11492,22-24,Woman,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11493,25-29,Woman,Malaysia,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +11494,30-34,Man,France,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11495,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11496,30-34,Man,Italy,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Microsoft Power BI,Other +11497,30-34,Man,Mexico,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11498,22-24,Man,Japan,Master’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11499,25-29,Woman,Other,,,,,,,,,,,,,,, +11500,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11501,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11502,22-24,Man,India,Bachelor’s degree,Data Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11503,35-39,Man,India,,,,,,,,,,,,,,, +11504,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11505,25-29,Man,Italy,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11506,22-24,Woman,Tunisia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11507,30-34,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,I do not know,"60,000-69,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11508,22-24,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11509,35-39,Man,India,,,,,,,,,,,,,,, +11510,50-54,Man,Republic of Korea,Bachelor’s degree,Business Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +11514,35-39,Man,Japan,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11515,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11516,55-59,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +11517,22-24,Man,Indonesia,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11518,25-29,Man,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11519,22-24,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11520,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11521,35-39,Man,Turkey,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11522,30-34,Man,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,10-20 years,Python,Other,2-5 times,5-10 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11523,30-34,Man,Thailand,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11524,35-39,Woman,United States of America,Master’s degree,Statistician,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Google Cloud SQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +11525,22-24,Woman,India,Master’s degree,,,,,,,,,,,,,, +11526,25-29,Man,Canada,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11527,22-24,Man,India,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11528,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,,,,,, +11529,45-49,Man,Netherlands,Master’s degree,Machine Learning Engineer,20+ years,Other,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,Other +11530,18-21,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$1-$99,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +11531,30-34,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,, +11532,35-39,Woman,Peru,Some college/university study without earning a bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11533,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11534,22-24,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11535,22-24,Man,Morocco,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +11536,25-29,Man,Taiwan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +11537,40-44,Woman,Ireland,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +11538,30-34,Woman,Ireland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,,,,,,, +11539,22-24,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11540,22-24,Man,Ukraine,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11541,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11545,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11546,30-34,Man,Colombia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11547,25-29,Man,India,Bachelor’s degree,Business Analyst,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +11548,25-29,Woman,India,Professional degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +11549,25-29,Man,Turkey,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +11550,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11551,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11552,25-29,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11553,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11554,30-34,Man,Israel,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11555,22-24,Man,Nigeria,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11556,22-24,Man,Tunisia,I prefer not to answer,Student,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +11557,25-29,Woman,Nigeria,Master’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11558,30-34,Man,Ireland,No formal education past high school,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11559,25-29,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11560,30-34,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11561,35-39,Man,United States of America,Bachelor’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11562,55-59,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +11563,30-34,Man,India,Bachelor’s degree,Data Engineer,10-20 years,Python,Other,Never,2-3 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,Other +11564,25-29,Man,South Korea,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +11565,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +11566,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$1-$99,Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11567,22-24,Man,Republic of Korea,Bachelor’s degree,Student,,,,,,,,,,,,, +11568,22-24,Man,India,,,,,,,,,,,,,,, +11569,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11570,25-29,Woman,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +11571,18-21,Prefer not to say,Other,Doctoral degree,Machine Learning Engineer,10-20 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,10-20 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$100-$999,,, +11572,25-29,Woman,Philippines,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11573,25-29,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11574,25-29,Man,Belarus,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,PostgresSQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11575,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11576,40-44,Man,Italy,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11577,30-34,Man,Nigeria,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11578,25-29,Man,Chile,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11579,25-29,Man,Egypt,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +11580,25-29,Man,South Korea,,,,,,,,,,,,,,, +11581,45-49,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +11582,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,I do not know,"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11583,25-29,Man,Italy,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11584,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +11585,18-21,Woman,India,Bachelor’s degree,DBA/Database Engineer,I have never written code,,,,,"1000-9,999 employees",10-14,I do not know,"20,000-24,999","$10,000-$99,999",,, +11586,22-24,Man,Other,,,,,,,,,,,,,,, +11587,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11588,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,,,,,,,,,,,,, +11589,30-34,Man,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11590,35-39,Man,Germany,Some college/university study without earning a bachelor’s degree,Student,10-20 years,Python,Other,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11591,35-39,Woman,Kenya,Doctoral degree,Statistician,3-5 years,R,A personal computer or laptop,Once,1-2 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11592,18-21,Woman,Russia,,,,,,,,,,,,,,, +11593,22-24,Man,Nigeria,Professional degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +11594,18-21,Man,Other,Master’s degree,Data Engineer,3-5 years,C++,,,,,,,,,,, +11595,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11596,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +11597,25-29,Woman,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11598,25-29,Woman,Kenya,Bachelor’s degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +11599,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11600,50-54,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,20 or more years,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11601,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +11602,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11603,50-54,Man,Italy,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11604,35-39,Woman,United States of America,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11605,35-39,Man,Russia,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11607,60-69,Woman,United States of America,Master’s degree,Other,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,, +11608,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11609,22-24,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11610,60-69,Man,Other,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11611,22-24,Man,Tunisia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11612,22-24,Man,India,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,2-3 years,,,,,,,, +11613,22-24,Man,Greece,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",,,, +11614,18-21,Woman,Singapore,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,Google Cloud Firestore ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11615,25-29,Woman,India,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11616,40-44,Man,Brazil,Professional degree,Other,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11617,22-24,Man,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11618,25-29,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,None,,,,,,,,,, +11619,70+,Man,Chile,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +11620,35-39,Woman,Italy,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +11621,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11622,40-44,Man,South Africa,Master’s degree,Data Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11623,25-29,Man,Japan,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11624,30-34,Woman,China,Doctoral degree,Student,,,,,,,,,,,,, +11625,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +11626,30-34,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,, +11627,25-29,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11628,35-39,Man,Japan,,,,,,,,,,,,,,, +11629,45-49,Man,Ukraine,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11630,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +11631,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +11632,22-24,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11633,22-24,Woman,Taiwan,Master’s degree,Student,< 1 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11634,18-21,Woman,Russia,No formal education past high school,Currently not employed,1-2 years,Python,,,,,,,,,,, +11635,30-34,Man,Thailand,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",15-19,No (we do not use ML methods),"10,000-14,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11636,25-29,Man,Other,Master’s degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11637,25-29,Man,Ghana,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11639,22-24,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11640,40-44,Woman,Canada,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +11641,25-29,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11642,45-49,Man,Japan,Bachelor’s degree,Data Analyst,10-20 years,MATLAB,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11643,40-44,Man,United Arab Emirates,Master’s degree,Data Scientist,10-20 years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,5-10 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"90,000-99,999","$1000-$9,999",Oracle Database ,Alteryx ,Other +11644,40-44,Woman,Spain,Master’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +11645,45-49,Man,India,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,I do not know,"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11646,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11647,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11648,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +11649,35-39,Man,Other,Master’s degree,Other,< 1 years,Other,None,Never,Under 1 year,250-999 employees,0,I do not know,"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11650,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11651,22-24,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11652,45-49,Man,Italy,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11653,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11654,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,,,,,,, +11655,22-24,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11656,22-24,Man,Belgium,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11657,35-39,Woman,Taiwan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,, +11658,35-39,Man,China,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11659,22-24,Man,Tunisia,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11660,18-21,Woman,Turkey,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11661,30-34,Man,Taiwan,Master’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,MongoDB ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +11662,30-34,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11663,35-39,Man,Singapore,Master’s degree,Data Scientist,,,,,,,,,,,,, +11664,22-24,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",,,, +11665,22-24,Man,Other,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11666,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +11667,22-24,Man,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11668,25-29,Man,Israel,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11669,30-34,Man,Thailand,,,,,,,,,,,,,,, +11670,22-24,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11671,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11672,22-24,Man,India,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11673,30-34,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11674,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11675,22-24,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +11676,45-49,Woman,Germany,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,,,,,, +11677,55-59,Man,Japan,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11678,25-29,Woman,France,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11679,50-54,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +11680,30-34,Man,Brazil,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11681,25-29,Man,Other,Master’s degree,Other,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11682,22-24,Woman,Egypt,Master’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$1-$99,,,Other +11683,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11684,30-34,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,Other,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",Other,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11685,35-39,Man,Other,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11686,22-24,Man,China,Master’s degree,,,,,,,,,,,,,, +11687,22-24,Man,Italy,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11688,18-21,Man,Ukraine,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,Other +11689,40-44,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +11690,22-24,Man,Thailand,Bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,,,,,,,,, +11691,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +11692,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +11693,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +11694,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Other,,,,,,,,,,, +11695,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11696,22-24,Man,Brazil,Master’s degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +11697,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11698,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +11699,35-39,Prefer not to say,Mexico,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"> $500,000",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11700,45-49,Man,Nigeria,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11701,25-29,Woman,Poland,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11702,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11703,22-24,Man,Tunisia,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11704,25-29,Man,Singapore,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11705,35-39,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11706,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11707,50-54,Man,Other,,,,,,,,,,,,,,, +11708,18-21,Man,Russia,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,I do not know,$0-999,"$100,000 or more ($USD)",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11709,55-59,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,6-25 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11710,45-49,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11711,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",,,,,,, +11712,40-44,Man,Other,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11713,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,,,,,,,,,, +11714,30-34,Man,Ukraine,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11715,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,Other,2-5 times,1-2 years,,,,,,,, +11716,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,, +11717,50-54,Woman,Egypt,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +11718,18-21,Man,India,,,,,,,,,,,,,,, +11719,45-49,Man,Mexico,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11720,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11721,22-24,Man,China,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11722,30-34,Man,United States of America,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11723,50-54,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11724,25-29,Man,Taiwan,Master’s degree,Statistician,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11725,40-44,Man,Brazil,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11726,22-24,Woman,Morocco,,,,,,,,,,,,,,, +11727,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +11728,18-21,Man,Kenya,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11729,25-29,Woman,Turkey,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11730,25-29,Man,Brazil,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11731,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11732,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11733,30-34,Man,Germany,Master’s degree,Software Engineer,10-20 years,Julia,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11734,25-29,Man,Pakistan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12748,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,1-2 years,MATLAB,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +11735,30-34,Man,Nepal,Master’s degree,Data Analyst,5-10 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +11736,18-21,Man,Spain,Master’s degree,,,,,,,,,,,,,, +11737,50-54,Man,Spain,Some college/university study without earning a bachelor’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11738,18-21,Man,China,Bachelor’s degree,,,,,,,,,,,,,, +11739,35-39,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11740,22-24,Woman,Other,Bachelor’s degree,Student,1-2 years,MATLAB,,,,,,,,,,, +11741,35-39,Woman,France,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11742,18-21,Woman,Pakistan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +11743,18-21,Man,South Africa,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11744,35-39,Nonbinary,United States of America,Master’s degree,,,,,,,,,,,,,, +11745,25-29,Man,Other,,,,,,,,,,,,,,, +11746,30-34,Man,Canada,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Snowflake ,, +11747,18-21,Woman,Morocco,Master’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +11748,22-24,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +11749,18-21,Woman,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11750,40-44,Man,India,Master’s degree,Other,I have never written code,,,,,250-999 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11751,18-21,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,I do not know,$0-999,$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11752,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11753,45-49,Woman,Japan,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11754,30-34,Man,Japan,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11755,22-24,Man,China,Master’s degree,Data Analyst,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11756,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11757,18-21,Woman,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11758,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11759,25-29,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +11760,25-29,Man,Pakistan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11761,25-29,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11762,25-29,Man,Canada,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11763,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11764,18-21,Man,India,,,,,,,,,,,,,,, +11765,22-24,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11766,40-44,Man,Israel,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11767,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +11768,50-54,Man,South Korea,Professional degree,Data Engineer,5-10 years,,,,,,,,,,,, +11891,22-24,Woman,China,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11769,30-34,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,None,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,Oracle Database ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11770,30-34,Man,Japan,Master’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11771,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11772,25-29,Woman,United States of America,Master’s degree,Statistician,3-5 years,R,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,,,,, +11773,30-34,Man,Pakistan,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11774,60-69,Prefer to self-describe,United States of America,Doctoral degree,Other,I have never written code,,,,,,,,,,,, +11775,30-34,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11776,30-34,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,3-4 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11777,22-24,Man,Nepal,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11778,30-34,Woman,United States of America,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11779,45-49,Prefer not to say,Turkey,Master’s degree,Other,I have never written code,,,,,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,, +11780,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11781,40-44,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",Microsoft SQL Server ,Alteryx ,"Advanced statistical software (SPSS, SAS, etc.)" +11782,35-39,Man,Mexico,Master’s degree,Data Engineer,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,, +11783,18-21,Man,Romania,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11784,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11785,30-34,Man,Brazil,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11786,35-39,Man,Other,Master’s degree,,,,,,,,,,,,,, +11787,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11788,30-34,Prefer not to say,Israel,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",SQLite ,,Other +11789,40-44,Woman,Spain,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11790,22-24,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11791,50-54,Man,Japan,Master’s degree,,,,,,,,,,,,,, +11792,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",MySQL ,,Other +11793,55-59,Man,Chile,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11794,22-24,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +11795,25-29,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11796,55-59,Woman,Spain,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11797,25-29,Man,Greece,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",,,, +11798,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +11800,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,Other +11801,22-24,Man,India,,,,,,,,,,,,,,, +11802,18-21,Woman,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11803,35-39,Man,Ukraine,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11804,30-34,Woman,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,,,,,,,,,,,, +11805,25-29,Man,China,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11806,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +11807,25-29,Man,Ghana,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),$0-999,$1-$99,SQLite ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11808,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +11809,25-29,Woman,Singapore,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +11810,22-24,Man,Turkey,Master’s degree,Data Scientist,< 1 years,Python,,,,,,,,,,, +11811,25-29,Man,Japan,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11812,30-34,Prefer not to say,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11813,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11814,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Other,A personal computer or laptop,Never,1-2 years,,,,,,,, +11815,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11816,60-69,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11817,30-34,Man,Canada,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11818,30-34,Woman,Tunisia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11819,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +11820,30-34,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11821,25-29,Woman,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11822,35-39,Man,Switzerland,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11823,22-24,Man,South Africa,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +11824,40-44,Man,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",10-14,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11825,35-39,Man,France,Doctoral degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +11826,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11827,30-34,Man,Colombia,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11828,25-29,Woman,India,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",0,I do not know,$0-999,$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11829,40-44,Woman,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11830,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11831,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,"$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11832,35-39,Man,Canada,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +11833,22-24,Man,India,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +11834,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11835,30-34,Man,Italy,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11836,50-54,Man,Taiwan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11837,25-29,Man,Canada,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11838,25-29,Man,China,Doctoral degree,Student,5-10 years,Python,,,,,,,,,,, +11839,25-29,Man,Bangladesh,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11840,40-44,Man,Portugal,Master’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11841,25-29,Man,Other,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11842,18-21,Woman,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11843,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11844,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11845,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,, +11846,55-59,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11847,35-39,Man,India,Bachelor’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11848,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11849,25-29,Man,Other,Bachelor’s degree,,,,,,,,,,,,,, +11850,22-24,Prefer not to say,France,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,I do not know,"7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11851,25-29,Man,Other,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11852,25-29,Man,Egypt,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11853,22-24,Man,Pakistan,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +11854,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11855,45-49,Woman,United States of America,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,6-25 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11856,30-34,Man,Brazil,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11857,30-34,Man,Other,Master’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11858,45-49,Man,Canada,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11859,22-24,Woman,United States of America,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11860,22-24,Woman,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11861,22-24,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +11862,25-29,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,5-9,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11864,30-34,Man,Other,No formal education past high school,Data Analyst,I have never written code,,,,,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11865,35-39,Man,Saudi Arabia,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +11866,40-44,Man,Russia,Doctoral degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +11867,25-29,Man,China,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11868,25-29,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,MATLAB,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11869,25-29,Woman,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,, +11870,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11871,40-44,Prefer not to say,India,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11872,30-34,Man,Saudi Arabia,No formal education past high school,Business Analyst,,,,,,,,,,,,, +11873,25-29,Man,Portugal,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11874,25-29,Prefer not to say,Argentina,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Once,Under 1 year,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,PostgresSQL ,,Other +11875,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +11876,25-29,Man,India,Doctoral degree,Student,5-10 years,MATLAB,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11877,25-29,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11878,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +11879,30-34,Man,Russia,I prefer not to answer,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,,,,,, +11880,35-39,Woman,Turkey,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11881,22-24,Man,Brazil,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +11882,30-34,Man,Turkey,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11883,30-34,Woman,Poland,Doctoral degree,Currently not employed,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11884,30-34,Prefer to self-describe,Australia,Doctoral degree,Data Scientist,10-20 years,Bash,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11885,35-39,Woman,Other,Doctoral degree,Data Analyst,,,,,,,,,,,,, +11886,60-69,Man,Ukraine,Professional degree,Research Scientist,5-10 years,Java,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Microsoft SQL Server ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +11887,35-39,Man,Spain,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11888,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11889,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11890,40-44,Man,Poland,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11892,22-24,Man,China,Bachelor’s degree,,,,,,,,,,,,,, +11893,30-34,Man,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"100,000-124,999","$10,000-$99,999",,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11894,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11895,22-24,Man,Egypt,Bachelor’s degree,Student,< 1 years,Swift,A personal computer or laptop,Never,,,,,,,,, +11896,25-29,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,None,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11897,30-34,Man,Turkey,Bachelor’s degree,Student,,,,,,,,,,,,, +11898,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11899,45-49,Woman,Brazil,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",Oracle Database ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11900,25-29,Man,China,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11901,45-49,Man,Germany,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11902,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11903,35-39,Woman,India,Doctoral degree,Other,20+ years,R,A personal computer or laptop,Once,1-2 years,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11904,35-39,Man,Japan,Master’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11905,70+,Man,United States of America,Master’s degree,Research Scientist,20+ years,Python,,,,,,,,,,, +11906,30-34,Man,Republic of Korea,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +11907,40-44,Woman,Saudi Arabia,Master’s degree,Product/Project Manager,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11908,18-21,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11909,25-29,Woman,India,Master’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11910,22-24,Woman,Taiwan,Professional degree,Product/Project Manager,1-2 years,SQL,,,,,,,,,,, +11911,55-59,Man,United States of America,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11912,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11913,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11914,25-29,Man,Nigeria,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11915,18-21,Prefer not to say,Australia,No formal education past high school,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11916,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Julia,A personal computer or laptop,Never,1-2 years,,,,,,,, +11917,55-59,Man,India,Master’s degree,Currently not employed,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,,,,,,,,Other +11918,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +11919,35-39,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +11920,35-39,Man,Bangladesh,Master’s degree,Product/Project Manager,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11921,30-34,Man,Peru,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12038,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11922,30-34,Man,United States of America,Bachelor’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11923,35-39,Man,Russia,Master’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11924,35-39,Man,Turkey,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11925,40-44,Man,United Arab Emirates,Professional degree,Other,I have never written code,,,,,"1000-9,999 employees",1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,,, +11926,55-59,Man,Japan,Doctoral degree,Currently not employed,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11927,30-34,Man,Other,No formal education past high school,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11928,45-49,Man,Turkey,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +11929,40-44,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11930,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11931,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,Other +11932,50-54,Man,Other,Master’s degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11933,22-24,Man,Kenya,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11934,25-29,Man,United States of America,Doctoral degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +11935,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,,Other +11936,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +11937,18-21,Man,Malaysia,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +11938,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +11939,50-54,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11940,35-39,Prefer not to say,India,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +11941,22-24,Man,Taiwan,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11942,30-34,Man,India,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),PostgresSQL ,Looker,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11943,35-39,Man,France,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11944,22-24,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11945,22-24,Man,Nepal,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11946,25-29,Prefer not to say,Turkey,Master’s degree,Other,5-10 years,MATLAB,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11947,40-44,Man,Malaysia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$1000-$9,999",Microsoft SQL Server ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +11948,25-29,Woman,Netherlands,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",15-19,No (we do not use ML methods),"60,000-69,999",$1-$99,,, +12225,22-24,Woman,United States of America,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11949,40-44,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,PostgresSQL ,Alteryx ,"Local development environments (RStudio, JupyterLab, etc.)" +11950,40-44,Man,United States of America,Bachelor’s degree,Other,10-20 years,R,,,,,,,,,,, +11951,25-29,Man,Colombia,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11952,35-39,Woman,India,Doctoral degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,20+,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11953,30-34,Woman,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11954,18-21,Man,Poland,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +11955,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +11956,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11957,25-29,Man,Nepal,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,Oracle Database ,Looker,"Advanced statistical software (SPSS, SAS, etc.)" +11958,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,Other +11959,18-21,Man,Israel,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11960,50-54,Man,United States of America,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11961,18-21,Man,Russia,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,20 or more years,,,,,,,, +11962,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11963,40-44,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11964,35-39,Man,Netherlands,Master’s degree,Product/Project Manager,10-20 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +11965,25-29,Woman,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +11966,22-24,Man,India,Doctoral degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11967,55-59,Man,Germany,Professional degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"90,000-99,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11968,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11969,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11970,22-24,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11971,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11972,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11973,25-29,Man,Russia,No formal education past high school,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11974,22-24,Man,Nepal,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +11975,25-29,Man,Indonesia,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11976,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +11977,40-44,Man,Other,,,,,,,,,,,,,,, +11978,30-34,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11979,25-29,Man,South Korea,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +11980,22-24,Man,Mexico,Master’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +11981,25-29,Man,Romania,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +11982,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11983,35-39,Man,Other,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11984,30-34,Man,Other,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +11985,35-39,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11986,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11987,35-39,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +11988,22-24,Man,China,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +11989,22-24,Man,Turkey,Master’s degree,Machine Learning Engineer,3-5 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,Other +11990,22-24,Man,Indonesia,Bachelor’s degree,Data Scientist,3-5 years,Python,None,Never,Under 1 year,0-49 employees,3-4,,,,,, +11991,55-59,Man,Switzerland,Master’s degree,Other,< 1 years,None,None,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11992,25-29,Man,Indonesia,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +11993,25-29,Man,Taiwan,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +11994,35-39,Man,Portugal,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +11995,18-21,Man,South Korea,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +11996,30-34,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +11997,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +11998,22-24,Man,Germany,Master’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +11999,60-69,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"250,000-299,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12000,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12001,35-39,Man,United States of America,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,6-25 times,1-2 years,"1000-9,999 employees",20+,I do not know,"90,000-99,999","$1000-$9,999",,, +12002,35-39,Man,Thailand,I prefer not to answer,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +12003,50-54,Man,Portugal,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12004,45-49,Man,India,Master’s degree,Software Engineer,10-20 years,Python,Other,Never,Under 1 year,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12005,50-54,Man,Russia,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,, +12006,30-34,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,None,,,,,,,,,,, +12007,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12069,30-34,Man,Mexico,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12008,40-44,Man,Japan,Master’s degree,Data Analyst,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +12009,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12010,70+,Man,Germany,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12011,30-34,Man,Russia,No formal education past high school,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12012,18-21,Man,India,,,,,,,,,,,,,,, +12013,30-34,Man,Germany,Doctoral degree,Product/Project Manager,3-5 years,Other,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12014,30-34,Woman,Ukraine,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12015,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12016,45-49,Man,Thailand,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,20+,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12017,22-24,Man,Bangladesh,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +12018,22-24,Man,United States of America,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +12019,30-34,Man,Morocco,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12020,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +12021,35-39,Man,United States of America,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,5-9,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12022,25-29,Man,Canada,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12023,25-29,Man,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12024,22-24,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12025,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12026,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12027,60-69,Man,Japan,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12028,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12029,18-21,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12030,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12031,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +12032,25-29,Nonbinary,Other,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +12033,25-29,Woman,Other,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12034,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12035,25-29,Man,India,Bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12036,18-21,Man,United States of America,Bachelor’s degree,Student,5-10 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12037,22-24,Woman,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12039,40-44,Man,Spain,Doctoral degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +12040,55-59,Man,United States of America,No formal education past high school,Software Engineer,10-20 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12041,30-34,Man,Spain,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,Other +12042,18-21,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12043,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12044,22-24,Man,Japan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12045,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12046,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Julia,A personal computer or laptop,Never,,,,,,,,, +12047,30-34,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12048,25-29,Man,Japan,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +12049,22-24,Man,Other,Bachelor’s degree,Software Engineer,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12050,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Julia,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12051,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12052,35-39,Man,Russia,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,, +12053,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +12054,22-24,Man,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,, +12055,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +12056,30-34,Man,Brazil,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12057,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12058,40-44,Man,Switzerland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12059,30-34,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12060,18-21,Man,India,Professional degree,Student,< 1 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12061,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +12062,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12063,40-44,Woman,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,No (we do not use ML methods),$0-999,$100-$999,,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12064,40-44,Man,Republic of Korea,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12065,18-21,Man,Ukraine,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,Other +12066,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12067,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +12068,18-21,Man,Australia,Some college/university study without earning a bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12224,18-21,Woman,Bangladesh,Bachelor’s degree,Currently not employed,< 1 years,C,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12070,40-44,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12071,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +12072,50-54,Man,United States of America,Master’s degree,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +12073,18-21,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12074,30-34,Woman,China,Bachelor’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),,,,, +12075,25-29,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"30,000-39,999",$1-$99,Other,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12076,35-39,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,, +12077,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12078,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,I do not know,"60,000-69,999","$1000-$9,999",,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12079,50-54,Woman,Colombia,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12080,35-39,Man,Colombia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12081,25-29,Woman,United States of America,Master’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +12082,22-24,Man,Turkey,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +12083,40-44,Man,Republic of Korea,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12084,30-34,Man,South Africa,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12085,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12086,22-24,Man,India,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12087,22-24,Woman,Malaysia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +12088,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12089,22-24,Woman,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12090,18-21,Woman,Indonesia,I prefer not to answer,Data Analyst,1-2 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,5-9,I do not know,"3,000-3,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +12091,22-24,Man,Egypt,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12092,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +12093,40-44,Man,United States of America,Professional degree,Student,I have never written code,,,,,,,,,,,, +12094,40-44,Man,Nigeria,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12095,40-44,Woman,Brazil,Doctoral degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12096,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,Other +12097,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",MySQL ,, +12098,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12099,18-21,Woman,Bangladesh,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12100,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12101,30-34,Man,Germany,,,,,,,,,,,,,,, +12102,35-39,Man,Israel,Master’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12103,50-54,Man,India,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12104,18-21,Man,Tunisia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12105,25-29,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12106,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12107,45-49,Man,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +12108,50-54,Man,Italy,Doctoral degree,Data Engineer,20+ years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12109,22-24,Man,India,,,,,,,,,,,,,,, +12110,30-34,Prefer not to say,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +12111,18-21,Woman,Mexico,Professional degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +12112,30-34,Man,France,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12113,25-29,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12114,55-59,Man,Argentina,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12115,25-29,Man,United States of America,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12116,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12117,25-29,Man,Peru,Bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12118,25-29,Woman,South Africa,Bachelor’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"2,000-2,999",$0 ($USD),,, +12119,18-21,Man,Colombia,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +12120,25-29,Man,Russia,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +12121,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12122,30-34,Woman,India,I prefer not to answer,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12123,25-29,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12124,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,, +12125,22-24,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12126,45-49,Man,Canada,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12127,45-49,Man,Other,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"30,000-39,999","$10,000-$99,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12128,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,20+ years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12226,35-39,Man,Taiwan,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +12129,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12130,25-29,Man,Turkey,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12131,30-34,Man,Australia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,"80,000-89,999","$1000-$9,999",,Alteryx , +12132,50-54,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +12133,30-34,Man,China,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,6-25 times,4-5 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +12134,22-24,Woman,Turkey,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12135,30-34,Woman,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12136,22-24,Woman,Philippines,Bachelor’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12137,30-34,Man,India,,,,,,,,,,,,,,, +12138,22-24,Man,India,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12139,25-29,Prefer not to say,India,Professional degree,Other,I have never written code,,,,,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12140,22-24,Woman,China,Master’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12141,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12142,30-34,Prefer not to say,Other,No formal education past high school,,,,,,,,,,,,,, +12143,25-29,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +12144,18-21,Man,Ukraine,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +12145,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12146,22-24,Woman,Other,Master’s degree,,,,,,,,,,,,,, +12147,30-34,Man,United Arab Emirates,Master’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +12148,40-44,Man,United States of America,Bachelor’s degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,Other +12149,18-21,Man,Ukraine,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +12150,22-24,Woman,Turkey,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12151,40-44,Man,Netherlands,Master’s degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +12152,50-54,Man,Brazil,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12153,55-59,Man,Other,I prefer not to answer,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12154,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +12155,35-39,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,I do not know,"60,000-69,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +12156,18-21,Man,Morocco,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,,,,,,,,,,, +12157,22-24,Man,Sri Lanka,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12158,35-39,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12159,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12160,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +12161,25-29,Man,Peru,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12162,25-29,Man,Japan,Bachelor’s degree,Currently not employed,1-2 years,Python,None,,,,,,,,,, +12163,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12164,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Swift,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12165,30-34,Man,Romania,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12166,25-29,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12167,18-21,Man,India,Master’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12168,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,1-2 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12169,22-24,Woman,Indonesia,,,,,,,,,,,,,,, +12170,25-29,Man,Tunisia,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12171,25-29,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12172,25-29,Man,Sri Lanka,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +12173,25-29,Prefer not to say,France,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12174,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12175,60-69,Man,Germany,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12176,22-24,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12177,22-24,Man,Nepal,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12178,25-29,Man,United States of America,Master’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12179,50-54,Man,Morocco,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Oracle Database ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12180,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12181,18-21,Man,Other,Bachelor’s degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",1-2,I do not know,$0-999,$0 ($USD),,, +12182,22-24,Man,Viet Nam,Professional degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12183,45-49,Woman,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12184,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12185,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"> $500,000","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12186,18-21,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +12187,30-34,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12188,50-54,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Engineer,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",3-4,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12189,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12190,35-39,Woman,India,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +12191,25-29,Man,Indonesia,I prefer not to answer,,,,,,,,,,,,,, +12192,35-39,Man,India,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12193,50-54,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12194,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +12195,50-54,Woman,Other,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12196,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +12197,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +12198,18-21,Man,Russia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12199,25-29,Woman,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +12200,25-29,Man,Turkey,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"1,000-1,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12201,35-39,Woman,United States of America,Master’s degree,Business Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12202,30-34,Man,Other,Master’s degree,Statistician,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12203,30-34,Man,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12204,22-24,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12205,40-44,Man,Mexico,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12206,22-24,Man,China,Master’s degree,,,,,,,,,,,,,, +12207,30-34,Man,Morocco,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12208,22-24,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12209,30-34,Man,India,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12210,22-24,Man,Other,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12211,18-21,Man,India,I prefer not to answer,,,,,,,,,,,,,, +12212,22-24,Man,Indonesia,Bachelor’s degree,Business Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12213,30-34,Woman,Romania,Doctoral degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +12214,30-34,Man,India,Master’s degree,,,,,,,,,,,,,, +12215,30-34,Woman,Indonesia,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,5-9,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12216,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12217,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12218,30-34,Man,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12219,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$10,000-$99,999",,Microsoft Power BI, +12220,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,C,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12221,22-24,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12222,50-54,Man,Germany,Professional degree,Other,20+ years,Julia,Other,More than 25 times,20 or more years,250-999 employees,20+,No (we do not use ML methods),,,,, +12223,25-29,Man,Australia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +12228,25-29,Man,South Africa,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12229,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +12230,25-29,Man,Pakistan,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12231,22-24,Man,India,Master’s degree,Other,I have never written code,,,,,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12232,22-24,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12233,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12234,25-29,Man,Ukraine,Doctoral degree,Data Engineer,5-10 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$0 ($USD),,,Other +12235,25-29,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,Other,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12236,40-44,Woman,South Korea,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,More than 25 times,3-4 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12237,30-34,Prefer not to say,India,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,No (we do not use ML methods),"25,000-29,999",$100-$999,,, +12238,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Google Cloud SQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12239,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12240,55-59,Man,United States of America,Master’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +12241,25-29,Woman,Pakistan,Master’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,IBM Db2 ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12242,18-21,Woman,Poland,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +12243,22-24,Woman,India,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +12244,45-49,Man,Brazil,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,MongoDB ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12245,55-59,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +12246,18-21,Man,Russia,,,,,,,,,,,,,,, +12247,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12248,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +12249,35-39,Man,Taiwan,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$10,000-$99,999",,, +12250,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12251,30-34,Man,Morocco,Professional degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +12252,25-29,Man,Nepal,Bachelor’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +12253,30-34,Man,Viet Nam,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$10,000-$99,999",,Google Data Studio, +12254,35-39,Woman,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,SQLite ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12255,45-49,Man,Ireland,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12256,40-44,Man,Brazil,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,, +12257,22-24,Woman,Taiwan,,,,,,,,,,,,,,, +12259,45-49,Prefer not to say,United States of America,I prefer not to answer,Student,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12260,18-21,Woman,India,,,,,,,,,,,,,,, +12261,18-21,Man,Turkey,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12262,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12263,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12264,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12265,18-21,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,,,,,,, +12266,22-24,Man,India,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +12267,45-49,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12268,30-34,Man,Brazil,,,,,,,,,,,,,,, +12269,25-29,Man,India,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +12270,35-39,Man,Brazil,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12271,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12272,22-24,Man,India,Bachelor’s degree,Data Scientist,5-10 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +12273,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +12274,25-29,Man,Viet Nam,I prefer not to answer,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +12275,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +12276,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12277,30-34,Man,India,Master’s degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12278,25-29,Man,Japan,I prefer not to answer,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12279,25-29,Woman,United States of America,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12280,45-49,Man,China,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12281,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12282,35-39,Woman,United States of America,Master’s degree,Data Engineer,1-2 years,Swift,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$100-$999,MySQL ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12283,40-44,Man,Peru,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12284,40-44,Man,Switzerland,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12285,40-44,Man,France,Professional degree,DBA/Database Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +12286,35-39,Man,India,Master’s degree,Business Analyst,1-2 years,Python,,,,,,,,,,, +12287,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),,,,, +12288,25-29,Man,Other,No formal education past high school,Software Engineer,3-5 years,,,,,,,,,,,, +12289,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +12290,40-44,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12292,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12293,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +12294,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12295,40-44,Man,South Korea,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12296,18-21,Man,Indonesia,Bachelor’s degree,Data Analyst,< 1 years,C++,A personal computer or laptop,Once,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,Microsoft Azure Data Lake Storage ,Domo,"Advanced statistical software (SPSS, SAS, etc.)" +12297,45-49,Man,Philippines,Doctoral degree,Data Scientist,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12298,25-29,Man,Greece,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +12299,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +12300,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12301,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12302,30-34,Man,Chile,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +12303,22-24,Man,Other,,,,,,,,,,,,,,, +12304,40-44,Man,Australia,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,6-25 times,20 or more years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12305,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,3-4 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12306,25-29,Woman,Other,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +12307,40-44,Man,Saudi Arabia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12308,30-34,Man,United States of America,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12309,22-24,Man,India,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12310,22-24,Man,Pakistan,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12311,22-24,Prefer not to say,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12312,25-29,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),Microsoft SQL Server ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +12313,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12314,40-44,Man,Ukraine,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +12315,18-21,Man,India,Master’s degree,Data Analyst,3-5 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12316,50-54,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12317,25-29,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +12318,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12588,40-44,Woman,India,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12319,25-29,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12320,55-59,Man,Mexico,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"7,500-9,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12321,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12322,45-49,Man,United States of America,Master’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12323,35-39,Woman,Spain,Professional degree,Research Scientist,3-5 years,C,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12324,50-54,Man,South Korea,Professional degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12325,22-24,Man,Romania,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,Other +12326,22-24,Man,Morocco,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,Oracle Database ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +12327,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12328,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +12329,25-29,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +12330,22-24,Man,Colombia,Master’s degree,Software Engineer,3-5 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12331,45-49,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Microsoft SQL Server ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12332,35-39,Man,Colombia,Doctoral degree,Research Scientist,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"10,000-14,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +12333,22-24,Man,Brazil,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12334,35-39,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12335,40-44,Man,France,Doctoral degree,Other,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12336,30-34,Man,India,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12337,25-29,Man,Italy,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",Google Cloud SQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12338,60-69,Man,Brazil,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12339,22-24,Man,France,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12340,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +12341,30-34,Man,Brazil,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +12342,22-24,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12343,30-34,Man,Italy,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,, +12344,30-34,Man,Nigeria,Master’s degree,Software Engineer,3-5 years,MATLAB,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12345,22-24,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +12346,25-29,Man,Morocco,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +12589,30-34,Man,Bangladesh,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12347,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12348,45-49,Man,South Africa,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12349,18-21,Man,India,Master’s degree,Student,5-10 years,Python,,,,,,,,,,, +12350,45-49,Man,Portugal,Master’s degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",0,I do not know,"40,000-49,999",$1-$99,Oracle Database ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12351,18-21,Woman,India,Bachelor’s degree,Data Engineer,1-2 years,C,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12352,35-39,Prefer not to say,Sweden,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12353,30-34,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12354,45-49,Man,Japan,No formal education past high school,Data Analyst,1-2 years,Python,None,More than 25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12355,25-29,Man,Canada,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12356,40-44,Woman,Colombia,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",Amazon Redshift ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +12357,30-34,Woman,Peru,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12358,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12359,35-39,Man,Spain,Master’s degree,DBA/Database Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12360,25-29,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12361,18-21,Woman,India,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12362,45-49,Man,India,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12363,25-29,Man,China,Master’s degree,,,,,,,,,,,,,, +12364,18-21,Prefer to self-describe,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12365,25-29,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12366,60-69,Man,United States of America,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12367,25-29,Man,Egypt,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12368,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12369,45-49,Man,Sweden,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12370,22-24,Man,Romania,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12371,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +12372,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +12373,35-39,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$10,000-$99,999",,,Other +12374,22-24,Man,Viet Nam,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",,,,,,, +12650,30-34,Man,Republic of Korea,Master’s degree,Statistician,5-10 years,R,A personal computer or laptop,Once,,,,,,,,, +12375,55-59,Man,India,Master’s degree,Other,10-20 years,Java,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12376,22-24,Man,China,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,MongoDB ,, +12377,30-34,Man,Poland,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12378,35-39,Man,India,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +12379,30-34,Man,Other,Doctoral degree,Data Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$10,000-$99,999",Oracle Database ,, +12380,35-39,Woman,United States of America,Master’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +12381,25-29,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12382,22-24,Man,India,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +12383,35-39,Man,Other,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12384,30-34,Man,Other,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$100-$999,,, +12385,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,3-5 years,,,,,,,,,,,, +12386,45-49,Woman,Romania,Master’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",,,, +12387,30-34,Man,Australia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12388,25-29,Woman,Thailand,Some college/university study without earning a bachelor’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,Other +12389,25-29,Man,Germany,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12390,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",,,Other +12391,22-24,Man,Egypt,Bachelor’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +12392,40-44,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12393,22-24,Man,Pakistan,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12394,35-39,Man,South Africa,Master’s degree,Other,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12395,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12396,50-54,Man,Brazil,Bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +12397,50-54,Man,United States of America,Bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12398,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12399,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +12400,25-29,Man,China,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12401,50-54,Man,United States of America,Doctoral degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999",$1-$99,,, +12402,30-34,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12403,35-39,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12404,25-29,Woman,Nigeria,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,, +12405,35-39,Man,Ukraine,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +12406,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12407,30-34,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12408,60-69,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,, +12409,40-44,Man,Argentina,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12410,40-44,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12411,18-21,Woman,Indonesia,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12412,18-21,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12413,25-29,Man,Australia,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",3-4,No (we do not use ML methods),,,,, +12414,18-21,Man,Nigeria,No formal education past high school,Data Scientist,1-2 years,R,,,,,,,,,,, +12415,50-54,Man,Peru,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12416,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,,,,, +12417,30-34,Man,South Africa,Doctoral degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12418,30-34,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,Other,Once,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +12419,25-29,Man,Morocco,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +12420,22-24,Woman,Morocco,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",,,, +12421,40-44,Woman,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,, +12422,30-34,Woman,United States of America,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12423,18-21,Man,India,,,,,,,,,,,,,,, +12424,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12425,18-21,Man,Thailand,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12426,25-29,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12427,25-29,Man,Other,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12428,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12429,25-29,Man,Thailand,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12430,30-34,Man,India,Master’s degree,Research Scientist,10-20 years,R,A personal computer or laptop,Once,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12431,40-44,Man,Canada,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"80,000-89,999",$1-$99,Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12432,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +12433,35-39,Man,Other,No formal education past high school,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$100-$999,,,Other +12434,30-34,Man,Mexico,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12435,30-34,Man,India,Bachelor’s degree,Other,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12436,25-29,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12437,35-39,Man,Poland,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +12438,40-44,Man,Viet Nam,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12439,18-21,Woman,Pakistan,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12440,22-24,Woman,Nigeria,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,Other +12441,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12442,30-34,Woman,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12443,22-24,Man,Singapore,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12444,25-29,Woman,Other,,,,,,,,,,,,,,, +12445,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +12446,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12447,45-49,Man,Ukraine,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12448,35-39,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,, +12449,35-39,Man,India,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +12450,30-34,Prefer to self-describe,Other,I prefer not to answer,Software Engineer,10-20 years,Bash,A personal computer or laptop,More than 25 times,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),$0-999,$100-$999,MySQL ,, +12451,30-34,Man,Turkey,Professional degree,Software Engineer,3-5 years,Other,,,,,,,,,,, +12452,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$1-$99,SQLite ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12453,25-29,Woman,Indonesia,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,6-25 times,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12454,22-24,Man,India,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12455,30-34,Man,Nigeria,Professional degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12456,40-44,Woman,Romania,Doctoral degree,Research Scientist,I have never written code,,,,,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,, +12457,25-29,Man,Nigeria,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12458,22-24,Man,Germany,Master’s degree,,,,,,,,,,,,,, +12459,22-24,Man,Pakistan,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,6-25 times,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12460,30-34,Man,Saudi Arabia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"3,000-3,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12461,22-24,Woman,Pakistan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12462,22-24,Man,Nepal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12463,25-29,Man,Other,Master’s degree,Machine Learning Engineer,,,,,,,,,,,,, +12464,35-39,Man,Australia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12465,40-44,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,,,,,, +12467,45-49,Man,Ukraine,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Google Cloud BigQuery ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12468,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12469,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12470,30-34,Man,Colombia,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,20+,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12471,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +12472,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12473,40-44,Man,Peru,Master’s degree,Research Scientist,1-2 years,Javascript,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Google Cloud Firestore ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12474,18-21,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +12475,22-24,Man,Italy,Bachelor’s degree,Statistician,3-5 years,R,A personal computer or laptop,Once,1-2 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12476,35-39,Woman,India,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,,,, +12477,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +12478,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12479,22-24,Man,Bangladesh,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,Other +12480,50-54,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,Google Cloud Firestore ,Alteryx ,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12481,18-21,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12482,40-44,Woman,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12483,25-29,Woman,Australia,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12484,45-49,Man,United States of America,Master’s degree,Data Engineer,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",Microsoft SQL Server ,TIBCO Spotfire,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12485,30-34,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,I do not know,"1,000-1,999",,,, +12486,30-34,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +12487,35-39,Man,Canada,Bachelor’s degree,Data Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12488,25-29,Woman,Tunisia,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12489,25-29,Man,Argentina,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12490,18-21,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12491,25-29,Man,Kenya,Bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12492,40-44,Man,Singapore,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12494,25-29,Man,Pakistan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +12495,35-39,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12496,35-39,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12497,25-29,Man,Taiwan,Bachelor’s degree,Software Engineer,10-20 years,,,,,,,,,,,, +12498,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12499,50-54,Man,France,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,,,,,,, +12500,45-49,Man,Japan,No formal education past high school,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12501,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,None,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12502,35-39,Man,Japan,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"40,000-49,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +12503,22-24,Woman,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,, +12504,18-21,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12505,55-59,Man,India,Master’s degree,Data Scientist,20+ years,Other,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,Other +12506,55-59,Man,United States of America,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12507,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +12508,35-39,Man,Saudi Arabia,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12509,30-34,Prefer not to say,Belarus,I prefer not to answer,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,Other +12510,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,Amazon Redshift ,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12511,22-24,Woman,Russia,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12512,45-49,Man,Spain,I prefer not to answer,Software Engineer,20+ years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12513,30-34,Woman,Russia,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +12514,25-29,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,I do not know,"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12515,22-24,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12516,22-24,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12517,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,"30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12518,30-34,Man,United States of America,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12519,45-49,Man,Germany,Master’s degree,Data Scientist,20+ years,Java,A personal computer or laptop,Never,20 or more years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +12520,45-49,Woman,Portugal,Master’s degree,Currently not employed,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +12521,22-24,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12522,22-24,Man,Mexico,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12523,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12524,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,,,,,,,,, +12525,35-39,Man,India,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +12526,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +12527,55-59,Man,Germany,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12528,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,No (we do not use ML methods),"70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +12529,30-34,Man,Brazil,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12530,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12531,30-34,Woman,Ukraine,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",,,, +12532,30-34,Man,Italy,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +12533,22-24,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,MongoDB ,,Other +12534,22-24,Woman,Ghana,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12535,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,,,,,,,,,,,, +12536,22-24,Man,Turkey,,,,,,,,,,,,,,, +12537,30-34,Woman,Other,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12538,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +12539,50-54,Man,United States of America,Master’s degree,Product/Project Manager,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12540,22-24,Man,Peru,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +12541,55-59,Woman,United States of America,Doctoral degree,Other,I have never written code,,,,,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",,, +12542,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12543,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12544,30-34,Woman,South Korea,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12545,30-34,Man,Chile,Bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12546,55-59,Man,United States of America,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12547,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,,,,,,,,,,, +12548,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12549,30-34,Woman,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12550,22-24,Woman,Spain,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12551,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12552,30-34,Woman,Other,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +12553,30-34,Man,Republic of Korea,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,,,,,,,, +12554,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +12555,55-59,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12556,35-39,Man,India,Master’s degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12557,50-54,Woman,Brazil,Professional degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12558,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12559,30-34,Man,Other,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12560,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12561,30-34,Woman,Egypt,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +12562,25-29,Woman,India,I prefer not to answer,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12563,18-21,Woman,India,Master’s degree,Student,3-5 years,C,,,,,,,,,,, +12564,18-21,Man,Turkey,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +12565,25-29,Man,Other,Master’s degree,Business Analyst,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12566,30-34,Woman,United States of America,Master’s degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12567,40-44,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12568,22-24,Man,China,,,,,,,,,,,,,,, +12569,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,,,,,,,,,,,, +12570,25-29,Man,Morocco,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,, +12571,35-39,Woman,India,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12572,18-21,Man,Turkey,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12573,45-49,Man,Germany,Doctoral degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12574,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12575,35-39,Woman,Argentina,Bachelor’s degree,Business Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,,,,,, +12576,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,, +12577,25-29,Woman,India,Master’s degree,Student,5-10 years,Python,None,,,,,,,,,, +12578,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12579,22-24,Man,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +12580,45-49,Man,Portugal,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +12581,22-24,Woman,Indonesia,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12582,55-59,Man,Canada,,,,,,,,,,,,,,, +12583,40-44,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,R,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12584,25-29,Man,Taiwan,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12585,40-44,Man,Brazil,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12586,22-24,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12587,35-39,Woman,Brazil,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12590,25-29,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12591,18-21,Man,Mexico,Bachelor’s degree,Statistician,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12592,25-29,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12593,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12594,30-34,Man,Germany,Master’s degree,Software Engineer,< 1 years,,,,,,,,,,,, +12595,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12596,30-34,Man,Australia,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +12597,30-34,Man,Singapore,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12598,45-49,Man,Russia,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +12599,30-34,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,Tableau, +12600,18-21,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12601,40-44,Man,India,Professional degree,Business Analyst,< 1 years,,,,,,,,,,,, +12602,30-34,Woman,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12603,25-29,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",Amazon Athena ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12604,45-49,Man,Italy,Professional degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,5-9,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,Other +12605,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12606,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Once,5-10 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +12607,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12608,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12609,18-21,Man,India,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +12610,50-54,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Amazon DynamoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12611,30-34,Man,Japan,Bachelor’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12612,35-39,Man,Brazil,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,, +12613,45-49,Man,Turkey,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12614,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12615,25-29,Man,India,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12616,40-44,Man,Indonesia,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,,,,,,, +12617,30-34,Man,United States of America,,,,,,,,,,,,,,, +12618,22-24,Man,Israel,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12619,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +12620,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +12621,40-44,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12622,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12623,30-34,Man,Sri Lanka,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12624,45-49,Man,Australia,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"125,000-149,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12625,35-39,Man,South Africa,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +12626,18-21,Man,Ukraine,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12627,22-24,Man,Ukraine,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12628,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,,, +12629,18-21,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12630,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12631,45-49,Man,France,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,, +12632,35-39,Woman,Other,Bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,,,,,,,,,, +12633,25-29,Man,Italy,Master’s degree,Data Scientist,3-5 years,Javascript,A personal computer or laptop,Never,2-3 years,,,,,,,, +12634,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12635,45-49,Man,India,Master’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Microsoft Access ,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12636,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12637,35-39,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,,,,,,,,, +12638,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12639,25-29,Man,Philippines,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12640,55-59,Prefer not to say,Thailand,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12641,22-24,Woman,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12642,35-39,Man,Mexico,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12643,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12644,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +12645,22-24,Man,Peru,Bachelor’s degree,Business Analyst,1-2 years,C,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12646,30-34,Man,Mexico,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12647,25-29,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12648,18-21,Man,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12649,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12651,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",Amazon DynamoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12652,30-34,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12653,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12654,30-34,Man,United States of America,Bachelor’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12655,30-34,Man,Canada,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",Snowflake ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12656,25-29,Man,Mexico,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,No (we do not use ML methods),"30,000-39,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12657,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12658,25-29,Man,Argentina,Bachelor’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,"$100,000 or more ($USD)",MySQL ,Google Data Studio, +12659,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,I do not use machine learning methods,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",,, +12660,50-54,Man,Germany,Doctoral degree,Research Scientist,20+ years,Python,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12661,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +12662,22-24,Woman,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12663,30-34,Woman,Spain,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,I do not know,"15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12664,60-69,Man,Italy,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12665,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12666,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,3-5 years,Python,Other,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +12667,30-34,Woman,Ukraine,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +12668,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +12669,25-29,Man,India,Master’s degree,Research Scientist,< 1 years,Python,,,,,,,,,,, +12670,25-29,Man,Australia,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12671,50-54,Man,Italy,Doctoral degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12672,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12673,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12674,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12675,18-21,Man,Pakistan,Bachelor’s degree,Data Analyst,,,,,,,,,,,,, +12676,30-34,Man,Other,Master’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12677,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +12678,25-29,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12679,40-44,Man,United States of America,Master’s degree,Student,< 1 years,R,A personal computer or laptop,,,,,,,,,, +12680,35-39,Woman,Other,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12681,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12682,30-34,Man,United Arab Emirates,Master’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",Amazon Redshift ,,Other +12683,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,,,,,,,,,,, +12684,40-44,Man,Russia,Master’s degree,Software Engineer,10-20 years,C++,,,,,,,,,,, +12685,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12686,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12687,50-54,Prefer not to say,United States of America,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,, +12688,25-29,Man,India,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,"5,000-7,499",$0 ($USD),,, +12689,22-24,Man,Italy,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12690,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12691,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12692,25-29,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12693,40-44,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12694,25-29,Man,Portugal,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12695,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12696,30-34,Man,India,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12697,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12698,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12699,30-34,Man,Netherlands,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12700,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12701,18-21,Woman,Taiwan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +12702,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12703,35-39,Man,Nigeria,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12704,22-24,Man,China,,,,,,,,,,,,,,, +12705,35-39,Man,Philippines,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12706,18-21,Man,Kenya,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12707,40-44,Woman,Spain,Doctoral degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,,,, +12708,22-24,Man,Russia,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12709,22-24,Man,Nepal,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12710,25-29,Man,China,Doctoral degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12711,25-29,Woman,China,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +12712,22-24,Woman,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12713,35-39,Woman,India,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +12714,25-29,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +12715,18-21,Man,Malaysia,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20207,30-34,Woman,Switzerland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12716,30-34,Man,Viet Nam,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12717,22-24,Man,Other,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12718,22-24,Man,India,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12719,18-21,Man,South Korea,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12720,60-69,Man,Other,Professional degree,DBA/Database Engineer,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),IBM Db2 ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12721,18-21,Man,Malaysia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +12722,22-24,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,, +12723,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12724,45-49,Man,Other,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12725,30-34,Man,South Korea,Master’s degree,Software Engineer,5-10 years,,,,,,,,,,,, +12726,22-24,Man,Portugal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12727,45-49,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,,,,,, +12728,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,, +12729,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12730,40-44,Woman,China,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12731,35-39,Man,Germany,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12732,18-21,Woman,Singapore,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12733,30-34,Man,United States of America,Doctoral degree,Data Engineer,5-10 years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12734,50-54,Man,Colombia,I prefer not to answer,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12735,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12736,22-24,Man,Canada,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12737,25-29,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +12738,40-44,Woman,India,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12739,45-49,Man,Greece,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +12740,30-34,Man,Netherlands,Bachelor’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12741,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12742,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12743,25-29,Man,Netherlands,Master’s degree,Data Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12744,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12745,30-34,Man,France,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,,,,,,,,,, +12746,22-24,Man,Taiwan,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12747,22-24,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12749,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12750,25-29,Woman,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,, +12751,22-24,Man,Russia,Professional degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12752,22-24,Woman,Turkey,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12753,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12754,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12755,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12756,18-21,Man,Japan,,,,,,,,,,,,,,, +12757,35-39,Man,Turkey,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12758,22-24,Man,Italy,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12759,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12760,45-49,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,More than 25 times,10-20 years,250-999 employees,20+,I do not know,"100,000-124,999","$1000-$9,999",,,Other +12761,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Snowflake ,,"Advanced statistical software (SPSS, SAS, etc.)" +12762,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12763,22-24,Man,India,Master’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12764,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12765,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12766,25-29,Man,France,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,I do not know,"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12767,25-29,Man,France,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12768,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12769,18-21,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Javascript,,,,,,,,,,, +12770,30-34,Man,Turkey,Doctoral degree,Research Scientist,I have never written code,,,,,250-999 employees,0,,,,,, +12771,35-39,Prefer not to say,Germany,Doctoral degree,Data Scientist,10-20 years,Julia,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",PostgresSQL ,,Other +12772,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12773,22-24,Man,United Kingdom of Great Britain and Northern Ireland,,,,,,,,,,,,,,, +12774,30-34,Man,Israel,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12775,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +12776,25-29,Man,Japan,Doctoral degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +12777,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12778,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12779,18-21,Man,Bangladesh,Bachelor’s degree,Machine Learning Engineer,,,,,,,,,,,,, +12780,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,SQL,,,,,,,,,,, +12781,30-34,Woman,Argentina,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12809,18-21,Man,Egypt,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12782,30-34,Woman,Other,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12783,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12784,45-49,Man,United States of America,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12785,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12786,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12787,22-24,Man,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12788,30-34,Woman,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12789,30-34,Man,Ukraine,Doctoral degree,Data Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",Amazon Redshift ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +12790,50-54,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12791,60-69,Man,United States of America,Master’s degree,Business Analyst,20+ years,C,A personal computer or laptop,Never,20 or more years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999","$10,000-$99,999",Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12792,30-34,Man,Nigeria,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,,Other +12793,22-24,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +12794,40-44,Man,Saudi Arabia,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12795,45-49,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12796,40-44,Prefer to self-describe,Australia,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12797,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12798,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12799,45-49,Man,Netherlands,Master’s degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +12800,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12801,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +12802,30-34,Man,Russia,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +12803,22-24,Woman,India,Doctoral degree,Student,I have never written code,,,,,,,,,,,, +12804,45-49,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12805,35-39,Man,Other,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12806,25-29,Man,China,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12807,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12808,35-39,Man,Brazil,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12810,40-44,Man,Ukraine,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12811,30-34,Man,Mexico,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12812,25-29,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12813,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +12814,55-59,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,5-10 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12815,30-34,Man,Nigeria,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12816,30-34,Woman,India,Doctoral degree,Research Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,,,,,,,,, +12817,40-44,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12818,30-34,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12819,18-21,Woman,Other,,,,,,,,,,,,,,, +12820,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +12821,40-44,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12822,50-54,Man,Brazil,Professional degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12823,22-24,Man,South Korea,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12824,30-34,Man,Nigeria,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +12825,22-24,Man,China,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,, +12826,30-34,Man,Australia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12827,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12828,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,I do not know,"90,000-99,999",$1-$99,Google Cloud BigQuery ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12829,18-21,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12830,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12831,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12832,40-44,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +12833,40-44,Man,Spain,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12834,35-39,Man,China,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,3-4 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12835,40-44,Man,United States of America,Professional degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12836,18-21,Man,Greece,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12837,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +12868,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12838,30-34,Man,Canada,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Other,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12839,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +12840,18-21,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12841,55-59,Man,United States of America,Doctoral degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12842,22-24,Man,Other,Bachelor’s degree,Data Engineer,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12843,25-29,Man,Thailand,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12844,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12845,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12846,30-34,Woman,China,,,,,,,,,,,,,,, +12847,50-54,Man,Thailand,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12848,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12849,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12850,18-21,Man,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,Other +12851,35-39,Man,Israel,Bachelor’s degree,Other,1-2 years,Python,,,,,,,,,,, +12852,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Product/Project Manager,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",IBM Db2 ,,Other +12853,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12854,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12855,35-39,Woman,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +12856,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12857,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,I have never written code,,,,,,,,,,,, +12858,22-24,Man,Morocco,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12859,18-21,Prefer not to say,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12860,55-59,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12861,60-69,Man,Italy,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",0,I do not know,"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12862,25-29,Woman,Other,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12863,30-34,Man,South Korea,I prefer not to answer,Machine Learning Engineer,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,,,Other +12864,25-29,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12865,25-29,Man,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +12866,30-34,Man,Switzerland,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12867,60-69,Man,Japan,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12869,22-24,Man,Other,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12870,40-44,Man,Brazil,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12871,18-21,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +12872,40-44,Man,United States of America,Doctoral degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,I do not know,"150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12873,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +12874,40-44,Man,Other,Master’s degree,Statistician,I have never written code,,,,,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12875,30-34,Man,Ireland,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12876,30-34,Man,Switzerland,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12877,22-24,Man,Ukraine,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12878,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +12879,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12880,25-29,Man,South Korea,Doctoral degree,Research Scientist,10-20 years,Python,Other,2-5 times,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +12881,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +12882,30-34,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +12883,22-24,Man,Morocco,I prefer not to answer,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12884,60-69,Man,United States of America,Master’s degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12885,35-39,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12886,22-24,Prefer to self-describe,India,I prefer not to answer,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,$0-999,$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +12887,45-49,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12888,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,No (we do not use ML methods),"60,000-69,999",$100-$999,MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12889,30-34,Man,India,Master’s degree,Product/Project Manager,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12890,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12891,30-34,Man,Japan,Bachelor’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$1-$99,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12892,25-29,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +12893,22-24,Man,Russia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12894,25-29,Woman,Other,Doctoral degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +12895,22-24,Woman,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12896,35-39,Man,Germany,Doctoral degree,Other,20+ years,R,Other,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12897,40-44,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,MATLAB,A personal computer or laptop,Once,2-3 years,,,,,,,, +12899,35-39,Man,Israel,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12900,30-34,Man,Turkey,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +12901,22-24,Man,Italy,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +12902,30-34,Woman,United States of America,Master’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12903,22-24,Man,China,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +12904,30-34,Man,Russia,Bachelor’s degree,Business Analyst,< 1 years,SQL,,,,,,,,,,, +12905,50-54,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12906,45-49,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12907,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +12908,40-44,Man,Saudi Arabia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12909,30-34,Man,Philippines,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12910,50-54,Woman,Brazil,Doctoral degree,Data Scientist,1-2 years,MATLAB,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12911,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12912,30-34,Man,Mexico,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12913,40-44,Man,Netherlands,Doctoral degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +12914,25-29,Prefer not to say,India,,,,,,,,,,,,,,, +12915,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12916,25-29,Man,Indonesia,Bachelor’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12917,22-24,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12918,30-34,Woman,United States of America,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +12919,25-29,Woman,Canada,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12920,30-34,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12921,22-24,Man,Australia,Some college/university study without earning a bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +12922,35-39,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,, +12923,25-29,Man,Taiwan,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +12924,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Javascript,,,,,,,,,,, +12925,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +12926,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,Other +12927,25-29,Man,Italy,Bachelor’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12928,50-54,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12929,25-29,Man,China,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +12930,25-29,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +12931,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12932,45-49,Man,India,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12933,22-24,Woman,India,Master’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12934,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12935,30-34,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12936,22-24,Man,Ireland,Bachelor’s degree,Product/Project Manager,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12937,25-29,Man,Belgium,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12938,22-24,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12939,40-44,Man,Russia,No formal education past high school,,,,,,,,,,,,,, +12940,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12941,30-34,Man,Other,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12942,22-24,Woman,Pakistan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12943,35-39,Man,Japan,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12944,40-44,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12945,25-29,Man,Italy,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12946,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +12947,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12948,35-39,Man,Australia,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +12949,30-34,Woman,Ireland,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12950,60-69,Man,Colombia,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12951,30-34,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12952,40-44,Man,United States of America,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12953,22-24,Man,India,Master’s degree,,,,,,,,,,,,,, +12954,22-24,Man,Brazil,,,,,,,,,,,,,,, +12955,18-21,Woman,Taiwan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +12956,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12957,18-21,Woman,India,Master’s degree,Data Analyst,3-5 years,Other,,,,,,,,,,, +12958,40-44,Man,India,Master’s degree,Software Engineer,10-20 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +12959,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12960,30-34,Man,Ukraine,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12989,22-24,Man,Colombia,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20275,22-24,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12961,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +12962,22-24,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12963,22-24,Man,Poland,I prefer not to answer,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12964,25-29,Man,Canada,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +12965,25-29,Woman,Germany,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12966,35-39,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,None,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"100,000-124,999",$1-$99,IBM Db2 ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12967,18-21,Man,Indonesia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12968,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12969,35-39,Man,Turkey,I prefer not to answer,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +12970,35-39,Woman,Other,Master’s degree,Business Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000",,,, +12971,60-69,Man,United States of America,Doctoral degree,Machine Learning Engineer,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +12972,35-39,Man,Brazil,Doctoral degree,Other,20+ years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,Other +12973,22-24,Man,Peru,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12974,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +12975,35-39,Man,Belgium,Master’s degree,,,,,,,,,,,,,, +12976,30-34,Man,Portugal,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +12977,45-49,Man,Canada,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12978,35-39,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Julia,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12979,25-29,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12980,25-29,Man,Taiwan,I prefer not to answer,Software Engineer,< 1 years,Python,None,,,,,,,,,, +12981,35-39,Man,Brazil,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +12982,35-39,Man,Netherlands,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12983,45-49,Man,Spain,Professional degree,Product/Project Manager,10-20 years,Java,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,Oracle Database ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12984,35-39,Man,Argentina,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$100,000 or more ($USD)",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +12985,30-34,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +12986,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",,,, +12987,25-29,Woman,India,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +12988,30-34,Man,Mexico,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +12990,25-29,Woman,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12991,18-21,Man,United States of America,Master’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,, +12992,22-24,Man,Romania,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +12993,30-34,Woman,Ukraine,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,No (we do not use ML methods),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12994,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +12995,25-29,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12996,30-34,Man,Morocco,Doctoral degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +12997,50-54,Woman,Thailand,Doctoral degree,Statistician,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,15-19,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +12998,22-24,Man,Colombia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +12999,22-24,Man,Sri Lanka,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13000,22-24,Man,Taiwan,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13001,40-44,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,0,I do not know,"7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13002,22-24,Man,Spain,Master’s degree,Student,,,,,,,,,,,,, +13003,45-49,Woman,United States of America,Doctoral degree,Data Scientist,20+ years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,10-20 years,"1000-9,999 employees",10-14,I do not know,"125,000-149,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13004,18-21,Man,Russia,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13005,30-34,Man,Germany,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13006,40-44,Man,China,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"40,000-49,999",$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +13007,70+,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,250-999 employees,10-14,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13008,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13009,22-24,Woman,United States of America,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,, +13010,45-49,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,Oracle Database ,Other,Other +13011,30-34,Man,Brazil,,,,,,,,,,,,,,, +13012,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,None,,,,,,,,,,, +13013,40-44,Man,Republic of Korea,,,,,,,,,,,,,,, +13014,60-69,Man,Greece,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Advanced statistical software (SPSS, SAS, etc.)" +13015,25-29,Man,Brazil,Doctoral degree,Student,5-10 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13016,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13017,35-39,Man,Mexico,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13018,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13019,18-21,Woman,India,,,,,,,,,,,,,,, +13020,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,Other +13021,25-29,Man,Viet Nam,I prefer not to answer,Product/Project Manager,3-5 years,Other,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,MongoDB ,,Other +13022,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +13023,45-49,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13024,40-44,Man,Israel,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13025,35-39,Woman,Other,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$100-$999,,, +13026,25-29,Woman,India,,,,,,,,,,,,,,, +13027,25-29,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13028,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +13029,30-34,Man,Singapore,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,1-2,I do not know,"60,000-69,999","$10,000-$99,999",,, +13030,60-69,Man,Taiwan,Bachelor’s degree,Software Engineer,I have never written code,,,,,"1000-9,999 employees",20+,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13031,45-49,Man,Australia,Bachelor’s degree,Other,20+ years,Python,,,,,,,,,,, +13032,50-54,Man,Singapore,Master’s degree,Other,3-5 years,R,None,Never,Under 1 year,,,,,,,, +13033,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,Other +13034,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13035,30-34,Woman,Mexico,Master’s degree,Data Analyst,< 1 years,None,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13036,30-34,Man,Australia,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13037,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft Azure Data Lake Storage ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13038,35-39,Man,South Africa,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,PostgresSQL ,,Other +13039,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13040,50-54,Man,Poland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,I do not know,"60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13041,30-34,Man,Other,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +13042,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +13043,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13044,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,Snowflake ,Sisense ,"Local development environments (RStudio, JupyterLab, etc.)" +13045,30-34,Man,United States of America,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13046,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13047,25-29,Woman,Russia,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13048,25-29,Man,China,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13049,25-29,Man,United States of America,Bachelor’s degree,Data Engineer,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"200,000-249,999",$1-$99,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13050,22-24,Man,Nigeria,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13051,22-24,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13052,25-29,Man,Turkey,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +13053,40-44,Man,Colombia,Professional degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13054,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13055,30-34,Woman,Italy,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13056,25-29,Man,Singapore,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13057,22-24,Man,China,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),,,,, +13058,50-54,Man,Other,Doctoral degree,Other,20+ years,SQL,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",Oracle Database ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13059,18-21,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13060,35-39,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,15-19,I do not know,"60,000-69,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13061,25-29,Man,Poland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"50,000-59,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13062,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13063,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13064,35-39,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +13065,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13066,25-29,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13067,22-24,Woman,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13068,55-59,Man,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13069,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13070,18-21,Woman,India,,,,,,,,,,,,,,, +13071,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13072,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13073,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13074,22-24,Man,Kenya,Bachelor’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13075,40-44,Man,India,Professional degree,Product/Project Manager,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13076,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13077,22-24,Man,India,Bachelor’s degree,Student,< 1 years,R,,,,,,,,,,, +13078,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,,,,,,,,,,,, +13079,35-39,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13080,25-29,Man,Philippines,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C++,,,,,,,,,,, +13081,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13082,50-54,Prefer not to say,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13083,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13084,22-24,Man,Mexico,Professional degree,Student,3-5 years,C,A personal computer or laptop,Never,,,,,,,,, +13085,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +13086,18-21,Man,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +13087,22-24,Woman,Indonesia,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,Other,Other +13088,22-24,Prefer not to say,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +13089,22-24,Man,Japan,Master’s degree,Student,5-10 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +13090,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +13091,25-29,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13092,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13093,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,,,,, +13094,40-44,Man,Portugal,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +13095,30-34,Man,Turkey,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13096,40-44,Man,Brazil,Master’s degree,Product/Project Manager,20+ years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,, +13097,18-21,Man,Egypt,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13098,25-29,Man,Colombia,Master’s degree,Data Scientist,3-5 years,Java,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$1-$99,Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13099,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13100,30-34,Man,Italy,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13101,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,SQL,,,,,,,,,,, +13102,22-24,Woman,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13103,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,I do not know,"25,000-29,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13104,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"5,000-7,499",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13105,22-24,Man,India,Bachelor’s degree,Software Engineer,10-20 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +13106,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13107,22-24,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13108,45-49,Man,Poland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13109,25-29,Man,Ukraine,I prefer not to answer,Data Analyst,< 1 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +13110,35-39,Man,India,Doctoral degree,Other,3-5 years,C,A personal computer or laptop,Never,5-10 years,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +13111,30-34,Man,Other,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13112,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,Other +13113,22-24,Woman,South Korea,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,, +13114,40-44,Man,Switzerland,Master’s degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20308,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13115,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13116,30-34,Man,Russia,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13117,30-34,Man,Other,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"7,500-9,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13118,45-49,Man,Other,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13119,25-29,Man,China,Doctoral degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,15-19,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +13120,25-29,Woman,Japan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13121,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",10-14,I do not know,"60,000-69,999",$1-$99,,, +13122,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +13123,35-39,Woman,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13124,22-24,Man,Egypt,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13125,18-21,Man,India,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +13126,25-29,Man,South Africa,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13127,60-69,Man,United States of America,Doctoral degree,Research Scientist,20+ years,C,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13128,25-29,Man,Republic of Korea,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,20+,I do not know,"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13129,30-34,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,, +13130,40-44,Man,Brazil,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,6-25 times,I do not use machine learning methods,0-49 employees,1-2,I do not know,"300,000-500,000",$100-$999,,, +13131,35-39,Man,Russia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13132,30-34,Man,United States of America,Doctoral degree,Machine Learning Engineer,3-5 years,Python,,,,,,,,,,, +13133,25-29,Woman,Other,Some college/university study without earning a bachelor’s degree,Data Engineer,3-5 years,Javascript,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,Amazon QuickSight,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13134,22-24,Man,China,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +13135,35-39,Man,Other,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"4,000-4,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13136,22-24,Man,Japan,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13137,35-39,Man,Australia,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13138,22-24,Man,Spain,Master’s degree,Currently not employed,< 1 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13139,25-29,Woman,India,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,,,,,,, +13140,22-24,Man,Bangladesh,Master’s degree,Machine Learning Engineer,,,,,,,,,,,,, +13141,45-49,Man,Brazil,Master’s degree,Other,,,,,,,,,,,,, +13142,70+,Man,India,No formal education past high school,Business Analyst,1-2 years,Swift,,,,,,,,,,, +13143,35-39,Man,Peru,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13144,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,Other +13145,40-44,Man,United States of America,Doctoral degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13146,18-21,Man,Other,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13147,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13148,40-44,Man,Other,Doctoral degree,Machine Learning Engineer,5-10 years,Python,Other,2-5 times,2-3 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +13149,30-34,Man,Other,Bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +13150,22-24,Man,Belarus,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13151,40-44,Woman,India,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13152,35-39,Man,Japan,I prefer not to answer,Currently not employed,< 1 years,C++,None,Never,Under 1 year,,,,,,,, +13153,25-29,Man,Russia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13154,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +13155,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"1000-9,999 employees",15-19,I do not know,"20,000-24,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13156,35-39,Man,Malaysia,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13157,30-34,Man,Japan,,,,,,,,,,,,,,, +13158,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13159,40-44,Man,Morocco,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13160,25-29,Man,Mexico,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13161,55-59,Man,Other,Master’s degree,Software Engineer,20+ years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,20+,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13162,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,I do not know,"10,000-14,999","$1000-$9,999",,, +13163,35-39,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +13164,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13165,18-21,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13166,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13167,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13168,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13169,45-49,Man,Spain,Master’s degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13170,18-21,Woman,India,,,,,,,,,,,,,,, +13171,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13172,40-44,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13173,25-29,Man,Egypt,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13174,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"10,000-14,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13175,22-24,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +13176,40-44,Woman,Japan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13177,22-24,Man,Brazil,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,I do not know,"1,000-1,999",$0 ($USD),,, +13178,18-21,Woman,Malaysia,Bachelor’s degree,Statistician,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,,,,,,,, +13179,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13180,30-34,Man,Other,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,I do not know,"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13181,25-29,Man,Other,Master’s degree,Student,5-10 years,Python,Other,Once,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13182,40-44,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Microsoft SQL Server ,, +13183,40-44,Man,Sweden,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13184,35-39,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13185,25-29,Woman,Canada,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,Amazon DynamoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13186,50-54,Man,Poland,Doctoral degree,Research Scientist,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +13187,25-29,Man,South Korea,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +13188,45-49,Man,Germany,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +13189,25-29,Woman,Germany,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +13190,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,None,,,,,,,,,, +13191,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13192,35-39,Man,Other,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",Google Cloud BigQuery ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +13193,22-24,Woman,India,Doctoral degree,Software Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13194,25-29,Man,India,Master’s degree,Other,1-2 years,Python,,,,,,,,,,, +13195,45-49,Man,Italy,Master’s degree,Software Engineer,3-5 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13196,22-24,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +13197,40-44,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13198,35-39,Man,Pakistan,Professional degree,Data Analyst,I have never written code,,,,,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,, +13199,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +13200,50-54,Man,India,Professional degree,Product/Project Manager,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13201,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +13202,25-29,Woman,Brazil,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",PostgresSQL ,, +13203,22-24,Woman,South Korea,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13204,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +13205,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13206,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13207,22-24,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13208,40-44,Woman,India,,,,,,,,,,,,,,, +13209,22-24,Man,Other,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13210,25-29,Man,Italy,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13211,30-34,Man,Bangladesh,Master’s degree,,,,,,,,,,,,,, +13212,45-49,Prefer not to say,United States of America,Master’s degree,Currently not employed,10-20 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13213,25-29,Man,Japan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,I do not know,,,,, +13214,18-21,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,,,,, +13215,35-39,Man,Turkey,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13216,30-34,Man,China,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,MySQL ,,Other +13217,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13218,35-39,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +13219,25-29,Man,Sri Lanka,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13220,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13221,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13222,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,, +13223,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13224,35-39,Woman,"Iran, Islamic Republic of...",Professional degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Once,10-20 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13225,35-39,Woman,Turkey,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",5-9,I do not know,$0-999,"$10,000-$99,999",,,Other +13226,40-44,Woman,Other,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,I do not know,"60,000-69,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +13227,70+,Man,United States of America,Doctoral degree,Currently not employed,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +13228,45-49,Man,Romania,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13229,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13230,40-44,Woman,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"200,000-249,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13231,35-39,Woman,Brazil,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13232,35-39,Man,Nepal,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +13233,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13234,50-54,Man,United States of America,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13235,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13236,30-34,Man,Canada,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +13237,30-34,Man,Other,No formal education past high school,Other,1-2 years,Python,,,,,,,,,,, +13238,30-34,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13239,50-54,Man,Other,Master’s degree,Software Engineer,20+ years,Python,Other,Never,2-3 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13240,40-44,Man,Italy,Bachelor’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,I do not know,"7,500-9,999",$0 ($USD),,, +13241,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13242,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +13243,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +13244,35-39,Man,Taiwan,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13245,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13246,25-29,Man,India,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +13247,40-44,Man,United States of America,No formal education past high school,Other,20+ years,Other,Other,Never,5-10 years,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,Other +13248,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13249,30-34,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13250,25-29,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13251,22-24,Man,Brazil,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13252,22-24,Woman,Saudi Arabia,Master’s degree,Student,3-5 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13253,22-24,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13254,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,, +13255,25-29,Man,Germany,,,,,,,,,,,,,,, +13256,25-29,Woman,Malaysia,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +13257,22-24,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,, +13258,25-29,Man,Nepal,Master’s degree,Software Engineer,3-5 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +13259,30-34,Man,Ghana,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13260,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13261,35-39,Man,Chile,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +13262,18-21,Man,India,,,,,,,,,,,,,,, +13263,25-29,Woman,Singapore,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13264,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +13265,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,20+ years,Swift,A personal computer or laptop,6-25 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13266,22-24,Man,Pakistan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13267,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,More than 25 times,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13268,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Julia,,,,,,,,,,, +13269,30-34,Man,Romania,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,Other +13270,35-39,Man,Indonesia,Bachelor’s degree,Business Analyst,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13271,45-49,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13272,35-39,Man,France,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,Other +13273,22-24,Woman,Egypt,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +13274,40-44,Man,Australia,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13275,35-39,Man,Ukraine,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13276,45-49,Man,South Korea,Professional degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +13277,40-44,Man,Morocco,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13278,45-49,Woman,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",,,,,,, +13279,22-24,Man,Tunisia,Doctoral degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,0,I do not know,"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13280,22-24,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +13281,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,I do not know,,,,, +13282,22-24,Man,Sri Lanka,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13283,40-44,Man,India,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13284,30-34,Man,Spain,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +13285,35-39,Man,South Africa,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,, +13286,25-29,Man,France,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,Other +13287,25-29,Man,France,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",,,Other +13288,25-29,Man,India,Professional degree,,,,,,,,,,,,,, +13289,50-54,Man,Germany,Doctoral degree,Statistician,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +13290,25-29,Man,Switzerland,Bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +13291,18-21,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13292,18-21,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13293,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13294,30-34,Prefer not to say,Germany,Doctoral degree,Research Scientist,5-10 years,Other,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13295,22-24,Woman,Egypt,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +13296,50-54,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13297,25-29,Man,Japan,Master’s degree,Currently not employed,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13298,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +13299,35-39,Man,India,Master’s degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,,,,,, +13300,30-34,Man,Other,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13301,18-21,Prefer to self-describe,India,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13302,22-24,Man,Mexico,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13303,25-29,Man,Australia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13304,35-39,Woman,"Iran, Islamic Republic of...",Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,,,,,,,,, +13305,40-44,Man,Canada,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"80,000-89,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13643,50-54,Man,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,2-5 times,,,,,,,,, +13306,25-29,Man,France,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13307,25-29,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13308,22-24,Man,Sri Lanka,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,Other +13309,25-29,Man,Other,,,,,,,,,,,,,,, +13310,18-21,Woman,Germany,,,,,,,,,,,,,,, +13311,40-44,Man,Russia,I prefer not to answer,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +13312,30-34,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13313,25-29,Man,Nigeria,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,Other +13314,40-44,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13315,30-34,Man,India,Bachelor’s degree,Software Engineer,10-20 years,,,,,,,,,,,, +13316,30-34,Man,Russia,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,5-9,I do not know,"30,000-39,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +13317,22-24,Man,India,Doctoral degree,Research Scientist,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,, +13318,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,C++,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13319,50-54,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13320,18-21,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +13321,35-39,Man,Netherlands,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13322,40-44,Man,Other,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13323,22-24,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13324,40-44,Man,India,Professional degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Snowflake ,,Other +13325,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +13326,25-29,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13327,30-34,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +13328,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13329,25-29,Man,United Arab Emirates,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13330,35-39,Man,Canada,Master’s degree,Data Analyst,< 1 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13331,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,3-4,I do not know,"20,000-24,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13332,35-39,Man,Other,Doctoral degree,Machine Learning Engineer,3-5 years,SQL,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13333,40-44,Man,Brazil,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"7,500-9,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13334,25-29,Man,United States of America,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13335,30-34,Man,Israel,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13336,18-21,Woman,Egypt,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +13644,30-34,Man,Netherlands,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,,,,,,,,, +13337,30-34,Man,South Africa,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13338,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13339,25-29,Man,Japan,I prefer not to answer,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"40,000-49,999",$100-$999,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13340,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13341,45-49,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"250,000-299,999","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13342,30-34,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13343,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13344,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Microsoft Access ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13345,22-24,Man,Morocco,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +13346,35-39,Man,Japan,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13347,50-54,Man,Italy,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +13348,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +13349,45-49,Man,Other,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13350,30-34,Man,Mexico,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",,, +13351,25-29,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13352,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13353,22-24,Man,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +13354,45-49,Man,South Africa,Master’s degree,Currently not employed,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,Other +13355,25-29,Man,Indonesia,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13356,35-39,Man,Germany,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13357,25-29,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +13358,22-24,Man,Egypt,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13359,40-44,Woman,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13360,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,, +13361,25-29,Man,South Korea,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13362,22-24,Woman,Taiwan,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13363,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13771,40-44,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"7,500-9,999",$1-$99,MongoDB ,,Other +13364,35-39,Man,United States of America,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13365,25-29,Man,India,Doctoral degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13366,22-24,Woman,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13367,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +13368,30-34,Man,Singapore,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13369,35-39,Man,Brazil,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +13370,18-21,Man,India,Bachelor’s degree,Student,1-2 years,None,,,,,,,,,,, +13371,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +13372,25-29,Man,Indonesia,Bachelor’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13373,35-39,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"2,000-2,999",,,, +13374,35-39,Man,Australia,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13375,40-44,Woman,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13376,25-29,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13377,40-44,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13378,40-44,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,, +13379,18-21,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,,,, +13380,35-39,Man,Colombia,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,I do not know,"7,500-9,999","$10,000-$99,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13381,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13382,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +13383,22-24,Woman,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13384,25-29,Man,Turkey,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13385,22-24,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13386,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$10,000-$99,999",Google Cloud BigQuery ,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13387,30-34,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13388,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13389,55-59,Man,Japan,No formal education past high school,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,I do not know,"40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13390,30-34,Woman,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",Google Cloud SQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13391,35-39,Man,Turkey,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +13392,30-34,Man,Viet Nam,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,"20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13393,18-21,Prefer not to say,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14357,18-21,Man,Tunisia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13394,50-54,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",1-2,I do not know,"125,000-149,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13395,22-24,Woman,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +13396,18-21,Man,South Korea,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13397,25-29,Man,Russia,,,,,,,,,,,,,,, +13398,40-44,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,250-999 employees,3-4,I do not know,"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13399,25-29,Prefer not to say,Netherlands,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +13400,30-34,Man,Ukraine,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13401,60-69,Man,United States of America,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13402,50-54,Woman,Portugal,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,I do not know,"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13403,18-21,Man,India,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13404,22-24,Woman,Viet Nam,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,10-14,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13405,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$1-$99,Amazon Redshift ,TIBCO Spotfire,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13406,22-24,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13407,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13408,30-34,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,I do not know,"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13409,22-24,Woman,United States of America,Bachelor’s degree,Student,3-5 years,R,,,,,,,,,,, +13410,30-34,Man,Germany,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"40,000-49,999",$1-$99,,, +13411,35-39,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13412,25-29,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13413,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13414,70+,Man,Romania,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,I do not know,"2,000-2,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13415,30-34,Woman,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13416,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +13417,22-24,Man,China,,,,,,,,,,,,,,, +13418,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +13419,25-29,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13420,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Google Cloud SQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +13421,35-39,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13422,18-21,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +13423,30-34,Man,Taiwan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13424,25-29,Man,United States of America,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13959,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +13425,35-39,Man,India,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13426,22-24,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13427,18-21,Man,India,I prefer not to answer,Student,1-2 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,, +13428,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,3-4 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13429,22-24,Man,Saudi Arabia,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,, +13430,30-34,Man,India,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +13431,22-24,Man,United States of America,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,,,,,,,,, +13432,35-39,Man,France,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13433,30-34,Woman,Brazil,Doctoral degree,Other,10-20 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +13434,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13435,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13436,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,Snowflake ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +13437,30-34,Man,Japan,Master’s degree,Software Engineer,< 1 years,SQL,A personal computer or laptop,Never,,,,,,,,, +13438,18-21,Man,Thailand,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13439,25-29,Man,Pakistan,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13440,55-59,Woman,Malaysia,Doctoral degree,Statistician,5-10 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +13441,25-29,Prefer not to say,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13442,22-24,Woman,Bangladesh,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +13443,25-29,Man,United States of America,Master’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,3-4 years,,,,,,,, +13444,18-21,Woman,India,No formal education past high school,Student,1-2 years,Python,,,,,,,,,,, +13445,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13446,30-34,Man,India,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13447,50-54,Man,United States of America,,,,,,,,,,,,,,, +13448,30-34,Woman,Singapore,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13449,22-24,Woman,Turkey,,,,,,,,,,,,,,, +13450,30-34,Woman,Nigeria,Master’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,I do not know,"> $500,000","$10,000-$99,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13451,25-29,Woman,Other,Professional degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud SQL ,Google Data Studio,Other +13452,22-24,Woman,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13453,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13454,25-29,Woman,India,Master’s degree,Other,1-2 years,None,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,Other +13455,22-24,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13517,40-44,Man,Taiwan,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13456,25-29,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +13457,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13458,35-39,Man,India,Doctoral degree,Data Analyst,,,,,,,,,,,,, +13459,22-24,Man,Thailand,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13460,35-39,Woman,Russia,Doctoral degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13461,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13462,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,MySQL ,,Other +13463,40-44,Woman,United States of America,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +13464,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +13465,25-29,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +13466,55-59,Man,Taiwan,Master’s degree,Product/Project Manager,20+ years,Python,,,,,,,,,,, +13467,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +13468,22-24,Man,Turkey,Some college/university study without earning a bachelor’s degree,Data Engineer,1-2 years,,,,,,,,,,,, +13469,22-24,Man,Pakistan,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +13470,22-24,Man,Brazil,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13471,55-59,Man,Chile,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13472,40-44,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13473,25-29,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,I do not know,$0-999,,,, +13474,22-24,Man,India,Master’s degree,Student,1-2 years,R,None,Never,1-2 years,,,,,,,, +13475,25-29,Man,Italy,Doctoral degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,,,,, +13476,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13477,55-59,Man,Brazil,Master’s degree,Student,20+ years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13478,25-29,Man,Saudi Arabia,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,More than 25 times,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13479,22-24,Man,Turkey,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13480,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13481,22-24,Man,United States of America,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13482,40-44,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +13483,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +13484,22-24,Man,India,I prefer not to answer,Student,,,,,,,,,,,,, +13485,25-29,Woman,Brazil,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13486,22-24,Man,Belgium,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13487,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13550,25-29,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13488,45-49,Man,India,Doctoral degree,Machine Learning Engineer,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13489,30-34,Woman,Other,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13490,30-34,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13491,30-34,Man,Morocco,Professional degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Amazon DynamoDB ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13492,22-24,Man,Indonesia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13493,30-34,Man,Argentina,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13494,18-21,Man,Russia,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,Other +13495,45-49,Man,Philippines,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13496,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13497,30-34,Woman,United States of America,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +13498,22-24,Woman,Australia,Bachelor’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13499,45-49,Man,Nigeria,Master’s degree,Other,I have never written code,,,,,50-249 employees,5-9,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13500,30-34,Man,Japan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13501,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,4-5 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13502,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13503,40-44,Man,United Arab Emirates,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,, +13504,25-29,Man,Japan,,,,,,,,,,,,,,, +13505,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13506,30-34,Woman,United States of America,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13507,18-21,Man,Indonesia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13508,22-24,Man,Tunisia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,,,,,, +13509,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13510,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13511,45-49,Man,United States of America,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13512,25-29,Man,Other,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,"7,500-9,999","$1000-$9,999",Amazon DynamoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13513,30-34,Woman,India,I prefer not to answer,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,, +13514,25-29,Man,Thailand,Master’s degree,Data Scientist,I have never written code,,,,,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"> $500,000","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13515,22-24,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13516,30-34,Man,Turkey,Master’s degree,Other,< 1 years,Python,,,,,,,,,,, +13611,22-24,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +13518,18-21,Woman,China,Some college/university study without earning a bachelor’s degree,DBA/Database Engineer,1-2 years,Java,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13519,40-44,Man,Canada,Doctoral degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",MySQL ,,Other +13520,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,,,, +13521,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +13522,30-34,Man,India,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,10-14,I do not know,"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13523,25-29,Man,Philippines,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13524,25-29,Man,Japan,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,,, +13525,35-39,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +13526,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13527,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13528,30-34,Man,India,Master’s degree,Other,3-5 years,,,,,,,,,,,, +13529,35-39,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",3-4,I do not know,"7,500-9,999",$0 ($USD),,, +13530,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +13531,60-69,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13532,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13533,50-54,Man,Japan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13534,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13535,25-29,Man,Brazil,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),$0-999,$0 ($USD),,, +13536,22-24,Woman,Egypt,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13537,25-29,Woman,Germany,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13538,35-39,Woman,India,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13539,18-21,Man,Turkey,No formal education past high school,Research Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +13540,25-29,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +13541,25-29,Man,Bangladesh,Professional degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13542,18-21,Woman,Other,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13543,30-34,Woman,India,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +13544,22-24,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13545,35-39,Man,Chile,Doctoral degree,Research Scientist,5-10 years,Other,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13546,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +13547,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +13548,40-44,Man,Viet Nam,I prefer not to answer,Research Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,4-5 years,50-249 employees,3-4,I do not know,"4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +13549,25-29,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",0,,,,,, +14474,25-29,Woman,Other,Master’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Never,,,,,,,,, +13551,35-39,Woman,Switzerland,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13552,30-34,Man,Brazil,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +13553,22-24,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,SQLite ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13554,30-34,Man,Egypt,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13555,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +13556,25-29,Man,Turkey,Bachelor’s degree,Student,5-10 years,Python,,,,,,,,,,, +13557,22-24,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13558,35-39,Man,United States of America,I prefer not to answer,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13559,35-39,Man,Israel,Bachelor’s degree,Product/Project Manager,3-5 years,None,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),,,,, +13560,30-34,Man,Russia,Doctoral degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13561,18-21,Man,Egypt,,,,,,,,,,,,,,, +13562,22-24,Man,Japan,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13563,22-24,Man,India,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13564,22-24,Woman,Indonesia,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13565,25-29,Man,China,Master’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,Other +13566,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13567,50-54,Man,United States of America,Doctoral degree,Software Engineer,20+ years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,20 or more years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",MongoDB ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +13568,45-49,Man,Brazil,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13569,18-21,Man,India,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),,,,, +13570,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13571,22-24,Woman,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +13572,25-29,Man,Italy,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13573,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13574,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13575,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +13576,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13577,40-44,Man,Russia,Bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"1,000-1,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13578,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13579,25-29,Man,Argentina,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +13580,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13581,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13582,22-24,Man,Nigeria,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13583,22-24,Man,Ireland,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13584,30-34,Man,Russia,Professional degree,Software Engineer,10-20 years,Julia,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13585,40-44,Woman,United States of America,Bachelor’s degree,Product/Project Manager,1-2 years,None,,,,,,,,,,, +13586,30-34,Man,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13587,55-59,Man,United States of America,Bachelor’s degree,,,,,,,,,,,,,, +13588,25-29,Man,Other,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +13589,22-24,Man,Nigeria,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"5,000-7,499",$1-$99,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +13590,50-54,Man,Morocco,Doctoral degree,Research Scientist,20+ years,Java,,,,,,,,,,, +13591,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13592,25-29,Man,Nigeria,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13593,35-39,Man,India,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,, +13594,22-24,Man,Mexico,Master’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13595,45-49,Prefer not to say,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,I do not know,"3,000-3,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13596,25-29,Man,Italy,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13597,40-44,Man,South Korea,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",MongoDB ,,Other +13598,25-29,Man,Australia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,PostgresSQL ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13599,22-24,Man,Israel,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13600,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +13601,22-24,Man,United States of America,Master’s degree,Research Scientist,10-20 years,Julia,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13602,45-49,Man,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13603,50-54,Man,Philippines,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13604,30-34,Man,Saudi Arabia,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +13605,18-21,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,, +13606,22-24,Man,Thailand,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13607,35-39,Woman,Egypt,Doctoral degree,Other,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +13608,25-29,Man,Portugal,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +13609,35-39,Man,Brazil,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13610,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13612,18-21,Man,Indonesia,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,I do not know,"7,500-9,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13613,40-44,Man,Turkey,Master’s degree,Research Scientist,5-10 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +13614,35-39,Prefer not to say,Brazil,,,,,,,,,,,,,,, +13615,30-34,Woman,Other,,,,,,,,,,,,,,, +13616,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13617,55-59,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13618,30-34,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13619,30-34,Man,Japan,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13620,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13621,35-39,Man,Turkey,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13622,25-29,Man,Kenya,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13623,40-44,Man,India,Master’s degree,Product/Project Manager,3-5 years,Other,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13624,25-29,Man,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13625,18-21,Man,Turkey,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13626,35-39,Man,Brazil,Doctoral degree,DBA/Database Engineer,5-10 years,SQL,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13627,22-24,Man,South Korea,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +13628,25-29,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13629,25-29,Woman,Indonesia,Bachelor’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13630,25-29,Man,Nepal,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13631,25-29,Woman,Turkey,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +13632,30-34,Man,Chile,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13633,25-29,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13634,22-24,Man,Malaysia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +13635,60-69,Man,Chile,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +13636,30-34,Woman,India,Professional degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +13637,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13638,50-54,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,Microsoft Power BI,Other +13639,30-34,Man,United States of America,Doctoral degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13640,25-29,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13641,50-54,Man,Germany,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000",$0 ($USD),,,Other +13642,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13645,30-34,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$100,000 or more ($USD)",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13646,22-24,Man,Greece,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13647,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),,,,, +13648,30-34,Man,United States of America,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13649,18-21,Woman,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13650,18-21,Man,United Arab Emirates,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13651,25-29,Man,Australia,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13652,55-59,Man,Philippines,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,10-20 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13653,45-49,Man,Other,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13654,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13655,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,Other +13656,22-24,Man,China,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),,,,, +13657,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +13658,25-29,Woman,Indonesia,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +13659,25-29,Man,South Africa,,,,,,,,,,,,,,, +13660,25-29,Man,India,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13661,30-34,Man,India,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13662,18-21,Woman,Taiwan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13663,30-34,Man,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +13664,30-34,Man,Germany,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13665,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +13666,25-29,Man,Japan,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13667,22-24,Man,South Africa,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13668,22-24,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13669,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13670,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +13671,22-24,Man,Malaysia,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13672,40-44,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",PostgresSQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +13673,35-39,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13674,25-29,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13675,25-29,Woman,Other,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16263,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +13676,35-39,Man,Sweden,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13677,25-29,Man,Chile,Professional degree,,,,,,,,,,,,,, +13678,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13679,18-21,Man,Ukraine,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13680,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Java,,,,,,,,,,, +13681,18-21,Woman,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13682,25-29,Man,South Africa,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13683,30-34,Man,Brazil,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13684,30-34,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13685,45-49,Man,Turkey,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13686,30-34,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,I do not know,"40,000-49,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13687,40-44,Man,Brazil,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13688,22-24,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13689,22-24,Man,Colombia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13690,25-29,Woman,South Korea,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",,,, +13691,60-69,Man,United States of America,Bachelor’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,, +13692,22-24,Man,Argentina,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +13693,25-29,Man,India,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13694,18-21,Prefer not to say,China,Some college/university study without earning a bachelor’s degree,Student,10-20 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13695,30-34,Man,Canada,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13696,40-44,Man,Romania,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13697,25-29,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13698,40-44,Man,United States of America,Bachelor’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13699,25-29,Man,Nigeria,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13700,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13701,30-34,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13702,35-39,Man,Spain,Doctoral degree,Software Engineer,10-20 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13703,45-49,Man,Nigeria,Bachelor’s degree,Other,< 1 years,Bash,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13704,25-29,Man,Colombia,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13705,18-21,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13706,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Swift,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,50-249 employees,,,,,,, +13772,40-44,Man,United States of America,Bachelor’s degree,Currently not employed,20+ years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13707,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13708,25-29,Man,United Arab Emirates,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,, +13709,25-29,Man,India,Bachelor’s degree,Business Analyst,,,,,,,,,,,,, +13710,22-24,Man,Mexico,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13711,22-24,Man,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13712,18-21,Man,South Korea,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13713,22-24,Man,Indonesia,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +13714,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13715,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +13716,18-21,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13717,50-54,Man,Singapore,Doctoral degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +13718,22-24,Woman,Taiwan,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13719,30-34,Man,Russia,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,,,,,,,,, +13720,40-44,Man,Brazil,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +13721,45-49,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13722,60-69,Man,Canada,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +13723,55-59,Man,Canada,Master’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,1-2,I do not know,"60,000-69,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13724,45-49,Man,Germany,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",,,,,,, +13725,25-29,Woman,India,Bachelor’s degree,Other,< 1 years,SQL,,,,,,,,,,, +13726,25-29,Man,Sri Lanka,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",Google Cloud Firestore ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13727,45-49,Man,United States of America,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13728,45-49,Woman,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +13729,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13730,25-29,Man,Nigeria,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13731,22-24,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13732,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13733,30-34,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Bash,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13734,22-24,Man,Taiwan,I prefer not to answer,Student,3-5 years,MATLAB,A personal computer or laptop,Never,2-3 years,,,,,,,,Other +13735,30-34,Woman,Italy,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13736,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13737,55-59,Man,Turkey,Master’s degree,Machine Learning Engineer,3-5 years,SQL,,,,,,,,,,, +13738,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +13739,60-69,Man,Chile,Bachelor’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +13740,50-54,Woman,United States of America,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13741,30-34,Man,Morocco,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13742,40-44,Man,United States of America,Master’s degree,Student,I have never written code,,,,,,,,,,,, +13743,35-39,Man,Singapore,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +13744,30-34,Man,South Africa,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13745,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13746,45-49,Man,Japan,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13747,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13748,22-24,Woman,Other,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13749,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13750,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13751,22-24,Man,India,,,,,,,,,,,,,,, +13752,18-21,Woman,China,Bachelor’s degree,Student,< 1 years,R,,,,,,,,,,, +13753,45-49,Man,Canada,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +13754,25-29,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +13755,22-24,Man,France,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +13756,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13757,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13758,22-24,Woman,Malaysia,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +13759,35-39,Man,India,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +13760,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13761,35-39,Man,Italy,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13762,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,,,,,,,, +13763,30-34,Man,Germany,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13764,22-24,Woman,Morocco,Master’s degree,Software Engineer,1-2 years,Java,,,,,,,,,,, +13765,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13766,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13767,35-39,Man,Mexico,Professional degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI, +13768,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +13769,18-21,Man,Bangladesh,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13770,22-24,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13773,25-29,Man,Nepal,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13774,45-49,Prefer not to say,Germany,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +13775,25-29,Man,Germany,Master’s degree,Student,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13776,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13777,30-34,Man,Japan,Master’s degree,Data Analyst,5-10 years,Java,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13778,30-34,Man,Other,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13779,45-49,Man,Netherlands,Bachelor’s degree,Currently not employed,1-2 years,C++,,,,,,,,,,, +13780,25-29,Man,Sweden,Master’s degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13781,30-34,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,I do not know,"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13782,25-29,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13783,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13784,30-34,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +13785,30-34,Woman,Turkey,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,Microsoft Power BI,Other +13786,50-54,Woman,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13787,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,Other,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13788,35-39,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +13789,25-29,Man,Spain,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13790,25-29,Man,Taiwan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,, +13791,35-39,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13792,22-24,Man,India,,,,,,,,,,,,,,, +13793,35-39,Man,Mexico,Bachelor’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +13794,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13795,25-29,Man,India,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,,,,,,,, +13796,22-24,Man,India,Master’s degree,Data Analyst,,,,,,,,,,,,, +13797,45-49,Man,Germany,Doctoral degree,Statistician,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13798,25-29,Man,Italy,Master’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$1-$99,Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13799,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13800,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13801,22-24,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13897,40-44,Man,Canada,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$1-$99,,Microsoft Power BI,Other +13802,45-49,Man,Mexico,Doctoral degree,Data Analyst,10-20 years,R,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +13803,22-24,Man,Kenya,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,Never,,,,,,,,, +13804,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13805,30-34,Man,Argentina,Professional degree,Student,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +13806,25-29,Man,Nigeria,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13807,30-34,Prefer not to say,"Iran, Islamic Republic of...",I prefer not to answer,,,,,,,,,,,,,, +13808,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13809,22-24,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13810,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13811,50-54,Man,United States of America,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13812,25-29,Woman,South Korea,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13813,22-24,Man,Belgium,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13814,30-34,Man,Japan,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13815,35-39,Man,Turkey,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +13816,35-39,Woman,Russia,Professional degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13817,25-29,Woman,Germany,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13818,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13819,22-24,Man,China,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +13820,18-21,Man,Tunisia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +13821,25-29,Man,Egypt,Doctoral degree,,,,,,,,,,,,,, +13822,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13823,30-34,Man,Russia,I prefer not to answer,Data Scientist,3-5 years,Python,None,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13824,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Business Analyst,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,, +13825,40-44,Man,United States of America,Doctoral degree,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +13826,60-69,Man,Israel,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13827,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13828,35-39,Man,Brazil,Doctoral degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13829,50-54,Man,Other,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13830,35-39,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13831,40-44,Man,Turkey,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13832,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13833,25-29,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13834,18-21,Man,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +13898,22-24,Man,India,,,,,,,,,,,,,,, +13899,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +16500,25-29,Woman,Canada,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +13835,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13836,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13837,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13838,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13839,30-34,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +13840,22-24,Prefer not to say,China,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13841,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13842,22-24,Woman,Russia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +13843,25-29,Prefer not to say,Other,,,,,,,,,,,,,,, +13844,35-39,Man,Turkey,I prefer not to answer,Business Analyst,10-20 years,,,,,,,,,,,, +13845,22-24,Man,Other,Professional degree,Statistician,I have never written code,,,,,0-49 employees,,,,,,, +13846,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13847,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +13848,25-29,Man,United States of America,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13849,25-29,Man,Netherlands,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +13850,35-39,Man,Brazil,Bachelor’s degree,Business Analyst,I have never written code,,,,,250-999 employees,3-4,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13851,40-44,Woman,Spain,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13852,18-21,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13853,25-29,Woman,Argentina,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +13854,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13855,22-24,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13856,22-24,Man,Ukraine,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13857,35-39,Woman,Argentina,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13858,35-39,Woman,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13859,40-44,Woman,Philippines,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13860,25-29,Man,South Africa,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",15-19,No (we do not use ML methods),"50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13861,22-24,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13862,22-24,Man,India,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13863,30-34,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13864,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20309,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +13865,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13866,18-21,Man,Ukraine,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13867,40-44,Man,Spain,,,,,,,,,,,,,,, +13868,22-24,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),,,Other +13869,50-54,Man,Germany,Master’s degree,Currently not employed,20+ years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13870,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13871,25-29,Man,Sweden,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13872,70+,Woman,Germany,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +13873,25-29,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,I do not know,$0-999,$0 ($USD),,, +13874,25-29,Man,Germany,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13875,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +13876,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13877,30-34,Woman,Russia,I prefer not to answer,Product/Project Manager,3-5 years,,,,,,,,,,,, +13878,22-24,Woman,India,Bachelor’s degree,Student,,,,,,,,,,,,, +13879,25-29,Man,Spain,Master’s degree,Data Scientist,5-10 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13880,35-39,Prefer not to say,United States of America,Master’s degree,Software Engineer,10-20 years,,,,,,,,,,,, +13881,30-34,Man,Colombia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13882,40-44,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +13883,22-24,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13884,25-29,Man,India,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13885,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13886,25-29,Man,India,Bachelor’s degree,Product/Project Manager,< 1 years,None,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13887,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13888,18-21,Man,Japan,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +13889,30-34,Prefer not to say,Germany,Doctoral degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,5-10 years,"1000-9,999 employees",10-14,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13890,22-24,Man,Romania,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +13891,25-29,Man,Thailand,I prefer not to answer,DBA/Database Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),Google Cloud SQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +13892,18-21,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +13893,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13894,22-24,Woman,India,Master’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13895,22-24,Man,Turkey,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13896,30-34,Prefer not to say,Other,Bachelor’s degree,,,,,,,,,,,,,, +20999,18-21,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +13900,40-44,Man,Tunisia,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13901,25-29,Man,France,Master’s degree,Research Scientist,5-10 years,Julia,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,Other +13902,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +13903,25-29,Man,India,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +13904,60-69,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,I do not know,"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13905,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13906,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13907,45-49,Man,Canada,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,I do not know,"100,000-124,999",$1-$99,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +13908,22-24,Nonbinary,Turkey,Some college/university study without earning a bachelor’s degree,Statistician,< 1 years,Other,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +13909,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +13910,60-69,Man,South Africa,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13911,30-34,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13912,40-44,Woman,Ukraine,Doctoral degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +13913,18-21,Man,Russia,Bachelor’s degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,,,,,,,, +13914,40-44,Man,China,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13915,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13916,40-44,Man,Portugal,Master’s degree,Data Engineer,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13917,60-69,Man,Germany,Master’s degree,Business Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +13918,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,, +13919,50-54,Man,Brazil,Doctoral degree,Software Engineer,20+ years,R,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13920,40-44,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +13921,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Javascript,,,,,,,,,,, +13922,22-24,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +13923,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13924,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13925,30-34,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +13926,50-54,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +13927,30-34,Man,Spain,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13928,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +13929,40-44,Woman,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13930,45-49,Man,Other,Bachelor’s degree,DBA/Database Engineer,20+ years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",SQLite ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +13931,25-29,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13932,18-21,Man,Morocco,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +13933,50-54,Man,Australia,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +13934,25-29,Man,India,Doctoral degree,Other,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"5,000-7,499",$0 ($USD),Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +13935,50-54,Woman,Germany,Bachelor’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +13936,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13937,35-39,Man,Thailand,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +13938,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,2-5 times,,,,,,,,, +13939,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),,,,, +13940,25-29,Man,Other,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +13941,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13942,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13943,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",20+,I do not know,$0-999,"$1000-$9,999",MongoDB ,,Other +13944,45-49,Man,Italy,Master’s degree,Product/Project Manager,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13945,35-39,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +13946,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13947,22-24,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +13948,25-29,Man,Kenya,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,250-999 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +13949,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13950,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13951,18-21,Man,India,Bachelor’s degree,Student,20+ years,Java,,,,,,,,,,, +13952,22-24,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13953,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,I do not know,"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13954,25-29,Man,South Africa,Bachelor’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13955,25-29,Man,Nigeria,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",MySQL ,SAP Analytics Cloud ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13956,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13957,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13958,22-24,Man,Singapore,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13960,18-21,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13961,50-54,Man,India,Doctoral degree,Research Scientist,10-20 years,C++,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13962,55-59,Man,United States of America,Master’s degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13963,22-24,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13964,30-34,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13965,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13966,25-29,Man,Peru,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +13967,30-34,Woman,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +13968,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +13969,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +13970,22-24,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$100,000 or more ($USD)",,,Other +13971,25-29,Man,Colombia,Professional degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13972,35-39,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +13973,25-29,Man,Nigeria,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +13974,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13975,18-21,Man,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13976,18-21,Man,Israel,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",,, +13977,25-29,Man,Russia,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13978,35-39,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Google Cloud BigQuery ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13979,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,,,,,,,,,,, +13980,40-44,Man,Other,Master’s degree,Research Scientist,I have never written code,,,,,"10,000 or more employees",10-14,I do not know,"15,000-19,999",$0 ($USD),,, +13981,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13982,45-49,Man,Brazil,Professional degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +13983,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +13984,25-29,Man,Taiwan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +13985,25-29,Man,Peru,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +13986,40-44,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,,,,,,,,,, +13987,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Research Scientist,I have never written code,,,,,250-999 employees,5-9,I do not know,"60,000-69,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +13988,25-29,Man,Mexico,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +13989,50-54,Man,United States of America,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +13990,50-54,Man,Spain,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13991,35-39,Man,Italy,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +13992,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +13993,22-24,Woman,Colombia,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +13994,60-69,Woman,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +13995,25-29,Woman,Other,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +13996,55-59,Woman,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13997,18-21,Man,Other,No formal education past high school,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +13998,45-49,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +13999,25-29,Man,Peru,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14000,25-29,Woman,Turkey,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14001,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Java,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14002,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14003,22-24,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14004,25-29,Man,Turkey,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +14005,25-29,Man,South Africa,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14006,30-34,Man,Pakistan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,Other +14007,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14008,25-29,Woman,Tunisia,Some college/university study without earning a bachelor’s degree,Data Scientist,I have never written code,,,,,,,,,,,, +14009,30-34,Man,France,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Google Cloud SQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14010,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14011,22-24,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14012,25-29,Man,Other,Doctoral degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14013,18-21,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14014,22-24,Man,Other,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +14015,22-24,Man,France,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,,,,,,, +14016,45-49,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +14017,35-39,Man,Other,Some college/university study without earning a bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14018,35-39,Man,Argentina,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14019,30-34,Man,Taiwan,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +14020,30-34,Man,Spain,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14021,30-34,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14022,22-24,Prefer not to say,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14023,18-21,Man,India,,,,,,,,,,,,,,, +14024,22-24,Woman,Australia,Master’s degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +14025,70+,Man,India,Doctoral degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,,,,,,,, +14026,18-21,Man,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14027,18-21,Man,Colombia,No formal education past high school,Student,< 1 years,Python,,,,,,,,,,, +14028,45-49,Man,Canada,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",Amazon DynamoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14029,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14030,30-34,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14031,60-69,Man,Japan,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14032,35-39,Man,Germany,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +14033,30-34,Man,China,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14034,18-21,Man,India,Master’s degree,Student,1-2 years,SQL,,,,,,,,,,, +14035,22-24,Woman,Nigeria,Bachelor’s degree,Software Engineer,< 1 years,Python,,,,,,,,,,, +14036,30-34,Woman,Argentina,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",10-14,No (we do not use ML methods),"10,000-14,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14037,45-49,Man,Nigeria,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14038,70+,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14039,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +14040,30-34,Man,Germany,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14041,55-59,Man,Other,Some college/university study without earning a bachelor’s degree,Other,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,Other +14042,18-21,Man,Japan,Bachelor’s degree,Student,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14043,35-39,Man,India,Master’s degree,Business Analyst,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14044,18-21,Man,India,,,,,,,,,,,,,,, +14045,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14046,25-29,Woman,Taiwan,I prefer not to answer,Data Analyst,1-2 years,C++,,,,,,,,,,, +14047,18-21,Man,India,,,,,,,,,,,,,,, +14048,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14049,22-24,Man,Romania,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,,,Other +14050,25-29,Man,Taiwan,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14051,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14052,45-49,Man,Poland,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14053,30-34,Man,Italy,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14054,40-44,Man,India,Master’s degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14055,30-34,Man,France,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +14056,35-39,Man,Japan,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14057,22-24,Man,Russia,I prefer not to answer,Student,1-2 years,Python,,,,,,,,,,, +14058,30-34,Man,South Korea,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,3-4 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14059,40-44,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14060,40-44,Man,India,Master’s degree,Product/Project Manager,,,,,,,,,,,,, +14061,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14062,22-24,Man,India,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14063,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14064,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +14065,50-54,Man,Japan,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Amazon DynamoDB ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14066,22-24,Man,Singapore,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +14067,22-24,Woman,United States of America,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14068,35-39,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14069,25-29,Woman,South Africa,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14070,30-34,Man,Japan,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"40,000-49,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14071,25-29,Man,Saudi Arabia,Master’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,3-4,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14072,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14073,40-44,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,,,,,,,, +14074,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,I do not know,"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14075,50-54,Man,Japan,Master’s degree,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14076,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +14077,18-21,Woman,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,None,2-5 times,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14078,40-44,Man,India,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14079,40-44,Man,United States of America,Bachelor’s degree,Product/Project Manager,10-20 years,SQL,,,,,,,,,,, +14080,25-29,Man,Italy,Master’s degree,Student,3-5 years,MATLAB,,,,,,,,,,, +18570,25-29,Man,Indonesia,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +14081,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14082,22-24,Man,Canada,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14083,25-29,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14084,30-34,Man,Spain,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14085,35-39,Man,India,Professional degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14086,18-21,Man,India,Master’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14087,25-29,Man,India,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +14088,25-29,Man,Philippines,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14089,40-44,Man,Germany,I prefer not to answer,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"> $500,000","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14090,60-69,Man,Poland,Doctoral degree,Data Scientist,20+ years,Other,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,Other +14091,45-49,Man,France,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",Other,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14092,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,,,,,,,, +14093,30-34,Woman,Philippines,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14094,25-29,Man,China,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14095,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14096,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +14097,22-24,Man,France,Master’s degree,Business Analyst,1-2 years,Python,,,,,,,,,,, +14098,35-39,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14099,22-24,Woman,China,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14100,25-29,Man,Indonesia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14101,45-49,Man,Portugal,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14102,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,Other +14103,30-34,Man,China,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +14104,25-29,Woman,United States of America,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14105,45-49,Man,Spain,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14106,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14107,25-29,Man,South Korea,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14108,40-44,Woman,Malaysia,Doctoral degree,Research Scientist,10-20 years,C,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14109,50-54,Man,Colombia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14110,25-29,Man,Viet Nam,Master’s degree,Machine Learning Engineer,3-5 years,MATLAB,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14111,35-39,Man,Switzerland,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14112,25-29,Prefer not to say,Ghana,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18662,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14113,35-39,Man,Other,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,Other,"Local development environments (RStudio, JupyterLab, etc.)" +14114,50-54,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,,Other +14115,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14116,25-29,Woman,Morocco,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14117,25-29,Woman,Brazil,Bachelor’s degree,Product/Project Manager,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,5-9,I do not know,"2,000-2,999",$0 ($USD),,, +14118,45-49,Man,India,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,Other +14119,18-21,Man,Belarus,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14120,45-49,Man,Sweden,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,I do not know,,,,, +14121,70+,Man,United States of America,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14122,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14123,40-44,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14124,50-54,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,C++,A personal computer or laptop,Never,2-3 years,,,,,,,, +14125,22-24,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14126,25-29,Woman,India,Doctoral degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +14127,40-44,Man,Colombia,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,, +14128,18-21,Man,Morocco,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +14129,25-29,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14130,22-24,Man,Turkey,Master’s degree,Student,I have never written code,,,,,,,,,,,, +14131,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14132,35-39,Man,Colombia,Some college/university study without earning a bachelor’s degree,Data Engineer,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14133,40-44,Man,Israel,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14134,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14135,18-21,Prefer not to say,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,, +14136,22-24,Woman,Pakistan,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Oracle Database ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +14137,40-44,Man,France,Doctoral degree,Data Scientist,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14138,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14139,55-59,Man,Colombia,Master’s degree,Statistician,5-10 years,Other,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +14140,40-44,Man,South Africa,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14172,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14141,35-39,Man,Japan,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14142,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14143,30-34,Man,Spain,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14144,30-34,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,C++,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14145,22-24,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14146,55-59,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +14147,22-24,Woman,China,Master’s degree,,,,,,,,,,,,,, +14148,22-24,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14149,18-21,Woman,Kenya,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14150,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14151,30-34,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +14152,45-49,Man,Peru,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14153,18-21,Man,China,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14154,35-39,Woman,South Africa,Bachelor’s degree,Statistician,3-5 years,,,,,,,,,,,, +14155,35-39,Woman,Germany,Doctoral degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14156,25-29,Woman,Spain,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",Other,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +14157,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14158,25-29,Man,Canada,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14159,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14160,25-29,Man,India,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +14161,25-29,Man,Pakistan,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14162,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,, +14163,30-34,Man,South Korea,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14164,25-29,Man,Philippines,Bachelor’s degree,Data Analyst,< 1 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14165,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +14166,40-44,Man,Spain,Professional degree,Product/Project Manager,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14167,55-59,Man,Taiwan,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14168,22-24,Woman,Russia,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +14169,25-29,Woman,United States of America,Bachelor’s degree,Business Analyst,,,,,,,,,,,,, +14170,25-29,Woman,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14171,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14173,25-29,Man,Spain,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14174,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14175,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +14176,40-44,Man,Canada,Master’s degree,Data Engineer,10-20 years,Other,Other,Never,I do not use machine learning methods,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",,, +14177,35-39,Woman,Italy,Master’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,, +14178,35-39,Man,India,Doctoral degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14179,22-24,Man,Nigeria,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14180,22-24,Man,China,Master’s degree,Student,1-2 years,,,,,,,,,,,, +14181,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14182,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +14183,25-29,Woman,Germany,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14184,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14185,25-29,Prefer not to say,France,Master’s degree,,,,,,,,,,,,,, +14186,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14187,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +14188,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,,,,,,,,,,,,,, +14189,22-24,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14190,30-34,Woman,Ireland,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14191,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14192,22-24,Man,Germany,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,, +14193,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14194,22-24,Man,South Korea,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,, +14195,35-39,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",,,, +14196,25-29,Woman,Kenya,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14197,18-21,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14198,30-34,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14199,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +14200,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14201,18-21,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14202,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +14203,22-24,Man,Indonesia,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14204,25-29,Woman,Pakistan,Master’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Once,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14205,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14235,25-29,Man,Germany,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +14206,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14207,40-44,Man,Brazil,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14208,60-69,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14209,25-29,Man,Nigeria,Professional degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +14210,25-29,Man,South Africa,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +14211,35-39,Man,Viet Nam,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,3-4,No (we do not use ML methods),$0-999,$100-$999,Google Cloud BigQuery ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14212,35-39,Man,Saudi Arabia,No formal education past high school,Currently not employed,3-5 years,SQL,A personal computer or laptop,2-5 times,,,,,,,,, +14213,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14214,25-29,Man,Turkey,Bachelor’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14215,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14216,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14217,18-21,Prefer not to say,Indonesia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14218,45-49,Man,Brazil,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14219,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14220,25-29,Man,Republic of Korea,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14221,25-29,Man,Other,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +14222,18-21,Woman,India,Professional degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +14223,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,I do not know,"1,000-1,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14224,22-24,Woman,Other,Master’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,0-49 employees,,,,,,, +14225,25-29,Man,Pakistan,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +14226,30-34,Man,Italy,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14227,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14228,40-44,Man,Brazil,Master’s degree,DBA/Database Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +14229,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14230,40-44,Man,India,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14231,30-34,Woman,United States of America,Doctoral degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14232,30-34,Man,Other,Master’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14233,30-34,Man,Turkey,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14234,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14236,60-69,Man,Nigeria,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14237,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14238,60-69,Man,Australia,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14239,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14240,25-29,Man,Colombia,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$100,000 or more ($USD)",,,Other +14241,35-39,Man,India,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),,,,, +14242,30-34,Man,China,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14243,55-59,Man,Brazil,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14244,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,Other,Never,1-2 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +14245,18-21,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14246,60-69,Man,Japan,,,,,,,,,,,,,,, +14247,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +14248,35-39,Man,Other,Doctoral degree,Currently not employed,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14249,35-39,Man,Japan,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14250,40-44,Man,South Korea,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +14251,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +14252,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +14253,25-29,Woman,Mexico,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),,,,, +14254,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14255,25-29,Man,United States of America,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14256,30-34,Man,China,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14257,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,0,No (we do not use ML methods),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14258,25-29,Man,Brazil,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",,,, +14259,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14260,40-44,Prefer not to say,Nigeria,Master’s degree,Other,5-10 years,R,A personal computer or laptop,Never,,,,,,,,, +14261,25-29,Woman,Germany,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",10-14,,,,,, +14262,25-29,Man,Japan,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14263,18-21,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14264,18-21,Man,Canada,I prefer not to answer,Research Scientist,I have never written code,,,,,0-49 employees,0,,,,,, +14265,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14266,30-34,Prefer not to say,Japan,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14267,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21921,22-24,Man,India,Master’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,,,,,,,,, +14268,40-44,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,, +14269,35-39,Man,Colombia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14270,45-49,Man,Germany,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",20+,No (we do not use ML methods),"90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14271,45-49,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +14272,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14273,30-34,Man,United States of America,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"80,000-89,999","$1000-$9,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14274,35-39,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14275,30-34,Woman,United States of America,Bachelor’s degree,Other,< 1 years,MATLAB,None,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14276,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14277,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14278,40-44,Woman,Other,Doctoral degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +14279,30-34,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14280,40-44,Man,Germany,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Once,10-20 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14281,18-21,Man,Mexico,Professional degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14282,35-39,Woman,Canada,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14283,18-21,Woman,Nepal,Master’s degree,Student,1-2 years,C,,,,,,,,,,, +14284,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14285,30-34,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14286,35-39,Woman,Germany,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14287,25-29,Man,Germany,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,I do not know,"60,000-69,999",$0 ($USD),,, +14288,30-34,Man,Italy,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$100,000 or more ($USD)",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14289,45-49,Man,India,Professional degree,Other,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14290,60-69,Man,Japan,Bachelor’s degree,Data Engineer,10-20 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$1-$99,Google Cloud BigQuery ,Tableau, +14291,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +14292,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,Other,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14293,25-29,Man,South Africa,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +14294,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21950,40-44,Man,United States of America,,,,,,,,,,,,,,, +14295,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14296,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +14297,18-21,Man,Japan,,,,,,,,,,,,,,, +14298,50-54,Man,Australia,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14299,22-24,Woman,Brazil,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14300,35-39,Man,Spain,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,SQLite ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +14301,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14302,22-24,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14303,25-29,Man,China,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14304,70+,Man,Australia,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,,,Other +14305,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14306,40-44,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,, +14307,18-21,Man,Germany,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14308,55-59,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +14309,22-24,Man,India,,,,,,,,,,,,,,, +14310,25-29,Man,Singapore,Bachelor’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14311,35-39,Man,Japan,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14312,55-59,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14313,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14314,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +14315,22-24,Man,China,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +14316,45-49,Woman,Argentina,Professional degree,Data Analyst,I have never written code,,,,,250-999 employees,10-14,No (we do not use ML methods),$0-999,$0 ($USD),,, +14317,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$100,000 or more ($USD)",Amazon Redshift ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14318,25-29,Man,Greece,Master’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14319,45-49,Man,Australia,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14320,40-44,Man,Spain,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14321,22-24,Woman,France,Master’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +14322,22-24,Man,China,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14323,30-34,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14324,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14325,40-44,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,No (we do not use ML methods),"70,000-79,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14326,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14327,25-29,Man,Ireland,Master’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14328,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14329,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14330,30-34,Man,Portugal,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +14331,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,C++,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14332,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14333,35-39,Man,Thailand,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +14334,25-29,Man,Turkey,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14335,22-24,Man,Colombia,Bachelor’s degree,Data Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,, +14336,30-34,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14337,55-59,Man,India,Professional degree,Product/Project Manager,5-10 years,Python,Other,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +14338,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14339,40-44,Man,Japan,No formal education past high school,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14340,55-59,Man,United States of America,Doctoral degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,Other +14341,40-44,Man,India,I prefer not to answer,Business Analyst,< 1 years,,,,,,,,,,,, +14342,30-34,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,Other +14343,30-34,Man,Thailand,No formal education past high school,Student,I have never written code,,,,,,,,,,,,Other +14344,40-44,Man,Other,Master’s degree,Business Analyst,10-20 years,Java,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14345,22-24,Woman,Belarus,Master’s degree,,,,,,,,,,,,,, +14346,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14347,40-44,Woman,United States of America,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14348,60-69,Man,Pakistan,Master’s degree,Product/Project Manager,,,,,,,,,,,,, +14349,18-21,Woman,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14350,22-24,Man,Brazil,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,More than 25 times,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +14351,22-24,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +14352,30-34,Man,Other,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14353,25-29,Woman,United Arab Emirates,Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14354,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +14355,55-59,Woman,Brazil,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14356,18-21,Man,India,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14358,25-29,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14359,40-44,Man,Greece,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14360,45-49,Man,Spain,Master’s degree,Other,5-10 years,Python,None,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14361,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14362,22-24,Man,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +14363,30-34,Man,Other,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14364,22-24,Woman,Argentina,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14365,40-44,Man,Greece,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14366,18-21,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +14367,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14368,22-24,Man,India,Doctoral degree,Student,,,,,,,,,,,,, +14369,25-29,Woman,United States of America,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,Other +14370,40-44,Man,Russia,Master’s degree,Software Engineer,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14371,18-21,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +14372,25-29,Woman,United States of America,Bachelor’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14373,35-39,Man,India,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14374,35-39,Woman,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14375,45-49,Man,Other,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,Other +14376,30-34,Man,Belgium,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14377,30-34,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,I do not know,"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14378,30-34,Man,Germany,Some college/university study without earning a bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +14379,60-69,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$100-$999,Microsoft Azure Data Lake Storage ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +14380,22-24,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),,,,, +14381,35-39,Woman,United States of America,Bachelor’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14382,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14383,70+,Man,Italy,Master’s degree,Data Analyst,3-5 years,,,,,,,,,,,, +14384,22-24,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14385,60-69,Man,Philippines,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14386,40-44,Man,Japan,I prefer not to answer,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14387,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14388,25-29,Man,Belgium,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14389,45-49,Man,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,PostgresSQL ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14390,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14391,30-34,Man,Egypt,Bachelor’s degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +14392,40-44,Man,Germany,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",,, +14393,30-34,Man,Indonesia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +14394,30-34,Man,India,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14395,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +14396,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14397,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14398,50-54,Man,Brazil,Professional degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14399,40-44,Woman,United States of America,,,,,,,,,,,,,,, +14400,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14401,35-39,Woman,India,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,I do not know,"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14402,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14403,25-29,Woman,South Korea,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14404,30-34,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,15-19,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14405,22-24,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +14406,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +14407,40-44,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14408,22-24,Man,Pakistan,Master’s degree,,,,,,,,,,,,,, +14409,25-29,Man,Brazil,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14410,25-29,Man,Japan,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14411,22-24,Man,Russia,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14412,25-29,Man,South Africa,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14413,22-24,Man,Canada,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14414,40-44,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",10-14,I do not know,,,,, +14415,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,R,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +14416,40-44,Man,Brazil,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14417,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",5-9,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14418,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14419,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14420,18-21,Man,Argentina,Some college/university study without earning a bachelor’s degree,Student,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14421,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14422,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +14423,25-29,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14424,45-49,Woman,United States of America,Master’s degree,Other,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,Other +14425,30-34,Man,United Arab Emirates,No formal education past high school,Other,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14426,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14427,25-29,Man,India,,,,,,,,,,,,,,, +14428,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,No (we do not use ML methods),"50,000-59,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14429,35-39,Man,Other,Some college/university study without earning a bachelor’s degree,Product/Project Manager,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14430,18-21,Woman,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14431,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14432,60-69,Man,Chile,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14433,40-44,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14434,25-29,Woman,Singapore,I prefer not to answer,Business Analyst,,,,,,,,,,,,, +14435,25-29,Man,Turkey,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14436,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14437,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Other,< 1 years,None,None,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14438,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14439,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,None,More than 25 times,Under 1 year,"1000-9,999 employees",20+,I do not know,$0-999,$0 ($USD),,, +14440,35-39,Man,United States of America,Master’s degree,Other,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14441,55-59,Man,Mexico,Doctoral degree,Currently not employed,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14442,40-44,Man,Thailand,Doctoral degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$100-$999,MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14443,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14444,40-44,Man,India,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",MySQL ,Tableau, +19019,70+,Man,United States of America,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",,,,,,, +14445,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,MySQL ,, +14446,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14447,18-21,Nonbinary,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14448,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14449,25-29,Woman,Other,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14450,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14451,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +14452,35-39,Man,India,Doctoral degree,Research Scientist,10-20 years,C,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",5-9,I do not know,"30,000-39,999","$1000-$9,999",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +14453,22-24,Man,Brazil,Bachelor’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +14454,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14455,30-34,Man,United States of America,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14456,50-54,Man,Spain,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14457,35-39,Man,Other,Doctoral degree,Data Scientist,10-20 years,Julia,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14458,22-24,Man,Belgium,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +14459,45-49,Man,Taiwan,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14460,30-34,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14461,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +14462,35-39,Woman,Germany,Master’s degree,Statistician,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14463,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14464,50-54,Man,Japan,Some college/university study without earning a bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +14465,22-24,Woman,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +14466,18-21,Nonbinary,Indonesia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14467,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14468,22-24,Woman,India,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14469,22-24,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14470,30-34,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14471,50-54,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14472,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14473,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14475,35-39,Man,Singapore,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14476,22-24,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14477,50-54,Woman,United States of America,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14478,22-24,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14479,50-54,Man,Russia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14480,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14481,25-29,Woman,India,Master’s degree,,,,,,,,,,,,,, +14482,35-39,Man,China,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,I do not know,"7,500-9,999","$10,000-$99,999",Google Cloud BigQuery ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14483,30-34,Woman,Other,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +14484,50-54,Man,Brazil,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"250,000-299,999","$1000-$9,999",SQLite ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14485,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14486,25-29,Man,Germany,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14487,22-24,Man,India,Bachelor’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14488,45-49,Prefer not to say,Poland,Doctoral degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,20 or more years,"1000-9,999 employees",3-4,I do not know,"10,000-14,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +14489,25-29,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,Other +14490,25-29,Man,Other,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14491,22-24,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"80,000-89,999",$100-$999,,, +14492,40-44,Man,Russia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14493,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,,,, +14494,25-29,Man,Egypt,Some college/university study without earning a bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14495,40-44,Man,Other,Doctoral degree,Currently not employed,20+ years,SQL,A personal computer or laptop,2-5 times,10-20 years,,,,,,,, +14496,45-49,Man,Other,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,No (we do not use ML methods),"40,000-49,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +14497,25-29,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14498,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14499,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14500,18-21,Prefer to self-describe,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14501,30-34,Man,Russia,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +14502,22-24,Woman,Romania,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +14503,25-29,Man,Chile,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14504,50-54,Man,France,Doctoral degree,Research Scientist,I have never written code,,,,,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +14505,30-34,Man,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14506,22-24,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",,,, +14507,22-24,Man,India,Professional degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14508,30-34,Woman,Portugal,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14509,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",MySQL ,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +14510,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14511,35-39,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +14512,35-39,Man,India,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14513,18-21,Man,Turkey,Bachelor’s degree,Statistician,I have never written code,,,,,0-49 employees,,,,,,, +14514,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14515,18-21,Man,India,Professional degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +14516,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14517,45-49,Man,India,Master’s degree,Other,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Amazon Redshift ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14518,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14519,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +14520,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14521,50-54,Man,United States of America,Professional degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +14522,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14523,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14524,45-49,Woman,India,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,4-5 years,,,,,,,, +14525,25-29,Woman,Singapore,Bachelor’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",5-9,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14526,22-24,Man,Tunisia,Professional degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14527,35-39,Man,Spain,Doctoral degree,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14528,50-54,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14529,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14530,22-24,Man,Russia,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Once,,,,,,,,, +14531,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14532,25-29,Woman,Ukraine,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14533,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19020,30-34,Woman,Malaysia,Doctoral degree,Student,10-20 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,,,,,,,, +14534,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14535,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14536,18-21,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14537,25-29,Man,Russia,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$10,000-$99,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14538,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14539,30-34,Man,India,Bachelor’s degree,DBA/Database Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14540,45-49,Man,Taiwan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14541,22-24,Man,Bangladesh,Master’s degree,Data Scientist,1-2 years,R,None,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14542,30-34,Man,India,I prefer not to answer,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14543,55-59,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +14544,50-54,Woman,United Arab Emirates,Doctoral degree,Research Scientist,I have never written code,,,,,50-249 employees,5-9,I do not know,"15,000-19,999",$100-$999,,, +14545,25-29,Man,Sri Lanka,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14546,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14547,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +14548,40-44,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +14549,30-34,Man,United States of America,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14550,50-54,Man,Australia,I prefer not to answer,Data Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14551,22-24,Woman,India,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14552,22-24,Man,China,Master’s degree,Student,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14553,40-44,Man,Belarus,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +14554,30-34,Man,United States of America,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14555,50-54,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,I do not know,"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14556,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14557,55-59,Prefer not to say,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14558,22-24,Man,Spain,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$100,000 or more ($USD)",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14559,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14560,45-49,Man,Romania,Master’s degree,DBA/Database Engineer,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14561,18-21,Man,Turkey,Bachelor’s degree,Student,< 1 years,R,None,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14562,25-29,Man,France,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +14563,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14564,25-29,Man,Other,Master’s degree,Software Engineer,1-2 years,Python,None,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,, +14596,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14597,35-39,Man,Japan,Professional degree,Research Scientist,5-10 years,,,,,,,,,,,, +14565,50-54,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14566,45-49,Man,France,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +14567,22-24,Man,Spain,Master’s degree,Data Analyst,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,5-9,I do not know,"20,000-24,999","$10,000-$99,999",,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14568,18-21,Woman,Nepal,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14569,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14570,35-39,Woman,Brazil,,,,,,,,,,,,,,, +14571,50-54,Man,Germany,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14572,18-21,Man,Mexico,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +14573,25-29,Man,Spain,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14574,40-44,Man,Taiwan,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,10-20 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +14575,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14576,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14577,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14578,22-24,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14579,22-24,Man,Indonesia,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14580,25-29,Man,Brazil,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14581,18-21,Prefer not to say,India,Master’s degree,Student,3-5 years,C,,,,,,,,,,, +14582,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14583,30-34,Man,Brazil,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14584,25-29,Woman,Colombia,Professional degree,Other,I have never written code,,,,,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,, +14585,22-24,Woman,India,Master’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14586,25-29,Man,Turkey,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14587,35-39,Woman,United States of America,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"100,000-124,999",$0 ($USD),Microsoft SQL Server ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14588,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14589,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14590,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14591,35-39,Man,Other,Master’s degree,Data Analyst,1-2 years,R,,,,,,,,,,, +14592,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14593,25-29,Woman,China,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000",$0 ($USD),,, +14594,22-24,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +14595,35-39,Man,Germany,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14598,50-54,Man,Australia,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"80,000-89,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14599,30-34,Man,Ghana,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14600,25-29,Man,India,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14601,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14602,22-24,Woman,Sri Lanka,Bachelor’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14603,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,,,,,,,,,,, +14604,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14605,25-29,Man,India,Professional degree,Other,I have never written code,,,,,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14606,18-21,Man,Japan,,,,,,,,,,,,,,, +14607,22-24,Woman,Morocco,Doctoral degree,Data Analyst,3-5 years,Python,None,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,, +14608,25-29,Man,Thailand,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14609,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,10-20 years,Julia,A personal computer or laptop,Once,5-10 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14610,30-34,Man,Other,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +14611,25-29,Man,Other,I prefer not to answer,Currently not employed,< 1 years,Python,,,,,,,,,,, +14612,22-24,Man,Japan,,,,,,,,,,,,,,, +14613,35-39,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14614,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14615,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,Other,2-5 times,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +14616,30-34,Man,Ukraine,No formal education past high school,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14617,55-59,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14618,25-29,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14619,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +14620,30-34,Man,India,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +14621,25-29,Man,Indonesia,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14622,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14623,40-44,Man,Taiwan,Master’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,,,,,, +14624,35-39,Man,Other,Bachelor’s degree,Student,3-5 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14625,22-24,Man,Turkey,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +14626,35-39,Man,Egypt,Bachelor’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +14627,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14898,30-34,Woman,France,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14628,25-29,Man,South Africa,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,Microsoft SQL Server ,SAP Analytics Cloud ,"Advanced statistical software (SPSS, SAS, etc.)" +14629,25-29,Man,India,Master’s degree,Other,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14630,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14631,60-69,Man,India,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14632,40-44,Man,Turkey,Master’s degree,Currently not employed,< 1 years,Python,Other,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14633,35-39,Man,United States of America,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14634,25-29,Woman,Turkey,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14635,25-29,Woman,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14636,60-69,Man,Belgium,Doctoral degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +14637,25-29,Man,Indonesia,Master’s degree,Data Analyst,10-20 years,,,,,,,,,,,, +14638,25-29,Man,Colombia,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,10-14,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14639,40-44,Man,Russia,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,6-25 times,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,, +14640,30-34,Woman,Other,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14641,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,Google Cloud BigQuery ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +14642,35-39,Man,Brazil,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14643,22-24,Man,Italy,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14644,22-24,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14645,30-34,Man,Italy,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Other,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14646,18-21,Man,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14647,18-21,Man,France,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14648,35-39,Man,South Africa,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14649,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14650,45-49,Man,Spain,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +14651,25-29,Woman,India,Professional degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,Microsoft SQL Server ,, +14652,25-29,Woman,Indonesia,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14653,30-34,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,20+,I do not know,,,,, +14654,25-29,Man,Other,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14655,40-44,Man,United States of America,Bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14656,30-34,Man,Indonesia,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14657,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14658,35-39,Man,Turkey,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14659,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14660,22-24,Woman,Japan,Master’s degree,Student,3-5 years,Other,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14661,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14662,18-21,Man,Belarus,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14663,25-29,Woman,United States of America,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14664,35-39,Man,Turkey,Master’s degree,Data Engineer,5-10 years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$10,000-$99,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +14665,30-34,Man,Switzerland,Master’s degree,Other,< 1 years,Python,None,Never,,,,,,,,, +14666,55-59,Man,Peru,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14667,35-39,Man,China,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14668,40-44,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14669,30-34,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14670,18-21,Prefer not to say,Indonesia,I prefer not to answer,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14671,35-39,Man,Italy,Master’s degree,Other,I have never written code,,,,,0-49 employees,1-2,I do not know,"25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14672,22-24,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14673,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +14674,30-34,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14675,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14676,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14677,30-34,Man,Argentina,I prefer not to answer,Product/Project Manager,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,, +14678,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14679,40-44,Man,Philippines,Bachelor’s degree,Currently not employed,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14680,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14681,50-54,Man,Belgium,Doctoral degree,Research Scientist,10-20 years,Python,Other,Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,Other +14682,30-34,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14683,22-24,Woman,Other,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +14684,35-39,Man,Turkey,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14685,55-59,Man,Other,Doctoral degree,Business Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Amazon DynamoDB ,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14686,35-39,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14687,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +14688,40-44,Man,Italy,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14689,35-39,Man,Brazil,No formal education past high school,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"10,000-14,999","$100,000 or more ($USD)",MySQL ,, +14690,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14691,45-49,Man,France,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14692,25-29,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,, +14693,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14694,50-54,Woman,United States of America,Master’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14695,25-29,Woman,Sri Lanka,Professional degree,Data Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$1-$99,,, +14696,30-34,Man,Turkey,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14697,30-34,Man,Nigeria,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14698,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14699,35-39,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14700,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,50-249 employees,15-19,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14701,25-29,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14702,40-44,Man,Netherlands,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14703,45-49,Man,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14704,25-29,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14705,35-39,Woman,United States of America,Master’s degree,Data Engineer,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,Alteryx ,Other +14706,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$1-$99,Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +14707,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14708,25-29,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,, +14709,40-44,Man,Egypt,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14710,40-44,Man,South Korea,Doctoral degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +14711,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,, +14712,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14713,35-39,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,15-19,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14714,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +19052,25-29,Man,Colombia,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,SQL,,,,,,,,,,, +14715,45-49,Man,Russia,Professional degree,Business Analyst,5-10 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14716,25-29,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14717,25-29,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Java,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14718,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14719,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +14720,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14721,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14722,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +14723,60-69,Man,United States of America,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14724,18-21,Man,India,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +14725,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14726,25-29,Man,Italy,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14727,22-24,Man,France,,,,,,,,,,,,,,, +14728,25-29,Man,Portugal,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14729,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14730,18-21,Man,Pakistan,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,,,,,,, +14731,30-34,Woman,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +14732,30-34,Woman,Brazil,Bachelor’s degree,Statistician,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14733,60-69,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14734,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14735,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14736,22-24,Man,Nepal,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14737,25-29,Woman,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14738,22-24,Woman,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14739,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14740,25-29,Woman,Canada,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"2,000-2,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14741,50-54,Man,Spain,Master’s degree,Product/Project Manager,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999","$10,000-$99,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14742,18-21,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14743,22-24,Man,"Iran, Islamic Republic of...",Doctoral degree,Data Analyst,I have never written code,,,,,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,, +14744,55-59,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14745,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14746,18-21,Woman,Nigeria,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,Other,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14747,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14748,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +14749,22-24,Woman,Bangladesh,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14750,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +14751,25-29,Man,Mexico,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14752,30-34,Man,Nigeria,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14753,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14754,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14755,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14756,18-21,Man,Russia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14757,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14758,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14759,18-21,Man,Russia,,,,,,,,,,,,,,, +14760,45-49,Woman,Spain,Doctoral degree,Statistician,3-5 years,R,Other,Never,5-10 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),,,,, +14761,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14762,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14763,25-29,Man,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14764,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14765,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14766,25-29,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14767,25-29,Man,Pakistan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14768,35-39,Woman,Canada,Professional degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +14769,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14770,35-39,Man,Taiwan,No formal education past high school,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14771,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14772,25-29,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14773,22-24,Man,Poland,No formal education past high school,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14929,18-21,Woman,United States of America,I prefer not to answer,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14774,55-59,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14775,30-34,Woman,India,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,,,,,,, +14776,18-21,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14777,30-34,Man,China,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14778,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14779,40-44,Man,Peru,Doctoral degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"25,000-29,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14780,30-34,Man,South Korea,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,Other +14781,55-59,Man,United States of America,Doctoral degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +14782,35-39,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14783,25-29,Man,Saudi Arabia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",Google Cloud SQL ,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14784,25-29,Man,India,Bachelor’s degree,Student,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14785,45-49,Man,Argentina,Some college/university study without earning a bachelor’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"20,000-24,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14786,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14787,25-29,Man,Spain,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14788,60-69,Man,Spain,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +14789,35-39,Woman,India,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14790,25-29,Prefer not to say,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,MySQL ,,Other +14791,30-34,Man,China,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14792,22-24,Woman,Turkey,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14793,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14794,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14795,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14796,30-34,Man,Russia,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14797,35-39,Man,Other,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14798,55-59,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14799,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +14800,35-39,Man,Japan,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +14930,22-24,Man,Tunisia,Master’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +14801,22-24,Man,Spain,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14802,45-49,Man,Colombia,Bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14803,22-24,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14804,50-54,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14805,22-24,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14806,40-44,Man,United States of America,Doctoral degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +14807,25-29,Man,Ukraine,Master’s degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +14808,22-24,Woman,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14809,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,,,,,,, +14810,18-21,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14811,45-49,Man,India,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14812,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14813,35-39,Man,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +14814,55-59,Man,United States of America,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",Google Cloud BigQuery ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +14815,50-54,Man,Romania,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14816,35-39,Woman,India,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +14817,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14818,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +14819,30-34,Man,Japan,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +14820,18-21,Woman,Brazil,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14821,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14822,25-29,Man,Brazil,Master’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +14823,22-24,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14824,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14825,18-21,Woman,India,Master’s degree,Student,1-2 years,C,,,,,,,,,,, +14826,35-39,Woman,"Iran, Islamic Republic of...",Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14827,22-24,Man,South Africa,I prefer not to answer,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +14828,40-44,Man,India,Bachelor’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14829,35-39,Man,Spain,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",,,,,,, +14830,40-44,Man,South Africa,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,Google Cloud BigQuery ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14831,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14832,30-34,Woman,Pakistan,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14833,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14834,25-29,Man,Spain,Master’s degree,Research Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14835,25-29,Man,Nigeria,Bachelor’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14836,22-24,Woman,Turkey,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14837,45-49,Man,Other,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,5-10 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14838,25-29,Woman,Brazil,Doctoral degree,,,,,,,,,,,,,, +14839,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,None,Never,Under 1 year,0-49 employees,5-9,,,,,, +14840,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14841,45-49,Man,Indonesia,I prefer not to answer,Data Analyst,I have never written code,,,,,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +14842,25-29,Man,Poland,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +14843,18-21,Man,Japan,Master’s degree,Student,1-2 years,None,,,,,,,,,,, +14844,35-39,Man,Ukraine,Bachelor’s degree,Software Engineer,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +14845,45-49,Man,Taiwan,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14846,18-21,Woman,Indonesia,Master’s degree,Student,1-2 years,Javascript,A personal computer or laptop,Never,1-2 years,,,,,,,, +14847,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +14848,25-29,Man,Bangladesh,Bachelor’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14849,60-69,Man,Switzerland,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,,,,,,, +14850,22-24,Man,Italy,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +14851,35-39,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"7,500-9,999",$1-$99,MongoDB ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +14852,30-34,Man,Other,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +14853,22-24,Woman,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14854,25-29,Man,Japan,I prefer not to answer,Other,3-5 years,Other,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"20,000-24,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +14855,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,No (we do not use ML methods),$0-999,$0 ($USD),,, +14856,35-39,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Other,,,,,,,,,,, +14857,30-34,Man,India,Bachelor’s degree,Research Scientist,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,,,, +14858,25-29,Man,Australia,,,,,,,,,,,,,,, +14859,35-39,Man,Other,,,,,,,,,,,,,,, +14860,55-59,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,I do not know,"50,000-59,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14861,18-21,Woman,India,,,,,,,,,,,,,,, +14862,25-29,Man,Mexico,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,, +14863,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14864,25-29,Woman,India,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +14865,35-39,Man,Japan,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +14866,22-24,Man,"Iran, Islamic Republic of...",Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20310,30-34,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +14867,40-44,Man,Peru,Doctoral degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,Oracle Database ,Alteryx ,"Advanced statistical software (SPSS, SAS, etc.)" +14868,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14869,50-54,Woman,Brazil,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14870,18-21,Woman,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,Microsoft Azure Data Lake Storage ,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +14871,22-24,Man,China,I prefer not to answer,Data Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$10,000-$99,999",MySQL ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +14872,22-24,Man,Philippines,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14873,25-29,Man,Germany,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14874,50-54,Man,Belgium,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14875,25-29,Man,Morocco,Bachelor’s degree,,,,,,,,,,,,,, +14876,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +14877,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14878,18-21,Man,Brazil,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,Other +14879,30-34,Prefer not to say,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,No (we do not use ML methods),"90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14880,40-44,Man,Argentina,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14881,55-59,Man,Japan,No formal education past high school,Other,20+ years,Python,None,Never,I do not use machine learning methods,250-999 employees,20+,I do not know,"70,000-79,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14882,18-21,Man,Japan,Bachelor’s degree,Student,,,,,,,,,,,,, +14883,30-34,Man,Italy,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14884,25-29,Man,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14885,22-24,Woman,Indonesia,Bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14886,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14887,22-24,Woman,India,Master’s degree,Student,3-5 years,SQL,,,,,,,,,,, +14888,22-24,Man,India,I prefer not to answer,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14889,22-24,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14890,30-34,Man,Mexico,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +14891,60-69,Man,India,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14892,25-29,Man,Australia,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14893,45-49,Man,United States of America,Bachelor’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,,,,,,,,, +14894,22-24,Man,Taiwan,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +14895,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14896,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14897,40-44,Man,India,Master’s degree,Business Analyst,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14899,40-44,Woman,Peru,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14900,22-24,Man,Canada,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14901,45-49,Man,United States of America,Bachelor’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,Other +14902,30-34,Man,Taiwan,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,I do not know,,,,, +14903,25-29,Woman,South Africa,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14904,55-59,Man,Switzerland,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14905,30-34,Man,China,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14906,35-39,Man,Canada,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14907,18-21,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14908,40-44,Man,India,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14909,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14910,22-24,Man,Japan,,,,,,,,,,,,,,, +14911,35-39,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,Other,2-5 times,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14912,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14913,18-21,Woman,India,Professional degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +14914,30-34,Man,Portugal,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +14915,22-24,Man,Egypt,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14916,30-34,Man,China,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14917,25-29,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +14918,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +14919,25-29,Woman,India,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,, +14920,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",PostgresSQL ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +14921,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14922,30-34,Woman,Nigeria,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14923,25-29,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14924,30-34,Woman,India,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14925,45-49,Man,France,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14926,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14927,40-44,Man,Other,Some college/university study without earning a bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14928,50-54,Woman,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14931,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14932,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14933,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14934,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14935,25-29,Woman,India,Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14936,30-34,Man,France,Doctoral degree,Data Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,10-20 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +14937,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +14938,22-24,Man,Ghana,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14939,45-49,Man,Other,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,,,,,,,,, +14940,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14941,18-21,Man,Viet Nam,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14942,55-59,Man,Japan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +14943,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +14944,30-34,Man,Other,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,I do not know,"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14945,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14946,45-49,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +14947,30-34,Man,Singapore,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"4,000-4,999","$1000-$9,999",,, +14948,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14949,22-24,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14950,18-21,Man,Indonesia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14951,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14952,25-29,Man,Australia,,,,,,,,,,,,,,, +14953,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14954,35-39,Woman,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14955,30-34,Man,Other,Doctoral degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14956,22-24,Man,Japan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14957,25-29,Woman,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14958,22-24,Woman,Turkey,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14959,35-39,Man,Australia,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14960,50-54,Man,India,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +14961,22-24,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14962,25-29,Woman,United States of America,Doctoral degree,Student,3-5 years,R,Other,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14963,35-39,Man,South Korea,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +14964,30-34,Man,Israel,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,Other +14965,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14966,35-39,Man,Tunisia,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,Amazon DynamoDB ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +14967,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,Other +14968,25-29,Man,United States of America,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14969,22-24,Woman,Belgium,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +14970,25-29,Woman,Mexico,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +14971,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +14972,22-24,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14973,35-39,Man,Ireland,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,I do not know,"5,000-7,499",$1-$99,,, +14974,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +14975,25-29,Man,Other,Master’s degree,Student,3-5 years,,,,,,,,,,,, +14976,18-21,Man,India,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Once,1-2 years,,,,,,,, +14977,40-44,Woman,Other,Doctoral degree,Data Scientist,10-20 years,SQL,Other,Never,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +14978,22-24,Woman,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +14979,22-24,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +14980,40-44,Man,United States of America,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14981,22-24,Man,China,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +14982,70+,Prefer not to say,Colombia,I prefer not to answer,Other,,,,,,,,,,,,, +14983,25-29,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Never,1-2 years,50-249 employees,,,,,,, +14984,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14985,25-29,Man,Pakistan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14986,45-49,Man,United States of America,Master’s degree,Student,1-2 years,,,,,,,,,,,, +14987,22-24,Woman,Argentina,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14988,35-39,Man,Spain,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14989,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +14990,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14991,25-29,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +14992,30-34,Man,Thailand,Bachelor’s degree,Currently not employed,1-2 years,Other,None,Never,,,,,,,,, +14993,25-29,Man,United States of America,Bachelor’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",IBM Db2 ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +14994,45-49,Man,Nigeria,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +14995,40-44,Man,India,Bachelor’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +14996,35-39,Man,Singapore,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",10-14,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15122,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +14997,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +14998,22-24,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +14999,25-29,Man,Peru,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15000,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +15001,35-39,Man,Turkey,Doctoral degree,Statistician,5-10 years,R,A personal computer or laptop,Never,3-4 years,250-999 employees,10-14,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15002,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15003,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15004,22-24,Man,India,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15005,30-34,Man,Netherlands,Doctoral degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15006,35-39,Man,India,Bachelor’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15007,25-29,Man,Nigeria,Professional degree,Other,I have never written code,,,,,50-249 employees,1-2,I do not know,$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15008,35-39,Man,Saudi Arabia,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15009,18-21,Man,India,I prefer not to answer,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15010,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15011,22-24,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15012,22-24,Woman,United States of America,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15013,45-49,Prefer not to say,Philippines,Master’s degree,Business Analyst,20+ years,Swift,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,Under 1 year,0-49 employees,1-2,,,,,, +15014,70+,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,,,,,,, +15015,35-39,Man,Portugal,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15016,35-39,Man,Argentina,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,50-249 employees,15-19,No (we do not use ML methods),"15,000-19,999",$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15017,45-49,Man,Canada,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +15018,25-29,Man,Nigeria,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15019,25-29,Man,India,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,,,,,,,,, +15020,25-29,Man,Brazil,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +15021,35-39,Man,Kenya,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15022,50-54,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,6-25 times,4-5 years,250-999 employees,0,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",Amazon Athena ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +15023,25-29,Man,India,I prefer not to answer,Software Engineer,3-5 years,Java,None,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"15,000-19,999",$0 ($USD),,, +15024,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,None,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20534,18-21,Woman,Singapore,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15025,22-24,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +15026,25-29,Man,China,I prefer not to answer,Data Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +15027,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,Other,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15028,45-49,Man,United States of America,Master’s degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15029,30-34,Woman,Egypt,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,,,,,,, +15030,30-34,Man,Germany,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15031,25-29,Man,China,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15032,25-29,Woman,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15033,30-34,Man,Brazil,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15034,18-21,Man,China,,,,,,,,,,,,,,, +15035,22-24,Woman,United States of America,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,I do not know,"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15036,35-39,Man,Morocco,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15037,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,, +15038,50-54,Man,Taiwan,Bachelor’s degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15039,25-29,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15040,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15041,30-34,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15042,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15043,35-39,Man,Brazil,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15044,22-24,Woman,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15045,18-21,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,,,,, +15046,30-34,Man,United States of America,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +15047,35-39,Woman,Taiwan,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +15048,22-24,Man,South Africa,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15049,30-34,Man,Ukraine,Professional degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15050,22-24,Woman,Ukraine,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15051,25-29,Man,Saudi Arabia,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,,,,,,,,,, +15052,25-29,Woman,Taiwan,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +15053,25-29,Man,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20535,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +15054,35-39,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15055,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15056,35-39,Woman,Russia,,,,,,,,,,,,,,, +15057,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15058,40-44,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +15059,25-29,Woman,Russia,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15060,45-49,Man,United States of America,Master’s degree,Data Analyst,1-2 years,R,,,,,,,,,,, +15061,30-34,Man,Viet Nam,Master’s degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",Microsoft SQL Server ,Tableau, +15062,22-24,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15063,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +15064,30-34,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15065,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15066,30-34,Woman,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,, +15067,18-21,Man,Belarus,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,Other +15068,35-39,Woman,Russia,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +15069,18-21,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15070,35-39,Woman,Other,Master’s degree,Student,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15071,22-24,Man,Other,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,I do not know,$0-999,$100-$999,,, +15072,25-29,Man,Sweden,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15073,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15074,60-69,Man,Romania,Master’s degree,Currently not employed,5-10 years,C++,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15075,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15076,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15077,60-69,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,I do not know,"80,000-89,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15078,22-24,Man,India,Professional degree,Data Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15079,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15080,30-34,Man,India,Professional degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),,,,, +15081,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15082,18-21,Woman,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15083,25-29,Man,Nepal,Bachelor’s degree,Student,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15084,30-34,Man,India,Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15085,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15086,30-34,Woman,Canada,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20536,22-24,Woman,Poland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15087,35-39,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"150,000-199,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15088,35-39,Man,France,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15089,18-21,Man,Russia,Bachelor’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,, +15090,30-34,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15091,35-39,Man,United States of America,Bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,I do not know,"50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15092,30-34,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),,,,, +15093,18-21,Man,India,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +15094,35-39,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",MySQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +15095,55-59,Man,India,Some college/university study without earning a bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15096,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +15097,45-49,Woman,United States of America,Bachelor’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"150,000-199,999","$1000-$9,999",,, +15098,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15099,35-39,Man,India,Master’s degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15100,55-59,Man,United States of America,Doctoral degree,Product/Project Manager,5-10 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,I do not know,"150,000-199,999","$100,000 or more ($USD)",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +15101,22-24,Man,China,,,,,,,,,,,,,,, +15102,25-29,Man,Greece,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +15103,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,None,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15104,40-44,Prefer not to say,Other,Professional degree,Research Scientist,20+ years,C,,,,,,,,,,, +15105,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15106,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15107,40-44,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15108,30-34,Man,Nigeria,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"10,000-14,999","$1000-$9,999",,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +15109,22-24,Man,Other,Master’s degree,Student,5-10 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15110,50-54,Man,Other,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,Other +15111,25-29,Man,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +15112,22-24,Nonbinary,Other,Bachelor’s degree,Software Engineer,1-2 years,R,,,,,,,,,,, +15113,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15114,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15115,30-34,Man,Russia,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15116,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15117,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +15118,60-69,Man,Sweden,I prefer not to answer,Data Engineer,1-2 years,Python,,,,,,,,,,, +15119,25-29,Woman,United States of America,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15120,35-39,Man,Nigeria,Master’s degree,Currently not employed,1-2 years,SQL,None,Never,I do not use machine learning methods,,,,,,,, +15121,22-24,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15123,45-49,Man,Brazil,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15124,22-24,Woman,Egypt,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +15125,30-34,Man,Ukraine,I prefer not to answer,Data Analyst,10-20 years,Python,Other,More than 25 times,3-4 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15126,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +15127,40-44,Man,Singapore,Professional degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,10-14,No (we do not use ML methods),"100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15128,18-21,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15129,18-21,Woman,Portugal,Master’s degree,Student,1-2 years,Python,None,Never,,,,,,,,, +15130,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,"$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15131,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15132,25-29,Man,Singapore,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15133,45-49,Man,Republic of Korea,Doctoral degree,Product/Project Manager,< 1 years,None,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +15134,25-29,Woman,Brazil,Master’s degree,Research Scientist,I have never written code,,,,,250-999 employees,20+,I do not know,"2,000-2,999",,,, +15135,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15136,25-29,Man,India,Master’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15137,22-24,Man,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15138,25-29,Woman,Nigeria,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15139,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15140,18-21,Man,China,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15141,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15142,35-39,Woman,Netherlands,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15143,25-29,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15144,30-34,Man,Other,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15145,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",PostgresSQL ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +15146,40-44,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15147,25-29,Man,Russia,Bachelor’s degree,Product/Project Manager,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,,,,,, +15148,35-39,Man,Brazil,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,Other +15149,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15150,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15151,50-54,Man,United States of America,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15152,50-54,Man,Spain,Master’s degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,No (we do not use ML methods),"30,000-39,999",$100-$999,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15153,60-69,Man,Italy,Master’s degree,Statistician,20+ years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15154,35-39,Man,United States of America,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15155,25-29,Man,Brazil,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15156,40-44,Woman,Netherlands,Master’s degree,Student,5-10 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,, +15157,30-34,Man,Russia,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,,,,,,,,, +15158,30-34,Man,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,"$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15159,18-21,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,, +15160,35-39,Man,Ukraine,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15161,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,,,Other +15162,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15163,45-49,Man,India,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,50-249 employees,10-14,No (we do not use ML methods),$0-999,$1-$99,,,Other +15164,40-44,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +15165,22-24,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15166,22-24,Woman,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15167,60-69,Prefer not to say,Other,No formal education past high school,Other,20+ years,Other,Other,More than 25 times,20 or more years,"10,000 or more employees",20+,,,,,, +15168,30-34,Man,Japan,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15169,22-24,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15170,30-34,Man,Other,Master’s degree,Data Scientist,< 1 years,Python,None,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"15,000-19,999","$10,000-$99,999",PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15171,25-29,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15172,35-39,Man,India,I prefer not to answer,Business Analyst,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,Microsoft SQL Server ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +15173,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15174,22-24,Woman,Tunisia,Bachelor’s degree,Business Analyst,I have never written code,,,,,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15175,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,I do not know,"15,000-19,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15176,40-44,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +15177,30-34,Man,Japan,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15178,30-34,Man,India,,,,,,,,,,,,,,, +15179,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15180,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15181,25-29,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +15182,30-34,Man,Japan,Master’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15183,45-49,Man,Japan,,,,,,,,,,,,,,, +15184,18-21,Man,Russia,,,,,,,,,,,,,,, +15185,45-49,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15186,25-29,Man,Russia,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15187,25-29,Man,Chile,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15188,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15189,22-24,Man,Pakistan,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,5-9,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15190,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15191,45-49,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,C++,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15192,25-29,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15193,18-21,Woman,India,I prefer not to answer,Currently not employed,3-5 years,Python,,,,,,,,,,, +15194,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +15195,25-29,Man,India,Professional degree,Data Analyst,,,,,,,,,,,,, +15196,45-49,Man,India,Master’s degree,Product/Project Manager,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15197,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15198,50-54,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15199,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15200,45-49,Man,Other,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15201,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15202,35-39,Woman,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15203,25-29,Prefer to self-describe,Indonesia,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15204,30-34,Man,Brazil,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15205,18-21,Man,Thailand,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15206,18-21,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15207,45-49,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,,,,,,,,, +15208,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15209,35-39,Man,Malaysia,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +15244,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20537,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +15210,35-39,Man,Germany,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15211,25-29,Woman,Chile,Master’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,Other +15212,25-29,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +15213,40-44,Man,Germany,,,,,,,,,,,,,,, +15214,35-39,Man,Brazil,Master’s degree,Data Scientist,< 1 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,, +15215,18-21,Man,India,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +15216,25-29,Man,India,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15217,18-21,Man,India,No formal education past high school,Student,,,,,,,,,,,,, +15218,18-21,Man,China,Professional degree,Student,1-2 years,Python,,,,,,,,,,, +15219,35-39,Prefer not to say,United States of America,Master’s degree,Research Scientist,10-20 years,,,,,,,,,,,, +15220,25-29,Man,Turkey,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +15221,30-34,Man,Other,Doctoral degree,Software Engineer,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),$0-999,,,, +15222,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +15223,25-29,Man,Colombia,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15224,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15225,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,4-5 years,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15226,25-29,Man,Taiwan,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15227,25-29,Man,Spain,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15228,40-44,Man,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$1000-$9,999",Google Cloud BigQuery ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15229,35-39,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +15230,35-39,Man,India,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15231,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15232,35-39,Man,Ukraine,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15233,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15234,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",MongoDB ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15235,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +15236,30-34,Man,India,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15237,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15238,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15239,25-29,Man,Republic of Korea,Bachelor’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15240,35-39,Man,Other,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15241,30-34,Man,Japan,Master’s degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +15242,25-29,Woman,Greece,Professional degree,Research Scientist,3-5 years,None,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +15243,18-21,Man,Indonesia,,,,,,,,,,,,,,, +15245,18-21,Prefer not to say,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15246,18-21,Man,Morocco,Professional degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15247,18-21,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15248,25-29,Man,Egypt,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +15249,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15250,22-24,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,PostgresSQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15251,18-21,Man,Brazil,,,,,,,,,,,,,,, +15252,50-54,Man,United States of America,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",,,Other +15253,35-39,Woman,Brazil,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15254,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15255,35-39,Man,Japan,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15256,18-21,Man,Indonesia,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15257,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15258,35-39,Man,South Korea,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15259,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15260,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15261,25-29,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15262,22-24,Man,India,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15263,25-29,Man,Switzerland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,No (we do not use ML methods),"100,000-124,999","$1000-$9,999",PostgresSQL ,, +15264,35-39,Man,Morocco,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,,,, +15265,30-34,Woman,Taiwan,Master’s degree,Business Analyst,5-10 years,R,None,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15266,60-69,Man,Israel,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15267,25-29,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15268,40-44,Man,Germany,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15269,22-24,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Julia,A personal computer or laptop,6-25 times,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15270,22-24,Man,Sri Lanka,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15271,35-39,Woman,Australia,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +15486,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15272,40-44,Man,India,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15273,60-69,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15274,55-59,Man,Netherlands,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +15275,30-34,Man,Belarus,No formal education past high school,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15276,40-44,Woman,United States of America,Master’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15277,22-24,Man,Portugal,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15278,35-39,Man,Mexico,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15279,25-29,Man,Italy,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15280,35-39,Man,Australia,Bachelor’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +15281,50-54,Man,Republic of Korea,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15282,60-69,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +15283,30-34,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15284,35-39,Man,Brazil,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15285,45-49,Man,India,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15286,35-39,Man,Other,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,,,,,,,,, +15287,35-39,Woman,Germany,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"> $500,000",$0 ($USD),,,Other +15288,35-39,Woman,India,Master’s degree,Other,5-10 years,SQL,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15289,35-39,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15290,50-54,Man,Argentina,Master’s degree,Business Analyst,10-20 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15291,45-49,Woman,Thailand,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$100-$999,,, +15292,25-29,Man,India,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +15293,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15294,40-44,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,5-10 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",,, +15295,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15296,25-29,Man,Portugal,Master’s degree,Machine Learning Engineer,5-10 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15297,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15298,40-44,Woman,India,Doctoral degree,Data Analyst,3-5 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +15789,18-21,Man,Taiwan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15299,30-34,Woman,Russia,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15300,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15301,30-34,Man,Russia,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",Google Cloud BigQuery ,,"Advanced statistical software (SPSS, SAS, etc.)" +15302,30-34,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15303,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15304,22-24,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15305,25-29,Man,Australia,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +15306,22-24,Prefer not to say,India,Bachelor’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +15307,50-54,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15308,25-29,Woman,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15309,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15310,45-49,Man,Saudi Arabia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15311,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15312,22-24,Man,Thailand,Bachelor’s degree,Currently not employed,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,Other +15313,18-21,Man,Viet Nam,No formal education past high school,Software Engineer,< 1 years,Java,,,,,,,,,,, +15314,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15315,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15316,18-21,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15317,18-21,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,, +15318,30-34,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15319,30-34,Man,India,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +15320,30-34,Man,Mexico,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +15321,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15322,30-34,Man,Japan,Doctoral degree,Research Scientist,,,,,,,,,,,,, +15323,25-29,Man,Russia,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15324,25-29,Woman,Portugal,Doctoral degree,Research Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$10,000-$99,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15325,22-24,Prefer not to say,Turkey,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15326,40-44,Man,Colombia,Master’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +15327,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15328,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15329,25-29,Man,Ghana,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +20659,25-29,Man,India,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15330,22-24,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15331,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,,,,,,,,,,,, +15332,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,,,,,,,,,,, +15333,30-34,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15334,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +15335,50-54,Man,United States of America,Master’s degree,Other,5-10 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15336,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15337,25-29,Man,Bangladesh,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15338,22-24,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15339,22-24,Man,Viet Nam,I prefer not to answer,Software Engineer,< 1 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Google Cloud SQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15340,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +15341,35-39,Man,Mexico,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,I do not know,"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15342,22-24,Woman,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15343,30-34,Man,Sweden,Doctoral degree,Statistician,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15344,22-24,Woman,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15345,40-44,Man,United States of America,Bachelor’s degree,Data Engineer,,,,,,,,,,,,, +15346,30-34,Man,China,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +15347,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15348,25-29,Woman,Israel,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15349,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15350,30-34,Man,South Korea,,,,,,,,,,,,,,, +15351,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,None,Never,2-3 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,SQLite ,, +15352,22-24,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,Google Cloud BigQuery ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15353,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15354,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15355,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15356,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15357,22-24,Man,Indonesia,Master’s degree,Machine Learning Engineer,3-5 years,Python,,,,,,,,,,, +15358,30-34,Man,South Korea,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15359,25-29,Man,Peru,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$10,000-$99,999",Google Cloud Firestore ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15360,22-24,Man,India,Master’s degree,Other,,,,,,,,,,,,, +15361,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15362,40-44,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15363,18-21,Man,United Kingdom of Great Britain and Northern Ireland,I prefer not to answer,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15364,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15365,60-69,Woman,United States of America,Master’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15366,25-29,Woman,Germany,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,, +15367,25-29,Nonbinary,Philippines,Master’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",0,I do not know,"3,000-3,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15368,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15369,50-54,Woman,United States of America,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15370,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15371,35-39,Man,Russia,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15372,22-24,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15373,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15374,25-29,Man,China,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15375,22-24,Woman,India,Master’s degree,Student,3-5 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +15376,18-21,Woman,Japan,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15377,25-29,Man,India,Some college/university study without earning a bachelor’s degree,Data Analyst,,,,,,,,,,,,, +15378,35-39,Man,Other,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,Other +15379,35-39,Man,Peru,Professional degree,,,,,,,,,,,,,, +15380,30-34,Man,China,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",,Looker,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15381,30-34,Man,Egypt,Bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +15382,25-29,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,Oracle Database ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +15383,55-59,Man,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15384,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +15385,22-24,Woman,Japan,,,,,,,,,,,,,,, +15386,40-44,Man,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15387,25-29,Woman,Netherlands,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15388,30-34,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15389,60-69,Man,South Korea,Professional degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,More than 25 times,5-10 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15390,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15391,35-39,Woman,Malaysia,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15854,18-21,Man,Germany,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15392,22-24,Man,China,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15393,25-29,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +15394,40-44,Man,Argentina,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +15395,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",Snowflake ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +15396,25-29,Man,India,Doctoral degree,Currently not employed,5-10 years,C,,,,,,,,,,, +15397,25-29,Man,France,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15398,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15399,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15400,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +15401,35-39,Man,Other,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +15402,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +15403,25-29,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,Java,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15404,35-39,Man,Nigeria,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),"3,000-3,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15405,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15406,35-39,Woman,United States of America,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15407,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15408,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15409,25-29,Man,India,Professional degree,Statistician,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +15410,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15411,25-29,Man,Turkey,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +15412,35-39,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15413,25-29,Woman,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +15414,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15415,25-29,Man,Kenya,Bachelor’s degree,Currently not employed,,,,,,,,,,,,, +15416,30-34,Woman,Australia,Doctoral degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,,,,,, +15417,35-39,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,,,,,,,,, +15418,40-44,Man,Spain,,,,,,,,,,,,,,, +15419,25-29,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15420,22-24,Woman,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +15421,50-54,Man,Nigeria,Master’s degree,Statistician,10-20 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,I do not know,"2,000-2,999","$1000-$9,999",,Tableau,Other +15422,30-34,Man,Other,,,,,,,,,,,,,,, +15423,30-34,Man,India,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,Other +15424,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15425,18-21,Man,Mexico,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20874,35-39,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,,,,,,,,,,,, +15426,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,C,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",SQLite ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15427,45-49,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MySQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +15428,30-34,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15429,35-39,Man,Canada,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15430,25-29,Woman,Turkey,Doctoral degree,Currently not employed,1-2 years,MATLAB,A personal computer or laptop,Once,Under 1 year,,,,,,,,Other +15431,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15432,35-39,Woman,Malaysia,Professional degree,Business Analyst,10-20 years,Python,,,,,,,,,,, +15433,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15434,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15435,22-24,Woman,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15436,25-29,Man,Ghana,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15437,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15438,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15439,50-54,Man,Indonesia,Doctoral degree,Research Scientist,3-5 years,Java,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +15440,22-24,Woman,India,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15441,35-39,Man,Mexico,Doctoral degree,Research Scientist,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15442,60-69,Woman,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,I do not know,"15,000-19,999",$0 ($USD),MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +15443,30-34,Man,India,Doctoral degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15444,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15445,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15446,22-24,Man,Portugal,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",,, +15447,25-29,Woman,Bangladesh,Master’s degree,Student,I have never written code,,,,,,,,,,,, +15448,60-69,Man,Mexico,Master’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15449,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15450,35-39,Woman,Sweden,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,I do not know,"20,000-24,999",$0 ($USD),,, +15451,22-24,Woman,Colombia,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15452,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +15453,40-44,Man,Viet Nam,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15454,30-34,Man,Bangladesh,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",,, +15455,25-29,Man,Poland,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15456,30-34,Woman,Nigeria,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15457,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +15458,18-21,Woman,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15459,60-69,Man,United States of America,Bachelor’s degree,Other,20+ years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,I do not know,"100,000-124,999",$0 ($USD),,, +15460,25-29,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15461,22-24,Man,India,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15462,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15463,30-34,Man,Russia,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15464,45-49,Man,Sweden,Bachelor’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,, +15465,30-34,Woman,Germany,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",,, +15466,22-24,Man,Japan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15467,30-34,Man,Japan,Master’s degree,Business Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,Salesforce,"Advanced statistical software (SPSS, SAS, etc.)" +15468,22-24,Man,India,Master’s degree,Student,1-2 years,Other,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15469,25-29,Woman,Bangladesh,Master’s degree,Software Engineer,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15470,30-34,Man,Thailand,,,,,,,,,,,,,,, +15471,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15472,25-29,Man,Ghana,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15473,22-24,Man,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +15474,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15475,30-34,Man,Russia,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15476,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15477,30-34,Man,Nigeria,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15478,30-34,Man,Russia,No formal education past high school,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15479,22-24,Woman,Spain,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +15480,22-24,Man,Nepal,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15481,30-34,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15482,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15483,55-59,Man,Japan,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$1-$99,,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15484,55-59,Woman,Italy,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15485,55-59,Prefer not to say,Netherlands,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15487,25-29,Woman,Portugal,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15488,45-49,Man,South Korea,,,,,,,,,,,,,,, +15489,18-21,Man,Viet Nam,,,,,,,,,,,,,,, +15490,35-39,Woman,India,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +15491,25-29,Woman,Turkey,Master’s degree,Other,I have never written code,,,,,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15492,30-34,Man,Other,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +15493,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15494,25-29,Man,Nepal,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,,Other +15495,45-49,Woman,Other,Doctoral degree,Machine Learning Engineer,10-20 years,,,,,,,,,,,, +15496,22-24,Woman,Tunisia,Professional degree,Student,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +15497,22-24,Man,Other,Master’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15498,30-34,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15499,30-34,Man,Russia,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +15500,35-39,Man,Other,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15501,60-69,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15502,50-54,Man,United Kingdom of Great Britain and Northern Ireland,No formal education past high school,Data Analyst,20+ years,Python,A personal computer or laptop,2-5 times,20 or more years,"10,000 or more employees",20+,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15503,35-39,Man,India,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15504,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Machine Learning Engineer,3-5 years,Python,,,,,,,,,,, +15505,45-49,Man,Japan,I prefer not to answer,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +15506,25-29,Woman,Other,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,I do not know,$0-999,$100-$999,Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15507,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15508,25-29,Man,Kenya,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15509,35-39,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15510,45-49,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,I do not know,"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15511,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15512,35-39,Man,India,Master’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15513,22-24,Woman,Ukraine,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15514,22-24,Woman,Malaysia,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15515,35-39,Man,South Korea,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15516,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +15517,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15518,25-29,Man,Viet Nam,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15519,22-24,Man,Germany,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15520,25-29,Man,Turkey,Doctoral degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +15521,50-54,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,250-999 employees,0,I do not know,"10,000-14,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15522,18-21,Woman,Russia,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15523,30-34,Man,Chile,Master’s degree,Business Analyst,< 1 years,Python,None,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"15,000-19,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15524,30-34,Man,Egypt,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,Amazon Redshift ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15525,25-29,Man,Sweden,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15526,22-24,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15527,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +15528,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15529,60-69,Woman,United States of America,Bachelor’s degree,Currently not employed,,,,,,,,,,,,, +15530,55-59,Man,Australia,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15531,18-21,Woman,Philippines,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +15532,22-24,Prefer not to say,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15533,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15534,25-29,Man,Turkey,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15535,22-24,Woman,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15536,40-44,Man,Other,Master’s degree,Product/Project Manager,10-20 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,Einstein Analytics,"Local development environments (RStudio, JupyterLab, etc.)" +15537,25-29,Man,Germany,Master’s degree,,,,,,,,,,,,,, +15538,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15539,25-29,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15540,40-44,Woman,Taiwan,Master’s degree,Data Analyst,10-20 years,Julia,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15541,35-39,Man,France,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +15542,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15543,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Amazon Redshift ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15544,25-29,Man,Pakistan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15545,45-49,Man,Thailand,I prefer not to answer,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15546,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15547,35-39,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",0,I do not know,$0-999,$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16045,30-34,Man,India,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +15548,22-24,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +15549,30-34,Man,United States of America,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +15550,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15551,35-39,Man,United States of America,Bachelor’s degree,Business Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15552,18-21,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15553,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +15554,35-39,Man,Germany,Doctoral degree,Research Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",15-19,I do not know,"125,000-149,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +15555,45-49,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Salesforce, +15556,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +15557,35-39,Man,Japan,Bachelor’s degree,Other,3-5 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,, +15558,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15559,45-49,Man,Spain,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15560,25-29,Woman,Malaysia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +15561,25-29,Man,Indonesia,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,,,,,,,,, +15562,25-29,Man,Poland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15563,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15564,25-29,Man,Peru,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15565,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15566,25-29,Woman,India,Master’s degree,Software Engineer,5-10 years,C,,,,,,,,,,, +15567,18-21,Woman,Mexico,,,,,,,,,,,,,,, +15568,22-24,Man,India,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15569,25-29,Prefer not to say,Bangladesh,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,,,,,,,,,,, +15570,25-29,Nonbinary,United States of America,Master’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15571,30-34,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15572,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15573,35-39,Woman,Other,Master’s degree,Student,5-10 years,C,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,Other +15574,22-24,Man,Pakistan,Professional degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15575,45-49,Man,Brazil,No formal education past high school,Data Analyst,10-20 years,Python,A personal computer or laptop,6-25 times,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15576,35-39,Man,Saudi Arabia,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,0,,,,,, +15577,30-34,Man,Other,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15578,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +15579,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15580,18-21,Man,China,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15581,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,C++,A personal computer or laptop,Once,Under 1 year,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15582,45-49,Man,Brazil,Master’s degree,Software Engineer,20+ years,R,A personal computer or laptop,2-5 times,20 or more years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15583,22-24,Woman,Taiwan,Master’s degree,DBA/Database Engineer,3-5 years,C++,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,I do not know,"20,000-24,999",$0 ($USD),,, +15584,25-29,Woman,India,Bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",0,I do not know,$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15585,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15586,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +15587,25-29,Man,Other,Master’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15588,25-29,Man,Singapore,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15589,35-39,Woman,India,Doctoral degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15590,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15591,30-34,Man,Mexico,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15592,35-39,Woman,France,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15593,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,, +15594,22-24,Woman,Indonesia,,,,,,,,,,,,,,, +15595,35-39,Man,Brazil,Master’s degree,Software Engineer,I have never written code,,,,,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15596,25-29,Prefer not to say,Singapore,Master’s degree,Other,1-2 years,Python,Other,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15597,25-29,Man,Argentina,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15598,18-21,Man,India,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15599,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15600,40-44,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15601,50-54,Man,Germany,No formal education past high school,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15602,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15603,25-29,Woman,Italy,Doctoral degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15604,25-29,Man,Spain,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15605,40-44,Man,South Africa,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15606,35-39,Woman,Kenya,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +15607,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15608,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15609,25-29,Man,Viet Nam,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15610,22-24,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15611,45-49,Woman,Portugal,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15612,22-24,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +15613,30-34,Man,Chile,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15614,25-29,Woman,Singapore,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15615,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15616,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15617,25-29,Man,Colombia,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15618,22-24,Woman,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15619,30-34,Man,Argentina,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15620,40-44,Man,South Korea,Bachelor’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +15621,30-34,Woman,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,,,,,,,,,, +15622,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15623,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15624,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15625,45-49,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15626,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15627,25-29,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15628,35-39,Man,India,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15629,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15630,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +15631,30-34,Nonbinary,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +15632,22-24,Woman,Malaysia,,,,,,,,,,,,,,, +15633,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15634,25-29,Man,Sweden,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,I do not know,"15,000-19,999",$100-$999,Amazon Athena ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15635,40-44,Man,Other,Doctoral degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15636,35-39,Woman,India,Master’s degree,Business Analyst,5-10 years,Other,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +15637,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15638,30-34,Man,Netherlands,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +15639,22-24,Woman,Turkey,,,,,,,,,,,,,,, +15640,30-34,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15641,35-39,Man,Other,Bachelor’s degree,Data Engineer,3-5 years,Python,,,,,,,,,,, +15642,18-21,Man,India,Bachelor’s degree,Data Analyst,3-5 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +15643,22-24,Woman,China,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +15644,30-34,Man,Netherlands,Master’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$100,000 or more ($USD)",,Tableau, +21089,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15645,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15646,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15647,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +15648,35-39,Man,Peru,Master’s degree,Data Analyst,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15649,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15650,18-21,Woman,Egypt,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15651,40-44,Man,United States of America,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +15652,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15653,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15654,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15655,50-54,Man,Australia,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +15656,35-39,Man,Poland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",,,, +15657,25-29,Man,Thailand,Master’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",Google Cloud BigQuery ,,"Advanced statistical software (SPSS, SAS, etc.)" +15658,30-34,Man,Chile,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15659,18-21,Man,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +15660,55-59,Woman,United States of America,Bachelor’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$100-$999,MySQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15661,40-44,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15662,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15663,30-34,Man,Ukraine,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15664,25-29,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +15665,30-34,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15666,22-24,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15667,18-21,Man,Pakistan,Bachelor’s degree,,,,,,,,,,,,,, +15668,22-24,Man,Turkey,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",,, +15669,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15670,35-39,Man,India,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,3-4,No (we do not use ML methods),"15,000-19,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15671,30-34,Woman,Russia,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15672,25-29,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,50-249 employees,,,,,,, +15790,60-69,Man,Italy,Professional degree,Product/Project Manager,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),,,,, +15673,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15674,30-34,Man,South Korea,,,,,,,,,,,,,,, +15675,40-44,Man,Japan,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15676,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15677,30-34,Man,United Arab Emirates,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$1-$99,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +15678,45-49,Man,Canada,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Other,A personal computer or laptop,Never,5-10 years,,,,,,,, +15679,25-29,Man,India,Doctoral degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15680,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15681,60-69,Man,Japan,Bachelor’s degree,Currently not employed,10-20 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15682,30-34,Man,Japan,Master’s degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15683,55-59,Man,Other,Bachelor’s degree,,,,,,,,,,,,,, +15684,40-44,Man,France,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15685,25-29,Man,India,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15686,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +15687,18-21,Woman,United States of America,I prefer not to answer,,,,,,,,,,,,,, +15688,40-44,Man,Other,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,I do not know,"4,000-4,999",$0 ($USD),Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15689,40-44,Man,France,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +15690,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15691,22-24,Man,India,Master’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +15692,18-21,Woman,India,Bachelor’s degree,Other,1-2 years,Python,,,,,,,,,,, +15693,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15694,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15695,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15696,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15697,60-69,Man,Other,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,,, +15698,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15699,50-54,Man,United Arab Emirates,Master’s degree,Data Scientist,10-20 years,Other,A personal computer or laptop,More than 25 times,5-10 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",Oracle Database ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +15700,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15701,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +15702,30-34,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15703,22-24,Woman,Egypt,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15704,30-34,Man,China,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15705,25-29,Woman,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15706,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15707,35-39,Man,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15708,60-69,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,I do not know,"40,000-49,999",$0 ($USD),MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +15709,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15710,30-34,Man,Germany,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15711,45-49,Man,Chile,Doctoral degree,Research Scientist,< 1 years,Java,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15712,55-59,Man,France,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,15-19,I do not know,"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15713,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +15714,22-24,Man,China,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15715,22-24,Man,Portugal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15716,18-21,Man,India,Master’s degree,Student,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15717,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Data Scientist,20+ years,Other,Other,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,Other +15718,55-59,Man,Japan,Bachelor’s degree,Other,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",MySQL ,Salesforce,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15719,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Google Cloud SQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15720,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +15721,45-49,Woman,Taiwan,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15722,60-69,Man,Netherlands,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +15723,35-39,Man,Italy,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15724,22-24,Woman,Other,,,,,,,,,,,,,,, +15725,22-24,Man,Other,No formal education past high school,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +15726,30-34,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +15727,30-34,Man,Colombia,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15728,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15729,35-39,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15730,22-24,Man,Ghana,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21980,18-21,Man,Philippines,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15731,50-54,Man,Chile,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15732,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +15733,22-24,Man,China,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15734,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +15735,35-39,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15736,30-34,Man,Mexico,Master’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15737,22-24,Man,Australia,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,, +15738,25-29,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,,,,, +15739,25-29,Man,Pakistan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15740,25-29,Woman,South Korea,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15741,22-24,Man,Belgium,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15742,30-34,Woman,United States of America,Bachelor’s degree,Business Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$100,000 or more ($USD)",MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15743,40-44,Man,Canada,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15744,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15745,40-44,Man,India,Master’s degree,Business Analyst,5-10 years,Python,None,Never,Under 1 year,250-999 employees,0,I do not know,"7,500-9,999",$0 ($USD),,, +15746,18-21,Man,Turkey,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,,,,,,,,, +15747,35-39,Woman,Canada,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15748,45-49,Woman,India,Bachelor’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15749,30-34,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15750,50-54,Man,Italy,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,I do not know,"2,000-2,999",$0 ($USD),,, +15751,40-44,Man,Singapore,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15752,40-44,Man,Brazil,Master’s degree,Statistician,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +15753,35-39,Man,Russia,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +15754,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +15755,30-34,Man,Sri Lanka,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15756,22-24,Woman,Republic of Korea,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15757,30-34,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +15758,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15759,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",0,I do not know,"15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15760,35-39,Man,Nigeria,Doctoral degree,Research Scientist,10-20 years,,,,,,,,,,,, +15761,55-59,Man,United States of America,Doctoral degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +15762,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15763,25-29,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15764,40-44,Man,Japan,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15765,22-24,Woman,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,C++,,,,,,,,,,, +15766,35-39,Woman,Germany,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,, +15767,30-34,Man,United Arab Emirates,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +15768,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15769,35-39,Woman,Ireland,Master’s degree,Student,1-2 years,Python,None,2-5 times,Under 1 year,,,,,,,, +15770,22-24,Man,Spain,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15771,45-49,Man,India,Master’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15772,22-24,Woman,Bangladesh,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15773,22-24,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15774,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15775,25-29,Man,Belarus,,,,,,,,,,,,,,, +15776,25-29,Man,Ireland,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,,,,,,, +15777,22-24,Man,India,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +15778,30-34,Woman,France,Master’s degree,Business Analyst,1-2 years,Python,,,,,,,,,,, +15779,25-29,Man,Germany,Master’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15780,35-39,Man,India,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,,,,,,,,,, +15781,25-29,Man,Nepal,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15782,50-54,Man,France,Master’s degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15783,30-34,Man,United States of America,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15784,55-59,Man,United States of America,Master’s degree,Machine Learning Engineer,20+ years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +15785,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15786,18-21,Woman,Sri Lanka,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15787,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15788,18-21,Man,India,Bachelor’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21981,55-59,Woman,Other,Master’s degree,Statistician,,,,,,,,,,,,, +15791,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15792,25-29,Man,Egypt,Master’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +15793,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15794,22-24,Woman,Philippines,Bachelor’s degree,Business Analyst,< 1 years,Javascript,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,I do not use machine learning methods,0-49 employees,1-2,I do not know,"1,000-1,999",$100-$999,Snowflake ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15795,25-29,Man,India,,,,,,,,,,,,,,, +15796,55-59,Man,Japan,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15797,22-24,Man,Malaysia,Master’s degree,Currently not employed,< 1 years,R,None,,,,,,,,,, +15798,25-29,Man,India,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,, +15799,18-21,Man,Kenya,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15800,25-29,Man,Ukraine,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15801,25-29,Woman,Tunisia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15802,40-44,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15803,25-29,Woman,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15804,22-24,Woman,Germany,Master’s degree,,,,,,,,,,,,,, +15805,18-21,Man,India,Bachelor’s degree,Student,5-10 years,MATLAB,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15806,45-49,Man,Other,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15807,60-69,Man,Japan,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15808,40-44,Man,Netherlands,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15809,50-54,Man,Brazil,Master’s degree,Business Analyst,3-5 years,Other,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15810,18-21,Man,India,Master’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15811,18-21,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +15812,45-49,Man,Spain,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15813,30-34,Man,Other,Master’s degree,DBA/Database Engineer,< 1 years,R,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15814,35-39,Man,Russia,Professional degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15815,22-24,Man,China,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15816,30-34,Man,Spain,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15817,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15818,30-34,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,, +15819,50-54,Man,Mexico,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15820,60-69,Man,United States of America,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15821,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +22921,30-34,Woman,India,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15822,35-39,Woman,United States of America,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +15823,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15824,22-24,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15825,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +15826,18-21,Man,Viet Nam,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +15827,22-24,Man,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +15828,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15829,25-29,Man,Indonesia,,,,,,,,,,,,,,, +15830,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15831,30-34,Woman,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15832,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15833,35-39,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15834,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15835,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15836,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15837,25-29,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15838,22-24,Woman,Mexico,,,,,,,,,,,,,,, +15839,22-24,Man,Republic of Korea,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15840,22-24,Man,Thailand,Bachelor’s degree,,,,,,,,,,,,,, +15841,35-39,Man,Malaysia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15842,40-44,Man,United States of America,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15843,18-21,Man,Philippines,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +15844,30-34,Man,India,I prefer not to answer,Data Scientist,1-2 years,,,,,,,,,,,, +15845,18-21,Man,India,Bachelor’s degree,Student,< 1 years,None,,,,,,,,,,, +15846,30-34,Man,Turkey,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +15847,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,C,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15848,30-34,Man,Australia,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15849,25-29,Man,Pakistan,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15850,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15851,25-29,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15852,25-29,Prefer not to say,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,Amazon Athena ,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +15853,40-44,Man,Canada,Master’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15855,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15856,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +15857,22-24,Man,India,I prefer not to answer,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +15858,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15859,35-39,Man,Egypt,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15860,22-24,Man,Egypt,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +15861,25-29,Man,Canada,Master’s degree,,,,,,,,,,,,,, +15862,25-29,Man,India,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15863,22-24,Man,Indonesia,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,10-14,I do not know,$0-999,$1-$99,,, +15864,25-29,Woman,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15865,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"1,000-1,999",,,, +15866,22-24,Woman,United States of America,Bachelor’s degree,Business Analyst,I have never written code,,,,,50-249 employees,10-14,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15867,35-39,Woman,India,Professional degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15868,22-24,Man,Brazil,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15869,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15870,35-39,Woman,Canada,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15871,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15872,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,,,, +15873,30-34,Man,Brazil,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +15874,30-34,Man,India,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15875,18-21,Man,Brazil,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15876,18-21,Man,China,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,2-5 times,,,,,,,,, +15877,55-59,Man,Germany,Bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15878,25-29,Man,Malaysia,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$1000-$9,999",,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15879,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15880,40-44,Man,Italy,Bachelor’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15881,35-39,Man,Ukraine,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,I do not know,"10,000-14,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15882,30-34,Man,Belarus,No formal education past high school,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15883,25-29,Man,Poland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16046,25-29,Man,Germany,Bachelor’s degree,Software Engineer,1-2 years,Julia,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,I do not know,"90,000-99,999","$10,000-$99,999",,,Other +15884,40-44,Man,Portugal,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15885,40-44,Man,Spain,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15886,35-39,Woman,Egypt,Doctoral degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,,,, +15887,35-39,Man,Portugal,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,10-14,No (we do not use ML methods),"3,000-3,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +15888,40-44,Man,India,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15889,25-29,Man,China,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +15890,50-54,Man,United States of America,Doctoral degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"100,000-124,999",,,, +15891,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15892,18-21,Woman,India,Bachelor’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15893,18-21,Man,India,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15894,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15895,18-21,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +15896,55-59,Prefer not to say,United States of America,Bachelor’s degree,Product/Project Manager,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",,, +15897,25-29,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +15898,25-29,Man,Colombia,Bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15899,25-29,Woman,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15900,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15901,30-34,Woman,United States of America,Master’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15902,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15903,50-54,Man,United States of America,Bachelor’s degree,Data Scientist,20+ years,Python,,,,,,,,,,, +15904,25-29,Man,Russia,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15905,40-44,Man,Australia,Bachelor’s degree,Other,< 1 years,None,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"40,000-49,999",,,, +15906,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +15907,22-24,Woman,India,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15908,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15909,35-39,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),,,,, +15910,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15911,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15912,18-21,Woman,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15913,50-54,Man,Chile,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15914,30-34,Woman,India,Doctoral degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15915,40-44,Man,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,6-25 times,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15916,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +15917,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +15918,30-34,Woman,Brazil,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15919,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +15920,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15921,35-39,Woman,Singapore,Master’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +15922,22-24,Woman,Egypt,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15923,35-39,Man,Russia,Master’s degree,Software Engineer,10-20 years,C,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,, +15924,60-69,Man,Chile,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15925,35-39,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,No (we do not use ML methods),"20,000-24,999",$1-$99,,, +15926,35-39,Man,Netherlands,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15927,30-34,Woman,India,I prefer not to answer,Student,10-20 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +15928,22-24,Man,India,Professional degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15929,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +15930,22-24,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15931,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +15932,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +15933,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +15934,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",,,, +15935,22-24,Woman,Turkey,Bachelor’s degree,,,,,,,,,,,,,, +15936,22-24,Man,Bangladesh,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15937,30-34,Woman,Portugal,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15938,30-34,Man,Switzerland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +15939,35-39,Man,Canada,Bachelor’s degree,Software Engineer,10-20 years,Other,,,,,,,,,,, +15940,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +15941,18-21,Woman,Colombia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15942,35-39,Woman,United States of America,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15943,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,Other +15944,35-39,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15945,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +15946,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,C,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +15947,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +15948,25-29,Man,Netherlands,Bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$100,000 or more ($USD)",,Microsoft Power BI,Other +15949,18-21,Man,Australia,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15950,40-44,Man,Nigeria,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15951,25-29,Woman,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +15952,35-39,Woman,India,Master’s degree,Other,10-20 years,Bash,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15953,25-29,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15954,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,C,A personal computer or laptop,Once,5-10 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +15955,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15956,22-24,Woman,Brazil,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +15957,30-34,Man,India,Some college/university study without earning a bachelor’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15958,18-21,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15959,25-29,Woman,Poland,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +15960,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15961,25-29,Woman,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,, +15962,40-44,Man,United States of America,Bachelor’s degree,Business Analyst,20+ years,Swift,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$10,000-$99,999",PostgresSQL ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15963,50-54,Woman,United States of America,Doctoral degree,Research Scientist,20+ years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +15964,18-21,Man,India,Master’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,6-25 times,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,, +15965,22-24,Woman,Tunisia,Professional degree,Software Engineer,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,50-249 employees,3-4,I do not know,$0-999,$0 ($USD),,, +15966,30-34,Woman,Italy,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +15967,18-21,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +15968,30-34,Man,Pakistan,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +15969,35-39,Man,South Africa,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +15970,60-69,Man,United Kingdom of Great Britain and Northern Ireland,I prefer not to answer,Software Engineer,20+ years,None,A personal computer or laptop,Never,1-2 years,,,,,,,, +15971,25-29,Woman,Poland,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +15972,22-24,Man,Italy,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15973,25-29,Woman,United Arab Emirates,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15974,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15975,50-54,Man,Japan,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15976,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +15977,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,,,,,,,,, +15978,25-29,Man,India,Professional degree,Other,5-10 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,, +15979,35-39,Man,Spain,Doctoral degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26476,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15980,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +15981,25-29,Man,South Korea,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$1000-$9,999",MongoDB ,,Other +15982,22-24,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15983,25-29,Man,China,I prefer not to answer,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,,,,,,, +15984,25-29,Man,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +15985,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +15986,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15987,35-39,Man,India,Master’s degree,Software Engineer,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +15988,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15989,35-39,Man,India,Master’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +15990,22-24,Man,Kenya,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15991,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15992,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15993,50-54,Man,United States of America,Bachelor’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +15994,30-34,Man,Canada,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +15995,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +15996,25-29,Man,Italy,Master’s degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15997,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +15998,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +15999,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16000,18-21,Woman,Singapore,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16001,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16002,30-34,Prefer not to say,Russia,I prefer not to answer,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16003,22-24,Man,Colombia,Professional degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16004,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16005,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16006,18-21,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +16007,22-24,Man,Italy,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +16008,25-29,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16009,35-39,Woman,India,Doctoral degree,Statistician,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,, +16010,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16011,35-39,Woman,Australia,Master’s degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +16012,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16013,35-39,Woman,Other,No formal education past high school,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16014,25-29,Woman,Canada,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16015,22-24,Man,Germany,Bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16016,22-24,Man,India,Master’s degree,,,,,,,,,,,,,, +16017,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,I do not know,"70,000-79,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16018,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16019,25-29,Man,Other,Master’s degree,Data Analyst,1-2 years,C++,A personal computer or laptop,6-25 times,1-2 years,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16020,22-24,Man,Bangladesh,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16021,35-39,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16022,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Other,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,,Other +16023,25-29,Prefer not to say,Other,Master’s degree,Data Analyst,1-2 years,Javascript,,,,,,,,,,, +16024,22-24,Woman,France,Master’s degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +16025,30-34,Woman,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,Microsoft Azure Data Lake Storage ,, +16026,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16027,25-29,Man,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16028,25-29,Man,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,, +16029,25-29,Woman,Japan,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,Other +16030,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,C++,None,,,,,,,,,, +16031,18-21,Man,Malaysia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16032,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,C,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16033,30-34,Man,India,,,,,,,,,,,,,,, +16034,18-21,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Java,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16035,18-21,Woman,Other,Bachelor’s degree,Machine Learning Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16036,30-34,Man,Brazil,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,$0-999,$0 ($USD),,,Other +16037,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16038,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16039,30-34,Man,Argentina,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,, +16040,35-39,Man,United States of America,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16041,22-24,Man,Viet Nam,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16042,22-24,Man,Taiwan,,,,,,,,,,,,,,, +16043,22-24,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16044,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24160,25-29,Woman,Nepal,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +16047,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16048,30-34,Man,Switzerland,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16049,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",,,,,,, +16050,22-24,Man,Argentina,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16051,25-29,Man,India,Bachelor’s degree,Other,1-2 years,R,Other,Never,Under 1 year,,,,,,,, +16052,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16053,45-49,Man,United States of America,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16054,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16055,25-29,Man,Ghana,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16056,50-54,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16057,18-21,Man,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16058,25-29,Man,Spain,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16059,30-34,Man,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16060,22-24,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16061,30-34,Man,Germany,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Other,,Other +16062,30-34,Man,India,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16063,30-34,Man,Nigeria,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16064,22-24,Man,Kenya,,,,,,,,,,,,,,, +16065,22-24,Woman,United States of America,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,50-249 employees,0,I do not know,"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16066,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16067,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16068,30-34,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,,,,,,,,,,, +16069,40-44,Man,Spain,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16070,25-29,Man,United States of America,,,,,,,,,,,,,,, +16071,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16072,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16073,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16074,25-29,Woman,India,Bachelor’s degree,DBA/Database Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16134,40-44,Man,Other,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16075,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16076,22-24,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,More than 25 times,2-3 years,,,,,,,,Other +16077,35-39,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16078,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),Snowflake ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16079,35-39,Man,Philippines,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,10-14,I do not know,"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16080,60-69,Man,Germany,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +16081,55-59,Man,Netherlands,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,Microsoft SQL Server ,,Other +16082,40-44,Man,South Africa,Some college/university study without earning a bachelor’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"30,000-39,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16083,22-24,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16084,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16085,30-34,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +16086,22-24,Woman,Other,Doctoral degree,Research Scientist,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16087,25-29,Man,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16088,35-39,Man,Germany,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Microsoft SQL Server ,Google Data Studio,Other +16089,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16090,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16091,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16092,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16093,40-44,Man,Other,Bachelor’s degree,,,,,,,,,,,,,, +16094,30-34,Man,Turkey,Doctoral degree,Research Scientist,< 1 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16095,35-39,Man,United States of America,Doctoral degree,Other,10-20 years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +16096,50-54,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16097,22-24,Man,Tunisia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16098,50-54,Man,United States of America,Professional degree,Other,,,,,,,,,,,,, +16099,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16100,35-39,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,,,,,, +16101,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +16102,30-34,Man,Other,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16103,25-29,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16104,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,MySQL ,,Other +16105,35-39,Man,Thailand,Doctoral degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$100-$999,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +16106,25-29,Man,India,Bachelor’s degree,Other,1-2 years,SQL,,,,,,,,,,, +16107,22-24,Man,Egypt,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16108,22-24,Woman,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16109,25-29,Man,China,Master’s degree,,,,,,,,,,,,,, +16110,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +16111,25-29,Man,Tunisia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16112,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16113,35-39,Man,France,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,More than 25 times,4-5 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16114,55-59,Man,France,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",MySQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16115,25-29,Man,Morocco,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16116,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,3-4,No (we do not use ML methods),"150,000-199,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16117,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16118,18-21,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +16119,18-21,Man,Canada,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16120,18-21,Man,Nigeria,I prefer not to answer,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16121,30-34,Man,Greece,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16122,25-29,Woman,South Africa,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16123,30-34,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16124,22-24,Man,Nigeria,Professional degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16125,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16126,35-39,Woman,Peru,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +16127,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +16128,22-24,Man,Bangladesh,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16129,22-24,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16130,55-59,Woman,Ukraine,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +16131,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,, +16132,25-29,Man,Taiwan,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16133,22-24,Man,Russia,,,,,,,,,,,,,,, +16166,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16135,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16136,40-44,Man,France,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16137,30-34,Man,Other,Doctoral degree,Research Scientist,1-2 years,MATLAB,A personal computer or laptop,Never,,,,,,,,, +16138,25-29,Man,Kenya,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16139,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16140,40-44,Man,United States of America,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16141,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16142,30-34,Woman,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,,,,,,, +16143,40-44,Man,United States of America,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16144,40-44,Man,Greece,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16145,25-29,Man,Greece,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16146,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16147,40-44,Man,Switzerland,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16148,40-44,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +16149,25-29,Man,Pakistan,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +16150,22-24,Woman,Tunisia,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +16151,22-24,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,50-249 employees,10-14,I do not know,"200,000-249,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16152,18-21,Man,Pakistan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16153,22-24,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16154,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16155,50-54,Man,Portugal,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Once,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16156,25-29,Man,Australia,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16157,25-29,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,,,,,,,,, +16158,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16159,50-54,Man,Brazil,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16160,35-39,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16161,40-44,Woman,South Korea,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16162,18-21,Man,India,,,,,,,,,,,,,,, +16163,25-29,Woman,Germany,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16164,55-59,Man,Australia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16165,22-24,Man,Peru,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16167,18-21,Man,India,Bachelor’s degree,Other,1-2 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",5-9,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16168,30-34,Woman,Other,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",Google Cloud Firestore ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16169,22-24,Woman,Other,Master’s degree,Student,3-5 years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16170,30-34,Man,Belarus,Bachelor’s degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16171,30-34,Man,Nigeria,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16172,25-29,Woman,Tunisia,Master’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16173,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16174,30-34,Woman,Thailand,,,,,,,,,,,,,,, +16175,35-39,Woman,Netherlands,Master’s degree,Currently not employed,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16176,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16177,22-24,Woman,India,Bachelor’s degree,Student,5-10 years,Java,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16178,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16179,40-44,Man,South Korea,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16180,35-39,Man,France,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16181,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",Amazon DynamoDB ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +16182,45-49,Woman,Indonesia,Doctoral degree,Research Scientist,10-20 years,C,A personal computer or laptop,Never,5-10 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16183,18-21,Prefer to self-describe,Morocco,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16184,40-44,Man,Switzerland,Master’s degree,Business Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,1-2,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16185,18-21,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16186,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +16187,25-29,Man,Egypt,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16188,40-44,Man,Nigeria,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +16189,22-24,Woman,United States of America,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +16190,22-24,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +16191,35-39,Man,Malaysia,Bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16192,22-24,Man,Ghana,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,More than 25 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"> $500,000","$10,000-$99,999",Google Cloud BigQuery ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16193,45-49,Man,Belarus,Bachelor’s degree,Software Engineer,10-20 years,Other,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16194,25-29,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,,,,,,,,, +16195,22-24,Man,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16196,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16197,22-24,Woman,Ghana,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16198,40-44,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"150,000-199,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16199,45-49,Man,Italy,Doctoral degree,Research Scientist,20+ years,C,A personal computer or laptop,Never,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16200,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +16201,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +16202,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16203,35-39,Man,Germany,Master’s degree,Data Analyst,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16204,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16205,18-21,Man,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,, +16206,25-29,Man,China,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16207,55-59,Man,United States of America,Master’s degree,Software Engineer,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",15-19,I do not know,"80,000-89,999","$1000-$9,999",Oracle Database ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16208,30-34,Man,India,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +16209,25-29,Woman,Japan,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"3,000-3,999",,,, +16210,70+,Man,United States of America,Master’s degree,Software Engineer,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16211,18-21,Man,Malaysia,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +16212,40-44,Man,Canada,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",Snowflake ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16213,30-34,Man,Other,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +16214,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +16215,50-54,Man,Brazil,Master’s degree,Other,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16216,40-44,Woman,South Korea,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Google Cloud SQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16217,30-34,Man,South Africa,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),,,,, +16218,40-44,Man,Turkey,Master’s degree,Product/Project Manager,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16219,18-21,Prefer not to say,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16220,25-29,Man,Portugal,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16221,45-49,Man,Other,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16222,30-34,Woman,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16223,40-44,Man,Spain,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16224,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16231,22-24,Woman,Bangladesh,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,6-25 times,5-10 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16232,30-34,Woman,Australia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16233,22-24,Man,Italy,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16234,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16235,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16236,30-34,Man,France,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +16237,18-21,Man,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16238,18-21,Man,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16239,25-29,Man,Ukraine,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16240,30-34,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,, +16241,35-39,Man,Japan,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$100-$999,PostgresSQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16242,50-54,Man,Other,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",10-14,I do not know,"60,000-69,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16243,25-29,Man,Japan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16244,35-39,Man,United States of America,Doctoral degree,Software Engineer,20+ years,Other,Other,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +16245,30-34,Woman,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +16246,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16247,22-24,Woman,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16248,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,None,,,,,,,,,, +16249,22-24,Man,Netherlands,Master’s degree,Student,5-10 years,Julia,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +16250,45-49,Prefer not to say,Japan,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16251,22-24,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,,,,,,,,, +16252,30-34,Man,Other,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Amazon Athena ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16253,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16254,18-21,Man,Other,No formal education past high school,Student,,,,,,,,,,,,, +16255,18-21,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16256,50-54,Man,Indonesia,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16257,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16258,30-34,Man,India,Doctoral degree,Machine Learning Engineer,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16259,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"2,000-2,999",$1-$99,Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16260,45-49,Man,Mexico,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16261,22-24,Woman,Sri Lanka,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16262,18-21,Man,Portugal,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16264,45-49,Man,United Kingdom of Great Britain and Northern Ireland,No formal education past high school,Other,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +16265,40-44,Man,United States of America,Master’s degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +16266,60-69,Man,India,Professional degree,DBA/Database Engineer,20+ years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +16267,30-34,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16268,25-29,Woman,Australia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16269,30-34,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16270,25-29,Man,India,Bachelor’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",Oracle Database ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16271,30-34,Woman,Poland,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,, +16272,25-29,Man,India,Professional degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16273,30-34,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,,,,,,,,,,,, +16274,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +16275,22-24,Man,India,Doctoral degree,Statistician,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,20+,I do not know,"3,000-3,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +16276,35-39,Man,"Iran, Islamic Republic of...",Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16277,25-29,Man,Japan,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16278,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16279,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +16280,45-49,Man,Peru,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16281,40-44,Man,India,Bachelor’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16282,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16283,22-24,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,< 1 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16284,25-29,Woman,United States of America,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +16285,40-44,Man,Australia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16286,30-34,Woman,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"20,000-24,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16287,25-29,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16288,40-44,Man,Other,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +16289,60-69,Man,United States of America,Doctoral degree,Other,10-20 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",0,I do not know,"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16290,22-24,Man,Nigeria,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16596,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16291,30-34,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16292,50-54,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +16293,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Other,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"7,500-9,999",$100-$999,,,Other +16294,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16295,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16296,25-29,Man,India,,,,,,,,,,,,,,, +16297,30-34,Woman,France,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16298,45-49,Woman,France,Bachelor’s degree,Other,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16299,18-21,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16300,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,Other +16301,55-59,Man,Italy,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16302,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16303,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16304,40-44,Woman,Portugal,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16305,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +16306,45-49,Man,Mexico,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16307,45-49,Man,Netherlands,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Oracle Database ,,Other +16308,45-49,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +16309,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +16310,18-21,Man,India,Professional degree,Student,< 1 years,Python,,,,,,,,,,, +16311,30-34,Man,Thailand,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,250-999 employees,3-4,I do not know,"15,000-19,999","$10,000-$99,999",,, +16312,30-34,Man,India,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16313,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16314,40-44,Man,Netherlands,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16315,25-29,Woman,Spain,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16316,40-44,Man,Spain,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,PostgresSQL ,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16317,35-39,Man,Belgium,No formal education past high school,Product/Project Manager,I have never written code,,,,,,,,,,,, +16318,22-24,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Swift,A personal computer or laptop,2-5 times,,,,,,,,, +16501,22-24,Man,India,Master’s degree,Statistician,< 1 years,C++,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16319,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16320,30-34,Woman,India,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16321,25-29,Prefer not to say,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16322,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16323,25-29,Man,Japan,Master’s degree,Data Analyst,5-10 years,MATLAB,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16324,30-34,Prefer not to say,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,,,,,,,,,,, +16325,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +16326,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +16327,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16328,30-34,Woman,Germany,Doctoral degree,Research Scientist,5-10 years,Bash,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16329,30-34,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16330,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16331,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +16332,25-29,Man,Other,Master’s degree,,,,,,,,,,,,,, +16333,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16334,30-34,Man,Japan,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16335,25-29,Man,China,Master’s degree,Software Engineer,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16336,25-29,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16337,18-21,Prefer not to say,Indonesia,Some college/university study without earning a bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16338,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16339,18-21,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16340,45-49,Woman,Mexico,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16341,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16342,40-44,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"1000-9,999 employees",5-9,I do not know,"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16343,35-39,Man,Japan,No formal education past high school,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16344,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +16345,55-59,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,PostgresSQL ,,Other +16346,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16347,45-49,Man,Spain,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16348,45-49,Man,Sweden,Bachelor’s degree,Business Analyst,20+ years,Other,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16349,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +16350,25-29,Man,Japan,Doctoral degree,Software Engineer,1-2 years,C,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16351,70+,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Other,,Other +16352,25-29,Man,Other,Master’s degree,Machine Learning Engineer,,,,,,,,,,,,, +16353,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16354,30-34,Man,Belarus,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16355,18-21,Woman,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +16356,25-29,Man,Other,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16357,30-34,Man,Japan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16358,55-59,Man,Mexico,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",,,Other +16359,30-34,Man,Nigeria,Bachelor’s degree,,,,,,,,,,,,,, +16360,22-24,Man,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16361,25-29,Man,Sweden,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +16362,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$1-$99,,, +16363,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +16364,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +16365,35-39,Man,China,Master’s degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,,,,,,,,, +16366,25-29,Woman,South Korea,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16367,22-24,Prefer not to say,India,I prefer not to answer,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16368,22-24,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16369,55-59,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16370,18-21,Woman,Italy,Bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16371,25-29,Man,Brazil,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16372,35-39,Man,Germany,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16373,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16374,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +16375,30-34,Man,Other,,,,,,,,,,,,,,, +16376,25-29,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +16377,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16378,25-29,Man,Brazil,Master’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16379,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16380,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +16502,30-34,Man,Morocco,Doctoral degree,Student,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16381,60-69,Man,Russia,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16382,25-29,Man,Japan,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16383,18-21,Man,South Korea,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +16384,30-34,Man,Other,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),"20,000-24,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16385,30-34,Man,United States of America,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +16386,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16387,25-29,Woman,Other,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16388,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,Other +16389,40-44,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,Other +16390,55-59,Woman,Switzerland,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16391,35-39,Man,Brazil,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16392,35-39,Man,Australia,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Amazon Athena ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +16393,30-34,Man,Other,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16394,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,5-10 years,Swift,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +16395,35-39,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16396,40-44,Woman,Ukraine,Professional degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +16397,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16398,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16399,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16400,25-29,Man,China,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16401,30-34,Man,South Korea,,,,,,,,,,,,,,, +16402,55-59,Man,Taiwan,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16403,18-21,Man,Turkey,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +16404,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16405,40-44,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16406,22-24,Woman,Italy,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16407,25-29,Man,India,Bachelor’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,MySQL ,, +16408,40-44,Man,Spain,Doctoral degree,Machine Learning Engineer,20+ years,C++,A personal computer or laptop,Never,10-20 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +16409,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16564,25-29,Man,Germany,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16410,25-29,Man,Canada,Master’s degree,Machine Learning Engineer,5-10 years,Julia,A personal computer or laptop,Never,4-5 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16411,18-21,Nonbinary,Australia,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16412,35-39,Man,United States of America,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +16413,55-59,Man,Spain,Doctoral degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16414,25-29,Man,India,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16415,45-49,Man,Poland,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16416,22-24,Man,India,Doctoral degree,Student,1-2 years,,,,,,,,,,,, +16417,35-39,Man,Brazil,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16418,30-34,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +16419,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16420,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C,,,,,,,,,,, +16421,30-34,Man,Belarus,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Once,10-20 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16422,35-39,Woman,Spain,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,,Other +16423,22-24,Man,India,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16424,25-29,Man,Brazil,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16425,35-39,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,,,,, +16426,30-34,Man,India,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16427,30-34,Woman,Chile,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16428,18-21,Woman,Romania,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16429,18-21,Woman,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +16430,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +16431,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +16432,30-34,Woman,Portugal,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16433,50-54,Man,Italy,Professional degree,Research Scientist,20+ years,C,A personal computer or laptop,Never,,,,,,,,, +16434,35-39,Woman,India,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,,,,,, +16435,45-49,Man,Italy,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16436,35-39,Man,South Africa,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16437,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"4,000-4,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16438,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +16439,35-39,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16440,50-54,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16441,40-44,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$10,000-$99,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16442,30-34,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16443,30-34,Man,South Africa,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16444,30-34,Woman,South Africa,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +16445,35-39,Nonbinary,United States of America,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16446,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16447,22-24,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16448,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16449,30-34,Man,Bangladesh,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16450,30-34,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16451,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,1-2 years,MATLAB,,,,,,,,,,, +16452,35-39,Woman,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16453,22-24,Man,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16454,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,None,Once,,,,,,,,, +16455,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +16456,50-54,Man,Russia,Master’s degree,Data Analyst,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16457,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16458,40-44,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16459,18-21,Woman,India,Master’s degree,Student,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16460,30-34,Man,Japan,Some college/university study without earning a bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16461,25-29,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16462,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16463,35-39,Man,India,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Oracle Database ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16464,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16465,22-24,Man,India,Master’s degree,Student,< 1 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +16466,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16467,25-29,Man,South Korea,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16468,22-24,Man,Other,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16469,40-44,Prefer not to say,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Amazon Redshift ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16470,50-54,Man,Thailand,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +16471,22-24,Man,Other,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16472,22-24,Man,France,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16473,18-21,Man,Ghana,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +16474,30-34,Man,Spain,Master’s degree,Currently not employed,< 1 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16475,35-39,Woman,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16476,30-34,Man,Ghana,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16477,60-69,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16478,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$100,000 or more ($USD)",,, +16479,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +16480,45-49,Man,Viet Nam,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,, +16481,22-24,Woman,South Korea,,,,,,,,,,,,,,, +16482,45-49,Woman,Canada,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,6-25 times,2-3 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,, +16483,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +16484,30-34,Man,France,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16485,30-34,Man,Japan,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16486,40-44,Man,China,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,5-9,,,,,, +16487,18-21,Woman,India,Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +16488,22-24,Man,Viet Nam,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16489,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16490,30-34,Man,South Korea,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,,Other +16491,30-34,Man,Peru,Professional degree,Other,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16492,35-39,Man,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$100-$999,,, +16493,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16494,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16495,35-39,Man,Australia,Doctoral degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,TIBCO Spotfire,"Advanced statistical software (SPSS, SAS, etc.)" +16496,30-34,Man,Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16497,55-59,Man,Taiwan,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16498,35-39,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Microsoft Azure Data Lake Storage ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16499,18-21,Man,Australia,,,,,,,,,,,,,,, +16503,30-34,Man,Chile,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$10,000-$99,999",,, +16504,35-39,Man,China,Master’s degree,Data Engineer,3-5 years,Python,,,,,,,,,,, +16505,50-54,Man,Spain,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16506,25-29,Man,Portugal,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16507,30-34,Man,Italy,Doctoral degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16508,25-29,Woman,India,Doctoral degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,Other +16509,45-49,Man,Canada,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +16510,45-49,Man,Spain,Doctoral degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16511,35-39,Woman,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16512,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,,,,,,,,,, +16513,18-21,Man,Other,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16514,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"4,000-4,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16515,25-29,Man,France,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +16516,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16517,25-29,Man,Malaysia,Bachelor’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16518,30-34,Man,Pakistan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16519,18-21,Man,Ukraine,Bachelor’s degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +16520,30-34,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16521,35-39,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16522,40-44,Woman,India,Doctoral degree,Other,10-20 years,Python,,,,,,,,,,, +16523,22-24,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16524,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16525,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16526,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16527,18-21,Woman,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",,,,,,, +16528,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +16529,25-29,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,I do not know,"10,000-14,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +16530,45-49,Man,Kenya,Bachelor’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud BigQuery ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +16531,30-34,Woman,Germany,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +16532,45-49,Man,United States of America,Bachelor’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16533,30-34,Man,China,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"> $500,000",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16534,35-39,Woman,Republic of Korea,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +16535,22-24,Man,Morocco,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16536,35-39,Prefer to self-describe,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +16537,40-44,Woman,United States of America,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16538,50-54,Man,Japan,Master’s degree,,,,,,,,,,,,,, +16539,30-34,Man,Nigeria,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16540,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16541,30-34,Man,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16542,30-34,Man,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16543,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +16544,35-39,Man,Turkey,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,Other +16545,30-34,Man,Colombia,Some college/university study without earning a bachelor’s degree,Statistician,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16546,40-44,Man,Spain,Master’s degree,Data Engineer,20+ years,Other,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +16547,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16548,35-39,Man,Peru,Doctoral degree,Product/Project Manager,10-20 years,R,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16549,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16550,25-29,Man,Switzerland,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16551,25-29,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16552,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16553,18-21,Woman,China,,,,,,,,,,,,,,, +16554,35-39,Man,Argentina,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16555,22-24,Woman,India,I prefer not to answer,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,, +16556,55-59,Man,Pakistan,Master’s degree,Statistician,,,,,,,,,,,,, +16557,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +16558,30-34,Woman,Thailand,I prefer not to answer,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,Other +16559,25-29,Man,Other,Master’s degree,Research Scientist,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16560,25-29,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +16561,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,Other +16562,18-21,Woman,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16563,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +16567,25-29,Man,China,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16568,22-24,Woman,India,Bachelor’s degree,Software Engineer,< 1 years,Python,None,Never,I do not use machine learning methods,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16569,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,,,,,, +16570,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16571,22-24,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,I do not know,$0-999,$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +16572,30-34,Man,Italy,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16573,25-29,Man,Italy,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,Other +16574,22-24,Woman,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +16575,35-39,Woman,Canada,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16576,22-24,Woman,Morocco,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +16577,30-34,Man,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16578,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16579,25-29,Man,South Korea,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,Other +16580,25-29,Man,Turkey,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16581,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +16582,40-44,Man,France,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16583,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16584,22-24,Man,India,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16585,30-34,Man,Kenya,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16586,25-29,Prefer not to say,Argentina,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16587,22-24,Man,Ghana,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16588,25-29,Woman,Sri Lanka,Master’s degree,Statistician,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16589,22-24,Woman,India,Master’s degree,Currently not employed,3-5 years,R,,,,,,,,,,, +16590,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16591,40-44,Man,India,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16592,35-39,Man,Argentina,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16593,25-29,Man,Pakistan,Master’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +16594,18-21,Man,China,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16595,25-29,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,Other +16597,25-29,Man,Poland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,Other +16598,18-21,Man,Malaysia,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +16599,22-24,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +16600,25-29,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16601,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16602,30-34,Man,France,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16603,22-24,Woman,Belgium,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16604,25-29,Man,Brazil,Bachelor’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16605,25-29,Man,Germany,Master’s degree,Software Engineer,5-10 years,C++,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16606,30-34,Man,Japan,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,,,,, +16607,45-49,Man,Israel,Some college/university study without earning a bachelor’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16608,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16609,25-29,Woman,United States of America,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +16610,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +16611,30-34,Woman,United States of America,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,,,,,, +16612,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",,,,,,, +16613,25-29,Woman,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +16614,30-34,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16615,40-44,Man,Spain,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16616,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,R,,,,,,,,,,, +16617,30-34,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16618,35-39,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,MongoDB ,,Other +16619,35-39,Man,"Iran, Islamic Republic of...",Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16620,25-29,Woman,India,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,, +16621,25-29,Man,Poland,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16622,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16623,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16624,30-34,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),,,,, +16625,25-29,Man,Brazil,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16626,40-44,Man,France,Doctoral degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16627,40-44,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16628,25-29,Man,India,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16629,60-69,Man,United States of America,Doctoral degree,Other,I have never written code,,,,,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +16630,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16631,22-24,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16632,35-39,Man,Republic of Korea,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16633,45-49,Man,Italy,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +16634,18-21,Man,India,Bachelor’s degree,Student,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16635,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16636,25-29,Woman,Turkey,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16637,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16638,45-49,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +16639,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +16640,45-49,Man,United States of America,Doctoral degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16641,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16642,50-54,Man,Portugal,Doctoral degree,Research Scientist,5-10 years,,,,,,,,,,,, +16643,40-44,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",Google Cloud SQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16644,35-39,Man,Argentina,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16645,25-29,Woman,United States of America,Bachelor’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16646,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",0,I do not know,$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16647,60-69,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16648,30-34,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16649,40-44,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16650,22-24,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16651,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16652,22-24,Prefer to self-describe,Poland,Doctoral degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +16653,22-24,Man,Nigeria,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16654,25-29,Man,China,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16655,25-29,Man,Germany,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +16656,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +16657,25-29,Man,Other,Doctoral degree,Product/Project Manager,5-10 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16658,18-21,Woman,United States of America,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16659,22-24,Woman,Australia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16660,40-44,Woman,Belgium,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"2,000-2,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16661,25-29,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16662,40-44,Man,Chile,Professional degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16663,25-29,Man,Canada,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,,"Advanced statistical software (SPSS, SAS, etc.)" +16664,25-29,Man,Canada,I prefer not to answer,,,,,,,,,,,,,, +16665,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +16666,18-21,Man,Other,Bachelor’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +16667,22-24,Woman,Nigeria,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16668,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +16669,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16670,45-49,Man,Spain,Some college/university study without earning a bachelor’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +16671,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16672,45-49,Man,United States of America,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16673,18-21,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16674,18-21,Woman,Nigeria,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +16675,25-29,Woman,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16676,25-29,Man,Portugal,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16677,22-24,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16678,18-21,Man,Bangladesh,Bachelor’s degree,Statistician,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,"1,000-1,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16679,35-39,Woman,United States of America,Bachelor’s degree,Data Analyst,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +16826,40-44,Man,Argentina,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16680,25-29,Man,Japan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16681,25-29,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,1-2,I do not know,,,,, +16682,30-34,Man,United States of America,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +16683,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +16684,25-29,Man,Kenya,Bachelor’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16685,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16686,22-24,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16687,25-29,Man,France,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16688,40-44,Man,Other,Master’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +16689,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16690,25-29,Man,Saudi Arabia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16691,50-54,Man,Taiwan,I prefer not to answer,,,,,,,,,,,,,, +16692,22-24,Man,Other,No formal education past high school,,,,,,,,,,,,,, +16693,30-34,Woman,Singapore,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16694,25-29,Man,Spain,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +16695,45-49,Man,India,Professional degree,Product/Project Manager,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16696,35-39,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +16697,25-29,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +16698,50-54,Man,United States of America,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16699,25-29,Man,Nepal,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16700,30-34,Woman,Greece,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16701,30-34,Man,India,Master’s degree,Business Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16702,25-29,Man,Other,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16703,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,,,,,,,,, +16704,22-24,Woman,India,Master’s degree,Other,3-5 years,Javascript,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16705,60-69,Man,South Africa,Bachelor’s degree,Currently not employed,20+ years,Java,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16706,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16707,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16708,55-59,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,, +16915,18-21,Man,Indonesia,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16709,25-29,Man,Thailand,Bachelor’s degree,Software Engineer,5-10 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16710,35-39,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16711,45-49,Woman,United States of America,Bachelor’s degree,Data Engineer,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16712,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16713,18-21,Man,Ukraine,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +16714,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",5-9,I do not know,"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16715,50-54,Man,France,Doctoral degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +16716,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,, +16717,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16718,40-44,Man,Ghana,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16719,50-54,Man,Italy,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16720,40-44,Man,India,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,,, +16721,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16722,30-34,Man,India,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16723,70+,Man,United Kingdom of Great Britain and Northern Ireland,I prefer not to answer,Other,20+ years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16724,22-24,Man,United States of America,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16725,35-39,Man,Other,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16726,22-24,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16727,25-29,Man,Indonesia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16728,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +16729,18-21,Woman,China,Bachelor’s degree,Software Engineer,1-2 years,MATLAB,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16730,45-49,Man,Australia,Master’s degree,Other,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16731,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16732,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16733,45-49,Man,Israel,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16734,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16735,25-29,Man,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16916,30-34,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +16736,55-59,Man,Other,Master’s degree,Software Engineer,20+ years,Java,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$10,000-$99,999",IBM Db2 ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16737,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$100-$999,Other,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16738,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16739,35-39,Man,Viet Nam,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16740,40-44,Man,Other,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,No (we do not use ML methods),"5,000-7,499",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16741,50-54,Man,Singapore,Master’s degree,,,,,,,,,,,,,, +16742,18-21,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +16743,30-34,Woman,"Iran, Islamic Republic of...",I prefer not to answer,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",,,, +16744,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16745,25-29,Man,India,Master’s degree,Currently not employed,5-10 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16746,45-49,Woman,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16747,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16748,22-24,Woman,Canada,Bachelor’s degree,,,,,,,,,,,,,, +16749,22-24,Woman,Malaysia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16750,35-39,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16751,25-29,Woman,Israel,,,,,,,,,,,,,,, +16752,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16753,45-49,Man,Australia,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16754,40-44,Man,Other,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16755,60-69,Man,Chile,Bachelor’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16756,18-21,Man,Peru,I prefer not to answer,Research Scientist,I have never written code,,,,,0-49 employees,,,,,,, +16757,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16758,25-29,Man,Other,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16759,35-39,Man,Nigeria,No formal education past high school,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",IBM Db2 ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +16760,22-24,Man,India,,,,,,,,,,,,,,, +16761,18-21,Man,Indonesia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +16762,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16763,22-24,Man,Italy,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16764,35-39,Man,Japan,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16765,35-39,Man,Australia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16766,30-34,Man,India,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17099,25-29,Man,China,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +16767,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16768,45-49,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$1000-$9,999",IBM Db2 ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16769,40-44,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +16770,30-34,Man,Other,Master’s degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16771,22-24,Man,Australia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16772,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16773,35-39,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +16774,30-34,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +16775,40-44,Woman,Canada,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16776,22-24,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16777,30-34,Woman,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16778,18-21,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +16779,45-49,Man,Japan,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,20+,I do not know,"10,000-14,999","$1000-$9,999",,Microsoft Power BI, +16780,30-34,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16781,25-29,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16782,25-29,Man,Brazil,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,Google Cloud BigQuery ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16783,40-44,Man,Australia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16784,35-39,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16785,30-34,Man,Greece,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",,,, +16786,60-69,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16787,25-29,Man,Russia,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16788,22-24,Man,Kenya,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16789,30-34,Man,Mexico,Some college/university study without earning a bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16790,35-39,Man,Singapore,Doctoral degree,Research Scientist,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16791,30-34,Man,India,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16792,22-24,Prefer not to say,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16793,30-34,Man,South Korea,,,,,,,,,,,,,,, +16794,30-34,Man,Brazil,Master’s degree,Currently not employed,10-20 years,R,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16795,30-34,Man,Brazil,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16796,18-21,Man,Russia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +16797,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,Google Cloud SQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16798,40-44,Man,India,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16799,35-39,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16800,30-34,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16801,40-44,Man,Chile,Professional degree,DBA/Database Engineer,10-20 years,SQL,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16802,35-39,Man,Colombia,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16803,40-44,Man,United States of America,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +16804,35-39,Man,Egypt,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +16805,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +16806,22-24,Woman,Japan,Professional degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16807,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16808,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"300,000-500,000","$10,000-$99,999",,,Other +16809,18-21,Man,Nigeria,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16810,30-34,Woman,Other,Master’s degree,Research Scientist,< 1 years,Python,None,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +16811,22-24,Man,China,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16812,22-24,Man,China,Doctoral degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16813,35-39,Man,Saudi Arabia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16814,30-34,Man,Germany,Doctoral degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16815,18-21,Man,Egypt,No formal education past high school,Student,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +16816,35-39,Man,Germany,,,,,,,,,,,,,,, +16817,30-34,Man,Other,Professional degree,Data Analyst,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16818,35-39,Man,Ukraine,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16819,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16820,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16821,18-21,Man,Malaysia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +16822,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",10-14,I do not know,"4,000-4,999",$0 ($USD),,, +16823,25-29,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16824,35-39,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16825,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16827,30-34,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16828,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16829,22-24,Woman,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +16830,35-39,Man,Russia,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16831,22-24,Man,Colombia,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16832,40-44,Man,Sri Lanka,Doctoral degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16833,25-29,Man,United States of America,Doctoral degree,Student,5-10 years,Other,A personal computer or laptop,Never,4-5 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +16834,22-24,Man,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16835,35-39,Woman,Russia,Professional degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +16836,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +16837,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16838,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16839,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16840,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +16841,25-29,Man,Belgium,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +16842,25-29,Man,India,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +16843,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +16844,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,, +16845,60-69,Man,United States of America,Doctoral degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16846,30-34,Man,Brazil,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +16847,18-21,Man,Italy,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16848,22-24,Woman,India,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16849,22-24,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16850,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",MySQL ,, +16851,25-29,Man,China,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16852,25-29,Man,Ukraine,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16853,60-69,Man,Spain,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +16854,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16855,25-29,Man,France,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16856,40-44,Man,Romania,Master’s degree,Software Engineer,10-20 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17165,30-34,Man,Taiwan,Master’s degree,Product/Project Manager,< 1 years,R,,,,,,,,,,, +16857,40-44,Woman,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16858,22-24,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16859,45-49,Man,Russia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16860,45-49,Man,Germany,Professional degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16861,35-39,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",Other,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16862,18-21,Man,Turkey,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +16863,45-49,Man,Australia,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,More than 25 times,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16864,30-34,Woman,Saudi Arabia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16865,55-59,Man,Japan,Master’s degree,Research Scientist,20+ years,R,Other,Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16866,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16867,35-39,Man,Saudi Arabia,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16868,30-34,Man,India,Bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16869,22-24,Man,Malaysia,Bachelor’s degree,Student,< 1 years,R,,,,,,,,,,, +16870,55-59,Man,Other,Master’s degree,DBA/Database Engineer,5-10 years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,, +16871,30-34,Woman,Germany,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +16872,40-44,Man,Spain,Master’s degree,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,, +16873,22-24,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16874,22-24,Man,India,Professional degree,Currently not employed,3-5 years,Python,Other,More than 25 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16875,22-24,Woman,South Africa,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16876,45-49,Prefer not to say,Other,I prefer not to answer,Business Analyst,20+ years,C,,,,,,,,,,, +16877,30-34,Man,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16878,25-29,Woman,Portugal,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16879,25-29,Man,Other,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,, +16880,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +16881,30-34,Man,Brazil,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +16882,35-39,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16883,22-24,Man,India,I prefer not to answer,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16884,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +16885,25-29,Man,Taiwan,Master’s degree,Product/Project Manager,,,,,,,,,,,,, +16886,18-21,Woman,Indonesia,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,,,,,, +27000,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +16887,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16888,25-29,Prefer not to say,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16889,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),,,Other +16890,55-59,Woman,Spain,Doctoral degree,Statistician,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +16891,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16892,60-69,Man,United States of America,Doctoral degree,Other,20+ years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$10,000-$99,999",Amazon Redshift ,,"Advanced statistical software (SPSS, SAS, etc.)" +16893,25-29,Woman,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +16894,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16895,25-29,Man,Kenya,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"1,000-1,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16896,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16897,35-39,Man,United States of America,Master’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +16898,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16899,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +16900,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16901,22-24,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,5-9,I do not know,"15,000-19,999",,,, +16902,55-59,Man,Brazil,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",MySQL ,,Other +16903,22-24,Man,Australia,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16904,25-29,Woman,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,20+,I do not know,"100,000-124,999",$0 ($USD),Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16905,25-29,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",,,, +16906,18-21,Man,South Korea,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +16907,55-59,Man,Japan,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16908,18-21,Woman,India,No formal education past high school,,,,,,,,,,,,,, +16909,25-29,Man,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16910,35-39,Man,Russia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16911,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +16912,40-44,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16913,25-29,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,,,,, +16914,25-29,Man,China,Doctoral degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16917,25-29,Man,Bangladesh,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,I do not know,"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16918,30-34,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,I do not know,$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16919,40-44,Man,India,Master’s degree,Product/Project Manager,5-10 years,Python,Other,2-5 times,Under 1 year,"10,000 or more employees",15-19,I do not know,"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16920,25-29,Man,Italy,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16921,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,,,,,,,,,,,, +16922,18-21,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +16923,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +16924,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16925,25-29,Man,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,,,,,,, +16926,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16927,30-34,Man,China,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +16928,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +16929,35-39,Man,Tunisia,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16930,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,Other,"Local development environments (RStudio, JupyterLab, etc.)" +16931,45-49,Woman,United States of America,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16932,50-54,Man,Japan,Doctoral degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16933,18-21,Man,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16934,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",,,, +16935,22-24,Man,Pakistan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Oracle Database ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +16936,40-44,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16937,30-34,Man,Other,No formal education past high school,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16938,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +16939,25-29,Man,Taiwan,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16940,25-29,Man,Pakistan,Master’s degree,,,,,,,,,,,,,, +16941,45-49,Man,Taiwan,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",SQLite ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16942,18-21,Man,India,Bachelor’s degree,Software Engineer,< 1 years,C++,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +16943,30-34,Man,Brazil,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16944,25-29,Man,Japan,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16945,18-21,Man,Greece,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +16946,22-24,Woman,Thailand,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,SQL,,,,,,,,,,, +16947,25-29,Man,United Arab Emirates,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16948,25-29,Woman,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,5-10 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",,,, +16949,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16950,55-59,Woman,Canada,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +16951,18-21,Woman,Indonesia,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16952,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,No (we do not use ML methods),$0-999,$0 ($USD),Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16953,25-29,Man,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16954,45-49,Man,Singapore,Master’s degree,Software Engineer,10-20 years,MATLAB,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,I do not know,"100,000-124,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +16955,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16956,18-21,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +16957,30-34,Man,Russia,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16958,25-29,Man,Thailand,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,Amazon Redshift ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16959,45-49,Man,Russia,Bachelor’s degree,Business Analyst,20+ years,R,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +16960,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16961,70+,Man,United States of America,Doctoral degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,Other +16962,40-44,Man,Spain,Doctoral degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16963,45-49,Man,Japan,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +16964,35-39,Woman,United States of America,Doctoral degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +16965,40-44,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16966,35-39,Man,India,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16967,40-44,Man,France,No formal education past high school,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16968,35-39,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16969,18-21,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +16970,40-44,Man,Other,I prefer not to answer,Business Analyst,5-10 years,Python,Other,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16971,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16972,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16973,22-24,Woman,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +16974,22-24,Woman,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +16975,30-34,Prefer not to say,Germany,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +16976,25-29,Man,Russia,Bachelor’s degree,Software Engineer,5-10 years,None,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16977,30-34,Man,Poland,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16978,55-59,Man,United States of America,Master’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$100-$999,Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +16979,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +16980,30-34,Woman,Kenya,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +16981,22-24,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16982,22-24,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +16983,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,Amazon Athena ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +16984,35-39,Man,France,Doctoral degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +16985,25-29,Man,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",,,,,,, +16986,18-21,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +16987,18-21,Woman,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16988,25-29,Woman,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,,,,,, +16989,35-39,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16990,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +16991,40-44,Woman,United States of America,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16992,18-21,Man,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +16993,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +16994,25-29,Man,France,Doctoral degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +16995,22-24,Man,Other,No formal education past high school,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +16996,22-24,Man,Singapore,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +16997,40-44,Man,Spain,Master’s degree,Statistician,10-20 years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +16998,25-29,Man,Indonesia,,,,,,,,,,,,,,, +16999,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +17000,35-39,Man,Poland,Doctoral degree,Research Scientist,< 1 years,,,,,,,,,,,, +17001,22-24,Woman,Ghana,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$10,000-$99,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17002,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17003,25-29,Woman,India,Master’s degree,Student,1-2 years,,,,,,,,,,,, +17004,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17005,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,None,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17006,50-54,Man,Japan,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17007,30-34,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +17008,60-69,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17009,35-39,Prefer not to say,United States of America,Bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,,,,,,,, +17010,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17011,35-39,Man,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17012,18-21,Woman,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17013,40-44,Woman,Chile,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17014,30-34,Man,Germany,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17015,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17016,30-34,Man,Brazil,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17017,25-29,Woman,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17018,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",SQLite ,,Other +17019,50-54,Man,Other,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,10-20 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17020,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17021,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17022,25-29,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,,,,,,,,,,, +17023,30-34,Man,Australia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17024,35-39,Man,India,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17025,22-24,Man,Pakistan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17026,22-24,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17027,25-29,Man,Switzerland,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17028,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17029,30-34,Woman,South Africa,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +17030,25-29,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17031,30-34,Man,Poland,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +17032,25-29,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17033,30-34,Man,Other,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,, +17034,35-39,Man,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +17035,50-54,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",Snowflake ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17036,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +17037,60-69,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17038,35-39,Man,Italy,Master’s degree,Product/Project Manager,5-10 years,SQL,None,Never,4-5 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17039,40-44,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17040,35-39,Man,South Korea,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17041,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +17042,45-49,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",,,,,,, +17043,50-54,Man,Other,Bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +17044,18-21,Prefer not to say,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17045,18-21,Woman,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,, +17046,25-29,Woman,Canada,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17047,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17048,30-34,Woman,Thailand,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,5-9,I do not know,"3,000-3,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17049,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +17050,45-49,Man,Other,Doctoral degree,Student,< 1 years,C,,,,,,,,,,, +17051,25-29,Man,Bangladesh,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17052,45-49,Man,Tunisia,Master’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17053,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17054,30-34,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +17055,25-29,Man,Australia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17056,25-29,Man,Ukraine,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +17057,60-69,Man,Republic of Korea,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17058,30-34,Woman,United States of America,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,Google Cloud Firestore ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17059,40-44,Man,United States of America,Master’s degree,Other,3-5 years,SQL,A personal computer or laptop,Once,2-3 years,250-999 employees,3-4,I do not know,"100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17060,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17061,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +17062,55-59,Man,Canada,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,, +17063,35-39,Man,Japan,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17064,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17065,40-44,Prefer not to say,France,I prefer not to answer,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,, +17066,22-24,Woman,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27031,18-21,Man,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +17067,25-29,Man,Morocco,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17068,18-21,Man,Sri Lanka,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,10-14,I do not know,,,,, +17069,25-29,Woman,Thailand,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,Microsoft SQL Server ,, +17070,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17071,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17072,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17073,22-24,Woman,Taiwan,Master’s degree,Student,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,, +17074,30-34,Man,Australia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17075,60-69,Man,United States of America,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17076,18-21,Man,India,No formal education past high school,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17077,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +17078,22-24,Man,Germany,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17079,50-54,Man,India,Master’s degree,Machine Learning Engineer,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +17080,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +17081,40-44,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,C++,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17082,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17083,22-24,Man,Japan,,,,,,,,,,,,,,, +17084,18-21,Man,China,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17085,25-29,Man,Ukraine,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +17086,35-39,Woman,Other,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17087,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17088,35-39,Man,Other,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17089,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17090,30-34,Man,Other,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17091,25-29,Man,India,Master’s degree,Statistician,1-2 years,SQL,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,Microsoft Access ,,"Advanced statistical software (SPSS, SAS, etc.)" +17092,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17093,18-21,Man,Australia,Bachelor’s degree,,,,,,,,,,,,,, +17094,35-39,Woman,Peru,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17095,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +17096,30-34,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"125,000-149,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17097,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,Other +17098,30-34,Man,India,Master’s degree,Product/Project Manager,,,,,,,,,,,,, +17100,40-44,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17101,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17102,22-24,Man,Morocco,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17103,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17104,30-34,Man,Argentina,Professional degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17105,25-29,Woman,United States of America,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17106,35-39,Man,Japan,No formal education past high school,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17107,25-29,Man,Other,Professional degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17108,25-29,Man,Other,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,I do not know,"30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17109,25-29,Woman,Indonesia,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +17110,25-29,Woman,Other,Doctoral degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Once,1-2 years,250-999 employees,10-14,I do not know,$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +17111,25-29,Man,Canada,Master’s degree,Data Scientist,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,, +17112,25-29,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"15,000-19,999",$1-$99,Oracle Database ,,Other +17113,45-49,Woman,India,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,Other +17114,25-29,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,,,,,,,,,,,, +17115,45-49,Man,Thailand,Bachelor’s degree,Business Analyst,10-20 years,Python,Other,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17116,22-24,Woman,Canada,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +17117,30-34,Prefer not to say,United States of America,Master’s degree,Other,5-10 years,Julia,A personal computer or laptop,Once,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17118,25-29,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17119,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17120,45-49,Man,Tunisia,Master’s degree,Software Engineer,10-20 years,Java,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17121,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17122,18-21,Woman,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +17123,50-54,Man,Taiwan,,,,,,,,,,,,,,, +17124,25-29,Man,Pakistan,Master’s degree,Research Scientist,I have never written code,,,,,250-999 employees,,,,,,, +17125,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17126,40-44,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17127,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17128,30-34,Prefer not to say,Philippines,Master’s degree,Research Scientist,1-2 years,,,,,,,,,,,, +17129,25-29,Woman,United States of America,Doctoral degree,Statistician,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17130,50-54,Man,Argentina,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17131,25-29,Man,United States of America,Bachelor’s degree,Student,5-10 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17132,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17133,30-34,Man,Israel,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17134,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17135,25-29,Man,India,,,,,,,,,,,,,,, +17136,30-34,Man,Kenya,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17137,25-29,Man,Mexico,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +17138,45-49,Man,Viet Nam,Bachelor’s degree,Product/Project Manager,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,Other +17139,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Other,,,,,,,,,,, +17140,45-49,Man,United States of America,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17141,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +17142,18-21,Prefer not to say,"Iran, Islamic Republic of...",Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17143,25-29,Man,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17144,30-34,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17145,22-24,Man,Canada,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17146,40-44,Man,Russia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17147,45-49,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,,,, +17148,30-34,Man,Argentina,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17149,45-49,Man,Other,Master’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17150,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,,,,,,,,, +17151,50-54,Man,India,Bachelor’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17152,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17153,22-24,Man,Chile,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17154,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",15-19,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17155,35-39,Man,Other,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"70,000-79,999",$1-$99,Microsoft SQL Server ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17156,30-34,Woman,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,250-999 employees,5-9,I do not know,$0-999,$0 ($USD),,, +17157,25-29,Man,Colombia,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17158,22-24,Man,Pakistan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +17159,25-29,Woman,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17160,35-39,Man,Other,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17161,35-39,Man,India,Master’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +17162,40-44,Man,Israel,Master’s degree,Data Analyst,< 1 years,SQL,,,,,,,,,,, +17163,30-34,Man,Japan,I prefer not to answer,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17164,22-24,Man,Tunisia,Master’s degree,Data Engineer,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +17166,18-21,Man,Japan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17167,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17168,30-34,Prefer not to say,Singapore,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +17169,60-69,Man,Japan,I prefer not to answer,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,3-4,I do not know,,,,, +17170,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17171,30-34,Man,Romania,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17172,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +17173,25-29,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17174,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17175,30-34,Woman,Portugal,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17176,22-24,Man,India,Doctoral degree,Research Scientist,< 1 years,Python,,,,,,,,,,, +17177,30-34,Man,Argentina,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17178,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17179,45-49,Man,Japan,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17180,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,1-2 years,None,,,,,,,,,,, +17181,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17182,40-44,Woman,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17183,25-29,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +17184,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17185,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +17186,30-34,Woman,United States of America,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +17187,22-24,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17188,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17189,22-24,Woman,Other,Master’s degree,Student,< 1 years,,,,,,,,,,,, +17190,30-34,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17191,25-29,Man,Malaysia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17192,25-29,Man,Mexico,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17193,45-49,Man,Other,Master’s degree,Business Analyst,20+ years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17194,18-21,Man,India,Bachelor’s degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17321,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17195,60-69,Man,Indonesia,Professional degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17196,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +17197,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17198,45-49,Man,Netherlands,Master’s degree,Other,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17199,25-29,Man,Netherlands,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17200,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17201,60-69,Man,Italy,Bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17202,55-59,Man,Other,Doctoral degree,Research Scientist,< 1 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +17203,35-39,Man,Chile,Professional degree,Data Engineer,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,10-14,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,, +17204,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17205,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +17206,35-39,Man,Russia,Bachelor’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,, +17207,30-34,Man,Sri Lanka,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17208,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,None,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17209,22-24,Man,Japan,,,,,,,,,,,,,,, +17210,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17211,18-21,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17212,25-29,Woman,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17213,30-34,Man,Belarus,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17214,45-49,Man,India,Master’s degree,Data Scientist,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17215,22-24,Man,Germany,,,,,,,,,,,,,,, +17216,22-24,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17217,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17218,45-49,Man,Spain,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17219,18-21,Man,India,,,,,,,,,,,,,,, +17220,25-29,Man,Mexico,Professional degree,Software Engineer,10-20 years,Bash,A personal computer or laptop,Once,4-5 years,0-49 employees,0,I do not know,$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +17221,25-29,Man,Other,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17222,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +17223,22-24,Woman,Netherlands,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17224,45-49,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17225,40-44,Man,Canada,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,Microsoft Power BI,Other +17226,18-21,Man,Viet Nam,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17227,45-49,Man,Germany,Master’s degree,Product/Project Manager,< 1 years,None,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +17228,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17229,50-54,Man,Netherlands,Master’s degree,Other,10-20 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17230,40-44,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17231,35-39,Man,Other,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17232,30-34,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17233,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17234,30-34,Man,Netherlands,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17235,25-29,Woman,China,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +17236,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17237,30-34,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17238,35-39,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17239,45-49,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17240,25-29,Man,Japan,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17241,25-29,Woman,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17242,30-34,Man,Brazil,Doctoral degree,Currently not employed,5-10 years,Bash,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17243,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17244,22-24,Woman,Indonesia,Master’s degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17245,50-54,Man,Other,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17246,22-24,Man,Bangladesh,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17247,18-21,Man,Netherlands,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17248,50-54,Man,Nigeria,Master’s degree,Data Analyst,3-5 years,Javascript,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17249,22-24,Man,Indonesia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +17250,25-29,Woman,Ghana,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +17251,25-29,Man,Spain,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17252,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Javascript,,,,,,,,,,, +17253,30-34,Woman,India,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,,,,,,, +17254,40-44,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17255,40-44,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",3-4,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17256,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17257,22-24,Woman,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17258,45-49,Man,Saudi Arabia,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17259,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17260,30-34,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,No (we do not use ML methods),"3,000-3,999","$10,000-$99,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17261,18-21,Man,Nepal,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17262,25-29,Man,India,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,None,Never,,,,,,,,, +17263,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17264,22-24,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17265,40-44,Man,Thailand,Master’s degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17266,25-29,Woman,Other,Master’s degree,Other,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17267,22-24,Man,Canada,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17268,35-39,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Oracle Database ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17269,30-34,Man,Nigeria,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17270,25-29,Woman,India,I prefer not to answer,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +17271,30-34,Woman,India,Doctoral degree,Other,1-2 years,Python,,,,,,,,,,, +17272,25-29,Man,Nigeria,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17273,60-69,Man,United States of America,Bachelor’s degree,Other,3-5 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17274,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",10-14,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17275,25-29,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17276,30-34,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17277,35-39,Man,Other,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17278,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17279,25-29,Man,Brazil,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +17280,25-29,Man,Sweden,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17281,22-24,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17282,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17283,40-44,Man,Canada,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17284,50-54,Man,Argentina,No formal education past high school,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17285,25-29,Man,India,Master’s degree,,,,,,,,,,,,,, +17286,18-21,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +17287,25-29,Woman,Turkey,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17288,45-49,Prefer not to say,United States of America,Some college/university study without earning a bachelor’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Amazon Redshift ,Tableau, +17289,25-29,Woman,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17290,25-29,Woman,Nigeria,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,,,,,,,,, +17291,40-44,Man,Spain,Bachelor’s degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17292,35-39,Man,South Korea,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,Other +17293,18-21,Prefer to self-describe,Russia,No formal education past high school,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17294,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +17295,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +17296,18-21,Woman,India,Master’s degree,Student,1-2 years,,,,,,,,,,,, +17297,55-59,Man,Germany,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",MySQL ,,Other +17298,40-44,Woman,Romania,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +17299,22-24,Man,Russia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17300,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17301,25-29,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17302,22-24,Man,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17303,30-34,Man,China,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17304,25-29,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +17305,18-21,Man,India,Bachelor’s degree,Other,3-5 years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17306,50-54,Man,Canada,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17307,22-24,Woman,Taiwan,Master’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +17308,18-21,Woman,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17309,30-34,Woman,Canada,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +17310,35-39,Prefer not to say,Singapore,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17311,60-69,Man,Russia,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,I do not know,"7,500-9,999",$100-$999,,,Other +17312,25-29,Woman,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17313,55-59,Man,Greece,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17314,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +17315,25-29,Man,Brazil,Doctoral degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17316,25-29,Man,Australia,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +17317,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17318,30-34,Man,Indonesia,I prefer not to answer,Business Analyst,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +17319,30-34,Man,Brazil,Master’s degree,Research Scientist,5-10 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,, +17320,18-21,Man,India,,,,,,,,,,,,,,, +17322,30-34,Man,Taiwan,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,Google Cloud BigQuery ,Tableau, +17323,18-21,Woman,Russia,Master’s degree,,,,,,,,,,,,,, +17324,30-34,Man,India,,,,,,,,,,,,,,, +17325,25-29,Man,China,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17326,40-44,Man,Greece,Bachelor’s degree,Business Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17327,45-49,Man,United States of America,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17328,35-39,Man,Turkey,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,Microsoft SQL Server ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17329,22-24,Man,Pakistan,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17330,25-29,Woman,Other,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17331,35-39,Man,Portugal,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17332,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,,,,,, +17333,22-24,Woman,Nigeria,Bachelor’s degree,Business Analyst,1-2 years,Javascript,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17334,45-49,Man,Spain,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17335,30-34,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,More than 25 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17336,55-59,Man,United States of America,Master’s degree,Other,20+ years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999",$100-$999,Oracle Database ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +17337,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C,,,,,,,,,,, +17338,30-34,Man,Romania,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17339,35-39,Man,Other,Doctoral degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17340,30-34,Man,United States of America,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +17341,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +17342,22-24,Man,Brazil,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17343,18-21,Woman,Egypt,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17344,40-44,Man,India,Bachelor’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17345,18-21,Man,Belarus,Bachelor’s degree,,,,,,,,,,,,,, +17346,40-44,Man,India,Doctoral degree,Data Scientist,5-10 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,10-14,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +17347,45-49,Man,Spain,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17348,25-29,Woman,India,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17349,35-39,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,,Other +17507,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +17350,30-34,Man,Other,Doctoral degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17351,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,C++,,,,,,,,,,, +17352,40-44,Woman,Spain,Master’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",3-4,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17353,30-34,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17354,60-69,Man,Italy,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17355,18-21,Woman,Brazil,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17356,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,,,,,,,,,,,, +17357,30-34,Man,Mexico,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17358,22-24,Man,Turkey,,,,,,,,,,,,,,, +17359,22-24,Man,Japan,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17360,40-44,Man,Other,Some college/university study without earning a bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17361,45-49,Man,India,Doctoral degree,Business Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,I do not know,$0-999,$1-$99,Google Cloud SQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17362,30-34,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17363,35-39,Man,China,Bachelor’s degree,Currently not employed,5-10 years,R,,,,,,,,,,, +17364,22-24,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17365,25-29,Woman,Thailand,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17366,22-24,Man,Indonesia,Bachelor’s degree,Data Engineer,I have never written code,,,,,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"> $500,000","$10,000-$99,999",,, +17367,50-54,Man,Russia,No formal education past high school,Data Scientist,3-5 years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17368,25-29,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,,,,,,,,,,,,, +17369,18-21,Man,Ukraine,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,Other +17370,25-29,Man,Other,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,,,,,,, +17371,18-21,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17372,45-49,Man,Germany,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17373,18-21,Man,United States of America,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17374,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17375,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,, +17376,60-69,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +17377,50-54,Man,Other,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17378,25-29,Man,United States of America,Master’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +17379,25-29,Man,Mexico,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +17380,25-29,Man,Peru,Bachelor’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,, +17381,25-29,Woman,China,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17382,22-24,Man,Poland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17383,25-29,Man,India,Master’s degree,Data Analyst,,,,,,,,,,,,, +17384,30-34,Woman,France,Master’s degree,Statistician,10-20 years,Python,Other,Never,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",,,Other +17385,35-39,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17386,25-29,Man,India,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17387,22-24,Woman,Pakistan,Doctoral degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,2-3 years,,,,,,,, +17388,30-34,Man,Colombia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17389,18-21,Woman,Russia,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +17390,45-49,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,I do not know,"150,000-199,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +17391,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",,,,,,, +17392,22-24,Woman,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17393,25-29,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17394,40-44,Man,India,Professional degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +17395,22-24,Prefer not to say,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17396,22-24,Man,Argentina,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +17397,60-69,Man,Colombia,Master’s degree,Statistician,20+ years,R,A personal computer or laptop,Never,4-5 years,250-999 employees,10-14,I do not know,"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17398,22-24,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17399,25-29,Man,Portugal,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17400,25-29,Man,Netherlands,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$100,000 or more ($USD)",Snowflake ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17401,50-54,Man,Other,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17402,35-39,Man,Spain,Bachelor’s degree,,,,,,,,,,,,,, +17403,60-69,Man,Other,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17404,45-49,Man,Canada,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$100,000 or more ($USD)",MongoDB ,,"Advanced statistical software (SPSS, SAS, etc.)" +17405,40-44,Woman,Canada,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17406,18-21,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,1-2 years,Other,,,,,,,,,,, +17407,18-21,Man,India,Master’s degree,Currently not employed,1-2 years,Java,,,,,,,,,,, +17408,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17409,40-44,Man,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +17410,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17411,30-34,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17412,30-34,Man,Singapore,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,4-5 years,"1000-9,999 employees",20+,I do not know,"70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17413,25-29,Man,India,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17414,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17415,25-29,Man,Japan,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17416,35-39,Man,South Africa,Bachelor’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17417,25-29,Man,Bangladesh,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17418,40-44,Man,Other,Doctoral degree,Research Scientist,3-5 years,None,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,I do not know,,,,, +17419,22-24,Woman,Russia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17420,35-39,Woman,Chile,Master’s degree,Other,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,Microsoft SQL Server ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +17421,35-39,Man,Other,Doctoral degree,Student,< 1 years,Python,,,,,,,,,,, +17422,18-21,Man,United States of America,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,10-14,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17423,22-24,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17424,30-34,Man,India,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17425,35-39,Man,Brazil,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17426,40-44,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +17427,18-21,Man,Ghana,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17428,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17429,22-24,Prefer not to say,Spain,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17430,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17431,30-34,Woman,Israel,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17432,22-24,Man,India,Bachelor’s degree,Student,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17433,50-54,Man,Other,Doctoral degree,Data Scientist,5-10 years,Java,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,, +17434,22-24,Man,Philippines,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +17435,25-29,Man,United States of America,Master’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17436,30-34,Man,Australia,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17437,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17438,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +17439,30-34,Man,Japan,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17440,25-29,Man,Other,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$1000-$9,999",IBM Db2 ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17441,25-29,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +17442,35-39,Man,Argentina,Bachelor’s degree,Data Analyst,I have never written code,,,,,250-999 employees,3-4,,,,,, +17443,45-49,Man,Other,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,20 or more years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17444,35-39,Prefer not to say,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17445,18-21,Woman,Singapore,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17446,30-34,Man,China,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +17447,40-44,Man,Other,Bachelor’s degree,Software Engineer,20+ years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17448,25-29,Man,India,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17449,22-24,Man,Turkey,,,,,,,,,,,,,,, +17450,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",,,, +17451,60-69,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17452,30-34,Man,India,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17453,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17454,35-39,Man,Japan,Master’s degree,Data Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,Domo,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17455,35-39,Man,Other,Doctoral degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17456,18-21,Man,Nepal,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +17457,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17458,25-29,Woman,Canada,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17459,25-29,Man,Italy,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17460,25-29,Man,Nigeria,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,,,,,,,,, +17461,60-69,Man,United States of America,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +17462,50-54,Man,Japan,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,I do not know,"100,000-124,999",$1-$99,MySQL ,,Other +17463,18-21,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17464,18-21,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17465,35-39,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +17466,30-34,Man,Russia,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17467,70+,Man,Japan,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +17468,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17469,22-24,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17470,55-59,Man,Portugal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17471,25-29,Woman,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17472,18-21,Man,Other,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"5,000-7,499","$100,000 or more ($USD)",,, +17473,35-39,Man,Thailand,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17474,35-39,Prefer not to say,Taiwan,I prefer not to answer,Currently not employed,20+ years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,Other +17540,22-24,Man,Argentina,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17475,45-49,Man,Spain,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,, +17476,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17477,25-29,Woman,Kenya,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,,,,, +17478,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +17479,25-29,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +17480,30-34,Man,Canada,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17481,45-49,Man,Poland,I prefer not to answer,Research Scientist,20+ years,Julia,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",0,I do not know,"50,000-59,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17482,40-44,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17483,30-34,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17484,40-44,Woman,Saudi Arabia,Doctoral degree,Research Scientist,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",,,, +17485,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17486,30-34,Man,China,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17487,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17488,22-24,Man,Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +17489,30-34,Man,Ghana,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17490,18-21,Man,Germany,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17491,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17492,40-44,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17493,35-39,Man,Mexico,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,15-19,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17494,40-44,Man,Egypt,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,20 or more years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17495,30-34,Man,India,Professional degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17496,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +17497,30-34,Woman,Belarus,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17498,35-39,Man,Other,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17499,40-44,Woman,India,Doctoral degree,Data Engineer,10-20 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,250-999 employees,20+,I do not know,"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17500,18-21,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17501,22-24,Man,India,,,,,,,,,,,,,,, +17502,50-54,Man,United States of America,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"150,000-199,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17503,25-29,Woman,Spain,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17504,40-44,Man,Brazil,Bachelor’s degree,Student,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17505,22-24,Man,Poland,Master’s degree,Student,1-2 years,R,A personal computer or laptop,,,,,,,,,, +17506,22-24,Man,Taiwan,,,,,,,,,,,,,,, +17508,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17509,25-29,Man,Nigeria,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +17510,25-29,Man,Kenya,Bachelor’s degree,,,,,,,,,,,,,, +17511,25-29,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17512,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17513,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +17514,55-59,Man,Italy,Master’s degree,Software Engineer,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17515,25-29,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17516,40-44,Man,Poland,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,5-9,No (we do not use ML methods),,,,, +17517,30-34,Man,Singapore,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17518,30-34,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,,,,,, +17519,45-49,Man,United Arab Emirates,Doctoral degree,Research Scientist,1-2 years,Javascript,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +17520,30-34,Woman,Netherlands,Master’s degree,Product/Project Manager,< 1 years,Python,,,,,,,,,,, +17521,22-24,Man,Malaysia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +17522,25-29,Man,Kenya,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +17523,30-34,Man,Singapore,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17524,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17525,30-34,Woman,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17526,25-29,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17527,35-39,Man,France,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17528,18-21,Man,India,,,,,,,,,,,,,,, +17529,35-39,Man,Other,Doctoral degree,,,,,,,,,,,,,, +17530,22-24,Man,China,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17531,25-29,Man,India,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17532,30-34,Man,Japan,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),,,,, +17533,30-34,Woman,Ukraine,Master’s degree,Data Analyst,1-2 years,Python,Other,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17534,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17535,30-34,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +17536,30-34,Man,Thailand,,,,,,,,,,,,,,, +17537,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17538,18-21,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,,,,,,,,,, +17539,55-59,Woman,United States of America,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17541,35-39,Woman,Nigeria,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17542,22-24,Man,Viet Nam,No formal education past high school,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +17543,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,15-19,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17544,25-29,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17545,18-21,Woman,India,Bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17546,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17547,40-44,Man,Other,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17548,22-24,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17549,25-29,Man,Japan,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",5-9,,,,,, +17550,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17551,22-24,Man,Russia,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17552,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17553,40-44,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),Microsoft Access ,,Other +17554,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17555,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17556,25-29,Man,Switzerland,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17557,25-29,Man,Peru,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17558,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17559,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,, +17560,18-21,Woman,Indonesia,Professional degree,Business Analyst,< 1 years,Java,A personal computer or laptop,Once,,,,,,,,, +17561,25-29,Man,Spain,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"20,000-24,999",$0 ($USD),,, +17562,25-29,Woman,Saudi Arabia,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17563,25-29,Man,Other,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17564,18-21,Man,Malaysia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17565,25-29,Man,India,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,Other +17566,22-24,Man,Taiwan,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17567,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17568,30-34,Man,Singapore,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +17569,25-29,Man,Egypt,,,,,,,,,,,,,,, +17570,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17571,50-54,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$100-$999,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +17572,22-24,Man,India,Master’s degree,Student,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +17573,45-49,Man,United States of America,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17574,22-24,Woman,"Iran, Islamic Republic of...",Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17575,25-29,Prefer not to say,France,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,Other +17576,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17577,18-21,Woman,Turkey,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17578,35-39,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17579,25-29,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,,,,,,,,,, +17580,30-34,Man,Pakistan,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17581,35-39,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17582,30-34,Man,Brazil,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17583,30-34,Man,Malaysia,Bachelor’s degree,Statistician,5-10 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17584,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +17585,22-24,Woman,Viet Nam,Master’s degree,Machine Learning Engineer,3-5 years,C++,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17586,30-34,Man,Brazil,Master’s degree,Data Engineer,5-10 years,SQL,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17587,40-44,Man,India,Doctoral degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17588,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +17589,18-21,Woman,India,,,,,,,,,,,,,,, +17590,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17591,40-44,Woman,India,,,,,,,,,,,,,,, +17592,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17593,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17594,55-59,Woman,United States of America,Bachelor’s degree,Other,5-10 years,,,,,,,,,,,, +17595,40-44,Man,Saudi Arabia,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"80,000-89,999",$1-$99,PostgresSQL ,Tableau, +17596,45-49,Man,Chile,Master’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,More than 25 times,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17597,25-29,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",15-19,I do not know,"7,500-9,999",$100-$999,,, +17598,25-29,Man,Singapore,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17599,35-39,Man,Mexico,Doctoral degree,Other,,,,,,,,,,,,, +17600,25-29,Man,India,Professional degree,Data Analyst,I have never written code,,,,,50-249 employees,3-4,No (we do not use ML methods),$0-999,$100-$999,,, +17601,22-24,Woman,India,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17602,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17603,50-54,Man,Brazil,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17604,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17605,45-49,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Amazon DynamoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17606,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",Amazon Athena ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +17607,45-49,Man,Spain,Some college/university study without earning a bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",Amazon Redshift ,TIBCO Spotfire,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17608,40-44,Man,United States of America,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17609,22-24,Woman,Pakistan,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +17610,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17611,40-44,Man,Spain,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +17612,30-34,Prefer to self-describe,Turkey,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17613,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17614,22-24,Woman,Brazil,,,,,,,,,,,,,,, +17615,30-34,Woman,Other,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +17616,22-24,Woman,India,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",,, +17617,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17618,35-39,Man,Other,Bachelor’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,No (we do not use ML methods),"100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,SAP Analytics Cloud ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17619,30-34,Man,Russia,Master’s degree,Data Analyst,,,,,,,,,,,,, +17620,45-49,Man,Italy,Professional degree,Software Engineer,20+ years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$1-$99,Oracle Database ,, +17621,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17622,60-69,Man,India,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",3-4,I do not know,"5,000-7,499",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +17623,22-24,Man,India,,,,,,,,,,,,,,, +17624,25-29,Man,Mexico,No formal education past high school,Other,5-10 years,Python,,,,,,,,,,, +17625,25-29,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17626,25-29,Man,Kenya,Bachelor’s degree,Student,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +17627,18-21,Man,Kenya,,,,,,,,,,,,,,, +17628,30-34,Man,India,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17629,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +17630,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17631,35-39,Man,Colombia,Master’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17632,50-54,Man,Brazil,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +17753,30-34,Man,Other,I prefer not to answer,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17633,22-24,Man,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17634,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,, +17635,30-34,Man,Ukraine,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",Amazon Athena ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17636,30-34,Woman,Mexico,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,,,,,,,, +17637,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +17638,25-29,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Amazon Athena ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17639,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +17640,55-59,Man,South Africa,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",MongoDB ,,"Advanced statistical software (SPSS, SAS, etc.)" +17641,22-24,Man,India,Master’s degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17642,25-29,Man,Switzerland,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17643,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17644,22-24,Woman,Tunisia,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,,,,, +17645,18-21,Man,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +17646,25-29,Man,Turkey,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17647,22-24,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17648,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17649,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,None,Never,4-5 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",,,Other +17650,35-39,Woman,Malaysia,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17651,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17652,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17653,70+,Man,United States of America,Doctoral degree,Statistician,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17654,45-49,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +17655,22-24,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17656,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17657,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17658,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17659,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,, +17660,25-29,Man,Other,Master’s degree,Research Scientist,3-5 years,SQL,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17661,25-29,Woman,Viet Nam,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Google Cloud BigQuery ,Google Data Studio,Other +17662,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17663,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17664,22-24,Man,Greece,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17665,45-49,Man,Italy,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17666,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,Other,More than 25 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17667,30-34,Woman,Germany,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,10-14,No (we do not use ML methods),"30,000-39,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +17668,40-44,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",0,I do not know,"20,000-24,999","$1000-$9,999",,, +17669,25-29,Man,Russia,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17670,25-29,Prefer not to say,Other,I prefer not to answer,,,,,,,,,,,,,, +17671,35-39,Woman,United States of America,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17672,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +17673,18-21,Man,Bangladesh,Bachelor’s degree,Currently not employed,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17674,22-24,Man,India,Master’s degree,Statistician,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17675,22-24,Man,Viet Nam,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17676,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17677,18-21,Man,Pakistan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17678,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17679,22-24,Man,India,I prefer not to answer,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),,,Other +17680,25-29,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17681,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,3-4,No (we do not use ML methods),"80,000-89,999",$100-$999,Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17682,22-24,Man,Nigeria,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17683,35-39,Man,Other,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"90,000-99,999",$0 ($USD),IBM Db2 ,SAP Analytics Cloud ,"Advanced statistical software (SPSS, SAS, etc.)" +17684,35-39,Man,Thailand,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,0,I do not know,"25,000-29,999",$0 ($USD),,, +17685,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Currently not employed,< 1 years,R,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17686,25-29,Woman,Turkey,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,,Other +17687,40-44,Man,United States of America,Professional degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$100,000 or more ($USD)",SQLite ,, +17688,45-49,Man,India,Professional degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +17689,18-21,Man,India,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17690,25-29,Man,Russia,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17691,60-69,Man,Morocco,Professional degree,Other,20+ years,Other,Other,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17692,18-21,Man,India,I prefer not to answer,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17693,50-54,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17694,50-54,Woman,India,Professional degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17695,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17696,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17697,25-29,Man,France,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +17698,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17699,22-24,Man,Other,Bachelor’s degree,,,,,,,,,,,,,, +17700,25-29,Man,India,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17701,60-69,Woman,United States of America,Bachelor’s degree,Other,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17702,30-34,Man,Singapore,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +17703,35-39,Man,Ukraine,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17704,40-44,Man,South Korea,Doctoral degree,Statistician,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +17705,22-24,Woman,India,Bachelor’s degree,Student,5-10 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17706,30-34,Man,Canada,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17707,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17708,30-34,Man,India,Doctoral degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17709,25-29,Man,Greece,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17710,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17711,30-34,Man,Ukraine,Master’s degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +17712,25-29,Man,Italy,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17713,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17714,30-34,Man,Italy,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,Other +17715,30-34,Man,Singapore,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17716,18-21,Woman,Mexico,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17717,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17718,22-24,Woman,Australia,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17719,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17720,18-21,Man,Russia,No formal education past high school,Student,1-2 years,Python,,,,,,,,,,, +17721,40-44,Man,Other,No formal education past high school,Other,20+ years,Other,A personal computer or laptop,Never,10-20 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,Other +17722,25-29,Woman,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +17723,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17724,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +17725,35-39,Man,Kenya,Bachelor’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17726,35-39,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17727,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000",$0 ($USD),,,Other +17728,35-39,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17729,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +17730,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17731,18-21,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"> $500,000","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17732,22-24,Man,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +17733,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17734,50-54,Woman,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +17735,22-24,Man,China,Master’s degree,Data Analyst,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Microsoft SQL Server ,Einstein Analytics,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17736,18-21,Woman,United States of America,Bachelor’s degree,Machine Learning Engineer,3-5 years,Other,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17737,25-29,Man,Canada,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +17738,30-34,Man,Spain,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17739,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17740,40-44,Man,Australia,No formal education past high school,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"90,000-99,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17741,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$10,000-$99,999",,, +17742,35-39,Man,Brazil,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17743,18-21,Man,India,Bachelor’s degree,Data Scientist,,,,,,,,,,,,, +17744,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17745,30-34,Woman,Brazil,Master’s degree,Other,I have never written code,,,,,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,, +17746,22-24,Man,Ireland,Master’s degree,Student,< 1 years,,,,,,,,,,,, +17747,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17748,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17749,25-29,Man,Greece,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17750,18-21,Woman,Israel,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,, +17751,35-39,Woman,United States of America,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +17752,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +17936,18-21,Man,Viet Nam,,,,,,,,,,,,,,, +17754,35-39,Man,United States of America,Master’s degree,Business Analyst,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Snowflake ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17755,18-21,Woman,Ukraine,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17756,40-44,Man,South Korea,,,,,,,,,,,,,,, +17757,35-39,Man,Morocco,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17758,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +17759,25-29,Woman,India,Master’s degree,Student,< 1 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +17760,22-24,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +17761,25-29,Man,Argentina,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17762,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +17763,22-24,Woman,United Arab Emirates,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17764,25-29,Man,Netherlands,Master’s degree,Statistician,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17765,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17766,25-29,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17767,22-24,Man,Brazil,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",,,, +17768,35-39,Man,Poland,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +17769,25-29,Man,United States of America,Master’s degree,Student,3-5 years,,,,,,,,,,,, +17770,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17771,18-21,Man,Greece,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17772,22-24,Woman,Brazil,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17773,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17774,18-21,Man,Ukraine,Bachelor’s degree,Research Scientist,1-2 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17775,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$100,000 or more ($USD)",MySQL ,Tableau, +17776,25-29,Man,Colombia,Professional degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17777,35-39,Man,Poland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17778,30-34,Man,United States of America,Doctoral degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17779,18-21,Woman,Brazil,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +17780,22-24,Man,Ukraine,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17781,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Java,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17782,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17783,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17784,25-29,Man,Germany,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +17785,18-21,Man,India,,,,,,,,,,,,,,, +17786,50-54,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,< 1 years,Python,,,,,,,,,,, +17787,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17788,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17789,25-29,Woman,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17790,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17791,22-24,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,, +17792,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17793,25-29,Man,India,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17794,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17795,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17796,25-29,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17797,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17798,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17799,40-44,Man,Other,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17800,22-24,Man,India,Professional degree,Student,< 1 years,Python,Other,Once,Under 1 year,,,,,,,, +17801,22-24,Man,Netherlands,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17802,35-39,Man,Other,Professional degree,Business Analyst,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17803,22-24,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17804,18-21,Man,Morocco,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17805,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +17806,22-24,Man,Colombia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17807,40-44,Woman,United States of America,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,0,I do not know,"70,000-79,999",$0 ($USD),,, +17808,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17809,35-39,Man,France,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17810,18-21,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17811,22-24,Woman,Ukraine,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17812,18-21,Man,Russia,No formal education past high school,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17813,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17814,18-21,Woman,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17815,30-34,Man,Ukraine,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",,,Other +17816,40-44,Man,Brazil,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17817,18-21,Man,"Iran, Islamic Republic of...",No formal education past high school,,,,,,,,,,,,,, +18113,22-24,Man,Italy,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17818,30-34,Man,Saudi Arabia,Professional degree,Other,I have never written code,,,,,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17819,60-69,Man,Canada,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17820,25-29,Man,Germany,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17821,22-24,Man,Russia,Master’s degree,Student,I have never written code,,,,,,,,,,,, +17822,30-34,Man,Canada,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17823,50-54,Woman,Canada,Bachelor’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",Microsoft SQL Server ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17824,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,,,,,,,,, +17825,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17826,22-24,Man,Poland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17827,18-21,Man,Nigeria,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17828,25-29,Woman,Germany,Master’s degree,Software Engineer,3-5 years,Python,None,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17829,30-34,Man,India,Doctoral degree,Data Scientist,5-10 years,C++,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17830,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17831,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17832,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,I do not know,$0-999,$1-$99,Microsoft Azure Data Lake Storage ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17833,25-29,Man,Turkey,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17834,30-34,Man,Singapore,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17835,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17836,40-44,Man,Germany,Master’s degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17837,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",20+,I do not know,"90,000-99,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17838,25-29,Man,Spain,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +17839,60-69,Woman,Israel,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17840,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +17841,40-44,Man,South Africa,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,I do not know,"200,000-249,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17842,40-44,Man,China,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17843,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17844,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,, +17845,30-34,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +17846,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +17847,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17848,30-34,Man,China,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17849,30-34,Man,Australia,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +17850,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$100,000 or more ($USD)",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +17851,25-29,Man,South Africa,Bachelor’s degree,Statistician,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +17852,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17853,45-49,Man,Spain,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17854,18-21,Man,United Arab Emirates,Bachelor’s degree,Student,,,,,,,,,,,,, +17855,55-59,Man,Brazil,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +17856,22-24,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17857,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17858,35-39,Woman,Canada,Master’s degree,Machine Learning Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",IBM Db2 ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17859,70+,Man,Romania,Doctoral degree,Data Scientist,3-5 years,C++,,,,,,,,,,, +17860,25-29,Woman,Sri Lanka,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17861,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17862,25-29,Man,Greece,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17863,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17864,22-24,Man,France,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +17865,22-24,Woman,Indonesia,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +17866,22-24,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17867,45-49,Man,India,Master’s degree,Product/Project Manager,5-10 years,R,A personal computer or laptop,Once,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17868,55-59,Man,Turkey,Master’s degree,Other,5-10 years,Julia,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17869,40-44,Man,Canada,Doctoral degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +17870,30-34,Man,India,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17871,30-34,Woman,South Africa,,,,,,,,,,,,,,, +17872,22-24,Woman,Nigeria,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17873,40-44,Man,Turkey,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,6-25 times,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17874,40-44,Man,United States of America,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,Other +17875,25-29,Man,Chile,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,Other +17876,35-39,Woman,South Korea,Bachelor’s degree,Other,< 1 years,Python,None,Never,Under 1 year,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17877,30-34,Woman,Thailand,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"15,000-19,999",$0 ($USD),,, +17878,40-44,Man,China,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17879,55-59,Man,Canada,I prefer not to answer,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17880,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +17881,30-34,Man,France,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17882,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17883,18-21,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17884,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17885,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",,,, +17886,35-39,Man,India,Bachelor’s degree,Data Analyst,5-10 years,Python,None,2-5 times,3-4 years,"10,000 or more employees",20+,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17887,40-44,Woman,Other,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +17888,25-29,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17889,18-21,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,, +17890,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17891,18-21,Man,Japan,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +17892,40-44,Prefer not to say,Other,Bachelor’s degree,Currently not employed,5-10 years,,,,,,,,,,,, +17893,45-49,Man,Russia,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17894,40-44,Man,Other,Master’s degree,Data Engineer,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17895,18-21,Man,India,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +17896,45-49,Woman,Netherlands,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"40,000-49,999",$0 ($USD),Microsoft Access ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17897,35-39,Man,Other,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17898,35-39,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17899,22-24,Man,Italy,Bachelor’s degree,Student,< 1 years,None,None,Never,I do not use machine learning methods,,,,,,,, +17900,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,,,,,, +17901,22-24,Woman,Greece,,,,,,,,,,,,,,, +17902,40-44,Man,Germany,Professional degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17903,22-24,Man,Ukraine,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +17904,45-49,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17905,25-29,Woman,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +17906,35-39,Man,Brazil,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +17907,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17908,22-24,Man,India,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,,,, +17909,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,20+ years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,0,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17910,25-29,Man,Nigeria,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17911,25-29,Man,Australia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17912,25-29,Woman,Indonesia,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,,,,,,,,,, +17913,35-39,Woman,United States of America,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17914,30-34,Man,Morocco,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17915,40-44,Man,Colombia,Master’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,, +17916,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17917,35-39,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17918,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17919,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +17920,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17921,55-59,Man,Pakistan,Master’s degree,Statistician,I have never written code,,,,,50-249 employees,0,I do not know,$0-999,$0 ($USD),,, +17922,30-34,Man,Russia,No formal education past high school,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17923,30-34,Man,Japan,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17924,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +17925,22-24,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17926,40-44,Woman,Brazil,Professional degree,Data Analyst,10-20 years,Python,A personal computer or laptop,6-25 times,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17927,25-29,Man,Turkey,Bachelor’s degree,Data Engineer,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17928,18-21,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17929,35-39,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",0,I do not know,"40,000-49,999",$1-$99,,,Other +17930,30-34,Man,India,Doctoral degree,Data Scientist,5-10 years,Python,Other,2-5 times,4-5 years,50-249 employees,3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17931,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",,, +17932,30-34,Man,Nigeria,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17933,25-29,Man,United States of America,Bachelor’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17934,25-29,Woman,Republic of Korea,,,,,,,,,,,,,,, +17935,40-44,Man,Peru,Bachelor’s degree,Other,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,0,I do not know,"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17937,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17938,35-39,Man,India,Doctoral degree,Data Analyst,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,,, +17939,30-34,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17940,30-34,Woman,Germany,Master’s degree,Machine Learning Engineer,5-10 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17941,30-34,Woman,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"4,000-4,999",$1-$99,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17942,22-24,Man,Taiwan,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17943,25-29,Man,Other,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17944,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17945,25-29,Man,Viet Nam,Master’s degree,Machine Learning Engineer,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,, +17946,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17947,25-29,Man,China,,,,,,,,,,,,,,, +17948,40-44,Man,United States of America,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17949,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17950,25-29,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17951,18-21,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +17952,25-29,Woman,Turkey,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17953,50-54,Man,India,Master’s degree,Currently not employed,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17954,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17955,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +17956,40-44,Man,Other,I prefer not to answer,Data Scientist,20+ years,Java,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$100,000 or more ($USD)",,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17957,18-21,Woman,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17958,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17959,40-44,Man,India,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17960,30-34,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +17961,22-24,Woman,Egypt,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17962,25-29,Man,Malaysia,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17963,22-24,Man,Philippines,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +17964,35-39,Woman,Russia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +17965,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18114,60-69,Man,Japan,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17966,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +17967,55-59,Prefer not to say,Russia,Master’s degree,Currently not employed,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17968,25-29,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +17969,22-24,Woman,Germany,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",,,, +17970,30-34,Woman,Other,Master’s degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +17971,25-29,Man,Netherlands,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,,, +17972,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17973,40-44,Man,Egypt,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17974,25-29,Man,Canada,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17975,40-44,Man,Mexico,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17976,25-29,Man,Israel,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17977,35-39,Man,United States of America,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17978,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +17979,25-29,Man,China,I prefer not to answer,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +17980,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17981,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,I do not know,"20,000-24,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +17982,55-59,Man,India,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,20+,No (we do not use ML methods),"100,000-124,999",$100-$999,,, +17983,22-24,Man,Sweden,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +17984,30-34,Man,Greece,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +17985,22-24,Woman,Malaysia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17986,35-39,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",MySQL ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +17987,35-39,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17988,30-34,Man,India,Doctoral degree,,,,,,,,,,,,,, +17989,22-24,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17990,18-21,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +17991,45-49,Man,Other,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17992,30-34,Man,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +17993,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +17994,25-29,Man,Turkey,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +17995,25-29,Man,India,Master’s degree,Software Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,250-999 employees,0,I do not know,"4,000-4,999",$0 ($USD),,, +17996,55-59,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,R,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,Other +17997,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +17998,30-34,Man,Chile,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +17999,18-21,Woman,India,Bachelor’s degree,Product/Project Manager,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18000,40-44,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18001,35-39,Man,Other,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18002,35-39,Man,Russia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +18003,22-24,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,Other +18004,22-24,Man,Brazil,Master’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18005,50-54,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18006,22-24,Man,Other,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18007,18-21,Woman,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18008,22-24,Woman,India,Master’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18009,35-39,Man,China,Master’s degree,DBA/Database Engineer,10-20 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"> $500,000","$100,000 or more ($USD)",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18010,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,15-19,,,,,, +18011,60-69,Man,Poland,Professional degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,20 or more years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18012,18-21,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18013,22-24,Man,Sri Lanka,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18014,45-49,Man,Canada,Master’s degree,Data Analyst,5-10 years,None,Other,Never,5-10 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18015,70+,Man,France,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18016,25-29,Man,Canada,Professional degree,,,,,,,,,,,,,, +18017,30-34,Man,Other,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18018,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,,,,,,, +18019,55-59,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18020,22-24,Man,Indonesia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18021,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,5-10 years,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18022,60-69,Man,United States of America,Professional degree,Research Scientist,I have never written code,,,,,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18023,35-39,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Julia,Other,2-5 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +18024,22-24,Man,India,Bachelor’s degree,Other,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18025,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18026,22-24,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18027,30-34,Man,China,Master’s degree,,,,,,,,,,,,,, +18028,35-39,Man,Sweden,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +18029,25-29,Man,China,Master’s degree,Machine Learning Engineer,1-2 years,Python,,,,,,,,,,, +18030,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18031,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18032,30-34,Man,Belgium,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18033,50-54,Man,United States of America,Professional degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",MongoDB ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18034,30-34,Man,India,Bachelor’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"15,000-19,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18035,35-39,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18036,25-29,Man,Morocco,Master’s degree,Statistician,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,3-4,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18037,18-21,Man,India,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +18038,40-44,Man,Sweden,Doctoral degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18039,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18040,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +18041,18-21,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18042,35-39,Man,Turkey,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +18043,60-69,Man,Spain,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18044,50-54,Man,Other,Doctoral degree,Other,< 1 years,R,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18045,40-44,Man,United States of America,Professional degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18046,40-44,Man,Japan,Doctoral degree,Research Scientist,3-5 years,Javascript,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18047,22-24,Man,Other,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"10,000-14,999",$1-$99,Google Cloud BigQuery ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18048,35-39,Man,Taiwan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +18049,25-29,Man,France,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,No (we do not use ML methods),"40,000-49,999","$100,000 or more ($USD)",PostgresSQL ,, +18050,22-24,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18051,25-29,Man,India,Professional degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,,, +18052,25-29,Man,Ireland,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18053,35-39,Man,Other,Doctoral degree,Research Scientist,5-10 years,C,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18115,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18054,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18055,18-21,Man,Spain,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,Other +18056,25-29,Man,Spain,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,, +18057,45-49,Man,Netherlands,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18058,35-39,Man,Other,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18059,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Data Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18060,22-24,Woman,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18061,30-34,Man,South Korea,Bachelor’s degree,Product/Project Manager,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),,,,, +18062,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +18063,25-29,Woman,India,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,, +18064,25-29,Woman,Pakistan,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18065,30-34,Man,India,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18066,30-34,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,Other,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18067,35-39,Man,Ukraine,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18068,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18069,22-24,Woman,Colombia,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18070,30-34,Man,Taiwan,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +18071,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,C++,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,Other +18072,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"30,000-39,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +18073,35-39,Woman,Canada,Master’s degree,Product/Project Manager,3-5 years,Python,,,,,,,,,,, +18074,22-24,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +18075,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,I do not know,"60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18076,35-39,Man,Australia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18077,25-29,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18078,25-29,Man,Other,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18079,22-24,Man,India,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"7,500-9,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18080,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18081,40-44,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$100-$999,Other,Alteryx ,"Local development environments (RStudio, JupyterLab, etc.)" +18082,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18083,25-29,Man,Australia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18084,25-29,Man,Taiwan,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +18085,18-21,Man,Canada,Some college/university study without earning a bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,,,,,, +18086,22-24,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +18087,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,,, +18088,30-34,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"150,000-199,999",$1-$99,,Tableau,Other +18089,45-49,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18090,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +18091,35-39,Man,Germany,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +18092,25-29,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18093,45-49,Woman,Saudi Arabia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,I do not know,"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18094,40-44,Man,Romania,Doctoral degree,Statistician,,,,,,,,,,,,, +18095,25-29,Man,Other,Master’s degree,,,,,,,,,,,,,, +18096,22-24,Man,Greece,I prefer not to answer,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18097,25-29,Man,Germany,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18098,18-21,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18099,50-54,Man,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,20+ years,MATLAB,A personal computer or laptop,2-5 times,20 or more years,"1000-9,999 employees",3-4,I do not know,"15,000-19,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18100,25-29,Man,China,,,,,,,,,,,,,,, +18101,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18102,30-34,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18103,25-29,Man,Ghana,Professional degree,Student,< 1 years,Julia,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +18104,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Javascript,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18105,22-24,Man,United States of America,Master’s degree,Software Engineer,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$10,000-$99,999",Google Cloud BigQuery ,Salesforce,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18106,45-49,Woman,Argentina,Doctoral degree,Software Engineer,20+ years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +18107,35-39,Man,Pakistan,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +18108,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +18109,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,,, +18110,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18111,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18112,30-34,Man,Japan,Master’s degree,Other,< 1 years,Python,None,Never,Under 1 year,250-999 employees,10-14,I do not know,"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26507,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18116,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,, +18117,50-54,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18118,35-39,Man,Sweden,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +18119,25-29,Man,South Africa,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18120,50-54,Woman,Other,Professional degree,,,,,,,,,,,,,, +18121,50-54,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +18122,25-29,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18123,18-21,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18124,22-24,Man,Kenya,No formal education past high school,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,3-4 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +18125,22-24,Man,China,Master’s degree,Student,< 1 years,,,,,,,,,,,, +18126,25-29,Man,Pakistan,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,,,,,,, +18127,40-44,Man,Japan,Bachelor’s degree,DBA/Database Engineer,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",,Other,Other +18128,45-49,Man,Brazil,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18129,55-59,Man,Japan,Professional degree,Software Engineer,20+ years,Java,A personal computer or laptop,Never,Under 1 year,0-49 employees,15-19,I do not know,"10,000-14,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18130,30-34,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18131,50-54,Woman,Turkey,Doctoral degree,Statistician,I have never written code,,,,,"1000-9,999 employees",20+,No (we do not use ML methods),,,,, +18132,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18133,40-44,Man,United States of America,Master’s degree,Data Analyst,1-2 years,,,,,,,,,,,, +18134,40-44,Man,Netherlands,Master’s degree,Product/Project Manager,< 1 years,SQL,,,,,,,,,,, +18135,30-34,Woman,India,Master’s degree,Other,I have never written code,,,,,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,, +18136,45-49,Man,South Korea,Doctoral degree,Research Scientist,5-10 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +18137,40-44,Man,India,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,"30,000-39,999",$1-$99,,, +18138,30-34,Prefer not to say,Kenya,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +18139,40-44,Man,Argentina,Bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18140,45-49,Woman,Other,I prefer not to answer,Data Analyst,< 1 years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,, +18141,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18142,40-44,Man,Germany,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),,,,, +18143,55-59,Man,United States of America,Master’s degree,Other,I have never written code,,,,,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18144,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,10-20 years,Bash,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18145,18-21,Man,Ireland,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18146,45-49,Man,Spain,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",0,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +18261,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18147,22-24,Prefer not to say,Other,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18148,50-54,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18149,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18150,18-21,Man,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18151,25-29,Man,India,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +18152,18-21,Man,Other,Doctoral degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +18153,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18154,22-24,Woman,Morocco,I prefer not to answer,Data Scientist,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,, +18155,40-44,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +18156,22-24,Man,Malaysia,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18157,18-21,Man,India,Bachelor’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18158,22-24,Man,Morocco,Master’s degree,Data Engineer,3-5 years,Python,,,,,,,,,,, +18159,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18160,70+,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +18161,22-24,Man,Canada,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18162,18-21,Man,Ukraine,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +18163,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18164,50-54,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18165,50-54,Man,Chile,Professional degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18166,25-29,Woman,France,Master’s degree,Data Analyst,3-5 years,Python,None,Once,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18167,22-24,Man,Turkey,Some college/university study without earning a bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +18168,40-44,Man,Netherlands,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"60,000-69,999","$100,000 or more ($USD)",,, +18169,25-29,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"15,000-19,999",$0 ($USD),,, +18170,40-44,Man,Russia,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18171,22-24,Woman,Malaysia,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",,,,,,, +18172,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18173,22-24,Man,Other,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +18174,25-29,Man,United States of America,Bachelor’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18175,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18176,40-44,Man,Sweden,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +18177,55-59,Man,Netherlands,Master’s degree,Business Analyst,1-2 years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18439,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18440,18-21,Woman,Malaysia,,,,,,,,,,,,,,, +18178,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18179,22-24,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18180,45-49,Woman,Morocco,Professional degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18181,40-44,Man,Argentina,Professional degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,,,,,,,,,, +18182,30-34,Woman,France,Doctoral degree,Research Scientist,10-20 years,C++,A personal computer or laptop,Once,2-3 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18183,35-39,Woman,Portugal,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +18184,25-29,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18185,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18186,35-39,Woman,Canada,Master’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +18187,50-54,Man,United States of America,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,20 or more years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18188,18-21,Man,Singapore,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +18189,35-39,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"150,000-199,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18190,22-24,Woman,South Africa,Bachelor’s degree,Data Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18191,22-24,Man,Greece,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Javascript,A personal computer or laptop,Once,Under 1 year,,,,,,,, +18192,25-29,Man,China,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18193,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18194,25-29,Nonbinary,Brazil,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +18195,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18196,18-21,Man,Nepal,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18197,25-29,Man,India,Bachelor’s degree,Other,5-10 years,SQL,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18198,18-21,Man,Indonesia,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +18199,35-39,Man,Belgium,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +18200,25-29,Man,Taiwan,Master’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18201,22-24,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18202,25-29,Woman,Portugal,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,, +18203,35-39,Man,India,Bachelor’s degree,DBA/Database Engineer,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18204,50-54,Man,Spain,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,No (we do not use ML methods),"40,000-49,999",$1-$99,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18205,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18441,22-24,Woman,India,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18206,25-29,Man,Canada,Master’s degree,Other,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18207,35-39,Man,Germany,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18208,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18209,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18210,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18211,55-59,Man,Other,I prefer not to answer,Research Scientist,5-10 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18212,25-29,Man,India,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +18213,30-34,Man,United States of America,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"70,000-79,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18214,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18215,25-29,Man,Japan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",,,,,,, +18216,30-34,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18217,25-29,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18218,35-39,Woman,South Africa,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18219,22-24,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18220,22-24,Woman,Indonesia,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,1-2,I do not know,"10,000-14,999","$1000-$9,999",,, +18221,25-29,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,,,Other +18222,22-24,Man,Indonesia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18223,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18224,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18225,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18226,30-34,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18227,30-34,Man,South Africa,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18228,45-49,Man,Italy,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18229,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18230,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,, +18231,35-39,Woman,Republic of Korea,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18232,40-44,Man,India,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18233,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18442,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +18234,25-29,Prefer not to say,Indonesia,Bachelor’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18235,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +18236,35-39,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18237,25-29,Man,Nigeria,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18238,55-59,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18239,25-29,Man,Australia,Doctoral degree,Statistician,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,, +18240,25-29,Woman,France,Doctoral degree,Statistician,5-10 years,R,A personal computer or laptop,Once,3-4 years,0-49 employees,0,I do not know,"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18241,25-29,Woman,Canada,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18242,22-24,Woman,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18243,45-49,Woman,Taiwan,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18244,25-29,Woman,Pakistan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18245,18-21,Man,Japan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18246,35-39,Man,Russia,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"250,000-299,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18247,22-24,Man,India,Master’s degree,Research Scientist,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$1-$99,,, +18248,35-39,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +18249,45-49,Man,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999","$10,000-$99,999",MongoDB ,,"Advanced statistical software (SPSS, SAS, etc.)" +18250,25-29,Man,Japan,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18251,40-44,Woman,United States of America,Doctoral degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18252,25-29,Man,Other,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18253,50-54,Man,Netherlands,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +18254,25-29,Man,Israel,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18255,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,20 or more years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$10,000-$99,999",,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18256,22-24,Man,Sweden,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18257,22-24,Woman,Viet Nam,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),MySQL ,,Other +18258,45-49,Man,Brazil,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +18259,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18260,30-34,Man,Germany,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",,,Other +18504,30-34,Man,Mexico,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18262,30-34,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18263,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18264,30-34,Man,United States of America,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18265,30-34,Woman,Pakistan,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,Microsoft Access ,, +18266,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18267,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18268,30-34,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18269,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18270,22-24,Man,Turkey,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,3-4,I do not know,$0-999,$1-$99,,, +18271,30-34,Man,Australia,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18272,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18273,25-29,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18274,40-44,Man,Other,Doctoral degree,Business Analyst,20+ years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"300,000-500,000","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18275,45-49,Man,India,Professional degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18276,22-24,Man,Germany,Master’s degree,,,,,,,,,,,,,, +18277,40-44,Man,United States of America,Doctoral degree,Data Scientist,20+ years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,0-49 employees,3-4,,,,,, +18278,40-44,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,Other,6-25 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18279,25-29,Woman,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"30,000-39,999",$0 ($USD),,,Other +18280,45-49,Man,Other,Professional degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"60,000-69,999",$100-$999,,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +18281,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18282,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18283,50-54,Prefer not to say,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +18284,22-24,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18285,22-24,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18286,40-44,Woman,Argentina,Master’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,I do not know,$0-999,$0 ($USD),,, +18287,25-29,Man,India,,,,,,,,,,,,,,, +18288,30-34,Man,Russia,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18289,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18290,22-24,Prefer not to say,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +18291,45-49,Man,India,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18292,25-29,Man,Bangladesh,No formal education past high school,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,I do not know,"7,500-9,999",$1-$99,,, +18505,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,I do not know,"5,000-7,499",,,, +18293,30-34,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +18294,50-54,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18295,25-29,Man,India,Master’s degree,Business Analyst,,,,,,,,,,,,, +18296,22-24,Man,Australia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18297,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18298,35-39,Man,Spain,I prefer not to answer,Data Analyst,I have never written code,,,,,250-999 employees,5-9,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18299,18-21,Man,Viet Nam,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$1-$99,IBM Db2 ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18300,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18301,22-24,Man,China,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18302,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,3-4 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18303,22-24,Man,Kenya,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18304,22-24,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18305,30-34,Man,Japan,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18306,30-34,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18307,30-34,Man,Nigeria,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,3-4,I do not know,$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +18308,18-21,Prefer not to say,India,I prefer not to answer,Student,< 1 years,,,,,,,,,,,, +18309,30-34,Man,Germany,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18310,25-29,Man,India,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +18311,30-34,Man,Brazil,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$100,000 or more ($USD)",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +18312,50-54,Man,Italy,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +18313,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),,,,, +18314,30-34,Man,Mexico,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18315,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18316,22-24,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18317,40-44,Woman,India,Doctoral degree,Machine Learning Engineer,10-20 years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18318,25-29,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18319,60-69,Man,Kenya,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +18320,50-54,Man,Portugal,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18534,40-44,Man,South Korea,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,50-249 employees,0,I do not know,"30,000-39,999",$100-$999,,,Other +18321,35-39,Man,Greece,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18322,25-29,Woman,Poland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18323,25-29,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",3-4,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18324,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18325,22-24,Woman,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +18326,22-24,Woman,Greece,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,15-19,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18327,45-49,Woman,Brazil,Professional degree,Other,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,Oracle Database ,, +18328,35-39,Woman,India,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18329,30-34,Woman,Germany,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +18330,30-34,Man,United States of America,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18331,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +18332,40-44,Man,Belgium,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18333,22-24,Man,China,,,,,,,,,,,,,,, +18334,22-24,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18335,25-29,Woman,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18336,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18337,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18338,18-21,Man,Germany,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18339,22-24,Man,Belarus,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18340,18-21,Woman,South Korea,,,,,,,,,,,,,,, +18341,25-29,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18342,40-44,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18343,50-54,Man,Singapore,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,I do not know,"50,000-59,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18344,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18345,50-54,Man,Indonesia,Master’s degree,Other,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18346,22-24,Man,France,Master’s degree,Student,5-10 years,Python,,,,,,,,,,, +18347,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18348,35-39,Man,Tunisia,Bachelor’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18349,30-34,Woman,"Iran, Islamic Republic of...",Doctoral degree,Data Engineer,10-20 years,MATLAB,A personal computer or laptop,,,,,,,,,, +18350,35-39,Man,Argentina,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18351,30-34,Man,United Arab Emirates,Doctoral degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18352,35-39,Man,Singapore,Bachelor’s degree,Other,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18353,40-44,Man,Morocco,I prefer not to answer,Data Analyst,,,,,,,,,,,,, +18354,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18355,30-34,Man,India,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18356,25-29,Woman,Poland,Master’s degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18357,22-24,Man,Kenya,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +18358,40-44,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",Google Cloud SQL ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +18359,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18360,35-39,Man,Japan,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18361,40-44,Man,Taiwan,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18362,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18363,35-39,Man,Other,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",Google Cloud SQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +18364,25-29,Man,Turkey,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18365,22-24,Woman,South Africa,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18366,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +18367,22-24,Man,India,,,,,,,,,,,,,,, +18368,30-34,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +18369,22-24,Woman,China,,,,,,,,,,,,,,, +18370,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +18371,18-21,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18372,18-21,Man,Netherlands,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18373,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MySQL ,Salesforce,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18374,35-39,Woman,Colombia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +18375,40-44,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +18376,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +18377,30-34,Man,India,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18378,22-24,Woman,Canada,Master’s degree,Research Scientist,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,I do not know,,,,, +18379,22-24,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18380,22-24,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Data Engineer,1-2 years,Other,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,Other,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18381,18-21,Man,Spain,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18382,40-44,Man,Chile,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18535,18-21,Nonbinary,Mexico,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,,,,,,,,,,, +18383,55-59,Man,Egypt,Professional degree,Research Scientist,20+ years,C++,A personal computer or laptop,Never,4-5 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +18384,18-21,Man,Viet Nam,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18385,25-29,Man,Singapore,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",1-2,I do not know,"50,000-59,999",$0 ($USD),,, +18386,40-44,Man,Brazil,Bachelor’s degree,Statistician,20+ years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"15,000-19,999",$100-$999,Microsoft SQL Server ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +18387,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18388,22-24,Woman,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +18389,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18390,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18391,40-44,Man,India,Bachelor’s degree,Software Engineer,10-20 years,C,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18392,55-59,Man,Canada,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18393,50-54,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18394,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18395,22-24,Man,Germany,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +18396,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18397,40-44,Man,Australia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18398,55-59,Man,Mexico,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18399,35-39,Woman,Other,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18400,22-24,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18401,30-34,Man,Mexico,Master’s degree,Currently not employed,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18402,35-39,Woman,India,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18403,35-39,Man,India,I prefer not to answer,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18404,22-24,Woman,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18405,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18406,55-59,Man,Spain,Professional degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18407,25-29,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +18408,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18409,30-34,Man,India,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18410,30-34,Man,Russia,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18411,25-29,Man,Taiwan,Master’s degree,Data Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18412,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18413,30-34,Man,Switzerland,Master’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18414,30-34,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18415,35-39,Man,Greece,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18416,22-24,Man,Italy,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18417,18-21,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +18418,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18419,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18420,30-34,Man,India,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18421,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +18422,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18423,25-29,Woman,Other,Bachelor’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,Once,3-4 years,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18424,30-34,Man,Argentina,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18425,60-69,Man,Japan,I prefer not to answer,DBA/Database Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18426,25-29,Man,Russia,Master’s degree,Product/Project Manager,5-10 years,C++,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18427,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Other,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +18428,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18429,25-29,Woman,Other,Bachelor’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18430,30-34,Man,India,Master’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18431,18-21,Man,India,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18432,30-34,Man,Other,Bachelor’s degree,Other,< 1 years,Python,None,Never,I do not use machine learning methods,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,Other +18433,35-39,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$10,000-$99,999",PostgresSQL ,,Other +18434,50-54,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,I do not know,"250,000-299,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18435,30-34,Man,India,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$1-$99,Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18436,30-34,Man,Argentina,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18437,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +18438,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +18443,18-21,Man,Peru,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18444,18-21,Prefer not to say,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18445,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18446,25-29,Man,Other,Master’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18447,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18448,35-39,Nonbinary,United States of America,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,Other +18449,25-29,Woman,Turkey,Doctoral degree,Software Engineer,5-10 years,C++,Other,,,,,,,,,, +18450,35-39,Woman,Spain,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18451,40-44,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18452,40-44,Man,Other,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18453,40-44,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18454,30-34,Woman,India,Master’s degree,Research Scientist,,,,,,,,,,,,, +18455,35-39,Man,Republic of Korea,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18456,18-21,Man,Kenya,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18457,30-34,Man,Taiwan,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +18458,30-34,Man,Netherlands,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,I do not know,"60,000-69,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18459,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18460,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18461,40-44,Man,India,Doctoral degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +18462,35-39,Woman,India,Professional degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +18463,30-34,Woman,Canada,Master’s degree,Product/Project Manager,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,, +18464,70+,Man,Japan,Bachelor’s degree,Currently not employed,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18465,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18466,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18467,25-29,Man,Brazil,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),,,,, +18468,25-29,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18469,22-24,Man,Poland,Master’s degree,Data Scientist,3-5 years,C++,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18470,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18471,18-21,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18536,18-21,Prefer not to say,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18472,50-54,Man,Italy,Master’s degree,Other,1-2 years,SQL,None,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18473,55-59,Man,France,Some college/university study without earning a bachelor’s degree,Data Engineer,20+ years,Python,Other,Never,2-3 years,"10,000 or more employees",20+,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18474,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18475,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +18476,40-44,Man,Germany,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18477,25-29,Man,United States of America,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18478,22-24,Man,India,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +18479,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18480,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18481,18-21,Man,India,Master’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18482,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18483,35-39,Prefer not to say,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18484,35-39,Man,Brazil,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18485,18-21,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18486,22-24,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,10-14,I do not know,"50,000-59,999",$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18487,50-54,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18488,40-44,Man,Other,Bachelor’s degree,Data Scientist,10-20 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18489,35-39,Man,Argentina,Professional degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18490,45-49,Man,Saudi Arabia,Master’s degree,Research Scientist,I have never written code,,,,,50-249 employees,5-9,No (we do not use ML methods),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18491,35-39,Man,Other,Master’s degree,Data Scientist,5-10 years,SQL,Other,Never,3-4 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18492,25-29,Man,Japan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",20+,I do not know,"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18493,30-34,Man,Kenya,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18494,35-39,Woman,Malaysia,Doctoral degree,Other,< 1 years,,,,,,,,,,,, +18495,22-24,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18496,45-49,Man,Canada,Bachelor’s degree,Business Analyst,20+ years,R,A personal computer or laptop,Never,4-5 years,,,,,,,, +18497,22-24,Woman,Other,Bachelor’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +18498,25-29,Woman,Malaysia,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,, +18499,30-34,Man,Japan,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18500,25-29,Man,Other,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18501,25-29,Man,Other,Bachelor’s degree,Other,3-5 years,C++,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18502,30-34,Man,Brazil,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18503,30-34,Man,Singapore,,,,,,,,,,,,,,, +18506,30-34,Prefer not to say,United States of America,Professional degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +18507,25-29,Woman,Netherlands,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18508,30-34,Woman,Turkey,Master’s degree,Product/Project Manager,1-2 years,R,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,Microsoft SQL Server ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18509,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +18510,22-24,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +18511,18-21,Woman,Other,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18512,25-29,Man,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18513,35-39,Man,Brazil,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18514,35-39,Man,Turkey,Doctoral degree,Other,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +18515,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",PostgresSQL ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18516,40-44,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18517,35-39,Man,Other,Doctoral degree,Data Engineer,1-2 years,Javascript,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +18518,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18519,25-29,Man,Mexico,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18520,35-39,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18521,30-34,Woman,Spain,Master’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +18522,50-54,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18523,35-39,Woman,United States of America,Doctoral degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,I do not know,"125,000-149,999",$0 ($USD),,,Other +18524,18-21,Man,India,,,,,,,,,,,,,,, +18525,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18526,40-44,Man,Other,Bachelor’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18527,18-21,Woman,Turkey,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18528,30-34,Man,Nigeria,Bachelor’s degree,Data Analyst,I have never written code,,,,,50-249 employees,15-19,No (we do not use ML methods),$0-999,$100-$999,,, +18529,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18530,40-44,Man,United States of America,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +18531,45-49,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$100,000 or more ($USD)",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18532,40-44,Woman,Italy,Master’s degree,Software Engineer,10-20 years,Java,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18533,40-44,Man,India,Doctoral degree,Research Scientist,20+ years,Julia,A personal computer or laptop,Never,,,,,,,,, +18537,45-49,Man,Colombia,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,I do not know,"7,500-9,999",$0 ($USD),,, +18538,60-69,Man,Japan,Some college/university study without earning a bachelor’s degree,Statistician,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,5-9,I do not know,"30,000-39,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +18539,22-24,Man,Brazil,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18540,25-29,Man,Turkey,Master’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +18541,25-29,Man,India,Bachelor’s degree,Other,< 1 years,SQL,,,,,,,,,,, +18542,25-29,Man,Philippines,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18543,18-21,Woman,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18544,25-29,Man,Netherlands,Master’s degree,,,,,,,,,,,,,, +18545,22-24,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18546,25-29,Man,Japan,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",10-14,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18547,25-29,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18548,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18549,18-21,Man,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18550,25-29,Man,Other,Doctoral degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18551,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),,,,, +18552,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18553,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,20+,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18554,35-39,Man,Brazil,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +18555,60-69,Woman,Thailand,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18556,18-21,Man,Taiwan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18557,18-21,Man,Poland,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18558,30-34,Man,India,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18559,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18560,35-39,Man,Viet Nam,No formal education past high school,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18561,18-21,Man,Indonesia,,,,,,,,,,,,,,, +18562,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18563,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18564,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18565,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18566,18-21,Man,China,Professional degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,Amazon Redshift ,Alteryx ,"Local development environments (RStudio, JupyterLab, etc.)" +18567,25-29,Man,Ghana,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18568,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18571,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18572,30-34,Man,United Arab Emirates,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +18573,18-21,Man,Nigeria,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18574,35-39,Woman,Australia,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$10,000-$99,999",,, +18575,25-29,Man,India,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +18576,30-34,Woman,Turkey,Doctoral degree,Statistician,< 1 years,R,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,15-19,No (we do not use ML methods),$0-999,,,, +18577,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18578,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,SQLite ,,Other +18579,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18580,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,$0-999,,,, +18581,22-24,Man,Taiwan,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +18582,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,5-10 years,Python,,,,,,,,,,, +18583,18-21,Woman,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18584,45-49,Man,Canada,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18585,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18586,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,, +18587,25-29,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18588,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18589,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18590,18-21,Woman,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18591,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18592,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +18593,18-21,Man,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +18594,25-29,Man,India,Professional degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18595,35-39,Man,Belgium,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18596,35-39,Man,Nigeria,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18597,30-34,Man,Canada,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18598,22-24,Man,Morocco,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18599,25-29,Man,Japan,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18600,35-39,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26605,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18601,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18602,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18603,22-24,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18604,18-21,Woman,Philippines,I prefer not to answer,Student,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +18605,30-34,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18606,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18607,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18608,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +18609,25-29,Man,South Korea,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18610,50-54,Woman,Other,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18611,40-44,Man,Brazil,Master’s degree,Software Engineer,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +18612,35-39,Woman,United States of America,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,I do not know,"150,000-199,999","$1000-$9,999",,,Other +18613,22-24,Woman,Viet Nam,Master’s degree,Student,I have never written code,,,,,,,,,,,, +18614,35-39,Woman,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18615,30-34,Woman,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18616,25-29,Man,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18617,35-39,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18618,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18619,40-44,Woman,United States of America,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,"100,000-124,999","$1000-$9,999",PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18620,25-29,Man,Nigeria,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18621,60-69,Man,United States of America,Master’s degree,Software Engineer,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18622,25-29,Man,Poland,Doctoral degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,0,I do not know,"5,000-7,499",$0 ($USD),,,Other +18623,22-24,Prefer not to say,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18624,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18625,35-39,Man,Tunisia,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +18626,25-29,Man,Nigeria,Bachelor’s degree,Student,< 1 years,R,None,Never,I do not use machine learning methods,,,,,,,, +18627,35-39,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18628,45-49,Man,Spain,Bachelor’s degree,Other,1-2 years,Python,None,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18629,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26606,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +18630,25-29,Man,India,Professional degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18631,55-59,Man,Germany,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18632,25-29,Woman,Canada,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18633,25-29,Man,Other,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +18634,55-59,Man,India,Professional degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18635,25-29,Man,Taiwan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18636,22-24,Man,Egypt,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18637,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +18638,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18639,45-49,Man,Japan,No formal education past high school,Software Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),,,,, +18640,50-54,Man,United States of America,I prefer not to answer,Currently not employed,20+ years,Javascript,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18641,18-21,Man,Portugal,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18642,45-49,Man,Brazil,Master’s degree,Other,5-10 years,Python,None,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"20,000-24,999",$1-$99,,, +18643,55-59,Man,Chile,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,,,,,, +18644,25-29,Woman,United States of America,Bachelor’s degree,Student,1-2 years,Other,,,,,,,,,,, +18645,60-69,Man,Belgium,Doctoral degree,Product/Project Manager,20+ years,Julia,A personal computer or laptop,Never,,,,,,,,, +18646,45-49,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +18647,18-21,Man,India,,,,,,,,,,,,,,, +18648,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,20+,No (we do not use ML methods),"60,000-69,999","$10,000-$99,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18649,25-29,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18650,40-44,Man,Japan,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +18651,30-34,Man,India,I prefer not to answer,Data Scientist,1-2 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +18652,35-39,Man,Other,Doctoral degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18653,45-49,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,I do not know,"70,000-79,999","$10,000-$99,999",Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18654,18-21,Man,China,,,,,,,,,,,,,,, +18655,45-49,Man,Pakistan,Doctoral degree,Data Scientist,10-20 years,Python,,,,,,,,,,, +18656,35-39,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18657,50-54,Man,Sweden,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +18658,40-44,Man,Colombia,Master’s degree,Other,20+ years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +18659,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +18660,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18661,25-29,Woman,Mexico,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +18663,30-34,Man,Bangladesh,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",15-19,I do not know,"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18664,22-24,Man,Mexico,Master’s degree,Data Analyst,3-5 years,C,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18665,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18666,18-21,Man,Kenya,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +18667,25-29,Man,Republic of Korea,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18668,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18669,40-44,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18670,30-34,Woman,Other,Doctoral degree,Data Scientist,10-20 years,Python,Other,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18671,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18672,55-59,Man,Japan,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Once,,,,,,,,, +18673,22-24,Man,Taiwan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18674,25-29,Man,Japan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18675,25-29,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18676,30-34,Man,India,Bachelor’s degree,Other,1-2 years,Other,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18677,25-29,Man,Italy,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18678,22-24,Woman,Pakistan,Professional degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18679,30-34,Man,Portugal,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18680,22-24,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18681,35-39,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +18682,30-34,Man,Russia,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,,,,,,, +18683,35-39,Man,Spain,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +18684,25-29,Man,India,Master’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"5,000-7,499",$0 ($USD),,, +18685,35-39,Woman,India,Doctoral degree,Student,10-20 years,R,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18686,22-24,Man,Canada,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18687,35-39,Man,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18688,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +18689,35-39,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +18690,35-39,Man,Japan,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18691,35-39,Woman,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18692,22-24,Man,China,Master’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18693,22-24,Woman,Sweden,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18694,18-21,Woman,United States of America,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +18695,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18696,18-21,Man,Egypt,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18697,18-21,Man,India,Master’s degree,Student,1-2 years,C,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18698,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,MATLAB,,,,,,,,,,, +18699,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +18700,40-44,Man,Brazil,Bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",IBM Db2 ,TIBCO Spotfire,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18701,35-39,Man,Germany,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +18702,40-44,Woman,Australia,Bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,,,,,,,,, +18703,45-49,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18704,40-44,Man,India,Doctoral degree,Data Scientist,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18705,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +18706,30-34,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18707,30-34,Man,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18708,30-34,Woman,Other,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18709,60-69,Man,United States of America,Master’s degree,Data Scientist,20+ years,Other,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18710,25-29,Man,Poland,No formal education past high school,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18711,25-29,Man,Colombia,Master’s degree,Data Analyst,5-10 years,C,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18712,45-49,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +18713,22-24,Woman,Bangladesh,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,,,,,,,,, +18714,35-39,Man,Sweden,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +18715,45-49,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18716,22-24,Woman,Philippines,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18717,22-24,Woman,Colombia,Professional degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18718,22-24,Man,Greece,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18719,22-24,Man,Taiwan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,, +18720,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18721,35-39,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18722,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Java,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26818,22-24,Man,India,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18723,22-24,Woman,Tunisia,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +18724,30-34,Man,India,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +18725,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18726,60-69,Man,Brazil,Professional degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18727,40-44,Man,South Africa,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18728,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18729,30-34,Prefer not to say,Canada,I prefer not to answer,Research Scientist,5-10 years,SQL,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,Other +18730,18-21,Woman,Other,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +18731,22-24,Woman,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18732,25-29,Man,Indonesia,No formal education past high school,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18733,22-24,Woman,Sri Lanka,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +18734,25-29,Man,United States of America,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18735,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18736,25-29,Man,China,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +18737,25-29,Man,Pakistan,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18738,70+,Man,Russia,Master’s degree,Data Scientist,,,,,,,,,,,,, +18739,25-29,Man,Taiwan,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18740,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18741,18-21,Woman,Kenya,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +18742,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +18743,25-29,Man,India,I prefer not to answer,,,,,,,,,,,,,, +18744,35-39,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18745,18-21,Woman,Singapore,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18746,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18747,30-34,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"3,000-3,999",$1-$99,,Domo,"Local development environments (RStudio, JupyterLab, etc.)" +18748,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18749,25-29,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18750,55-59,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18751,35-39,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,,Other,"Local development environments (RStudio, JupyterLab, etc.)" +18752,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18753,30-34,Man,Viet Nam,I prefer not to answer,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18754,30-34,Man,Brazil,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18755,25-29,Man,Peru,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18756,45-49,Man,Taiwan,No formal education past high school,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"30,000-39,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18757,22-24,Man,Greece,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +18758,55-59,Man,United States of America,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +18759,22-24,Man,Colombia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18760,30-34,Man,Viet Nam,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +18761,30-34,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18762,30-34,Man,Peru,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +18763,30-34,Man,Philippines,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18764,40-44,Man,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",,,Other +18765,40-44,Man,Other,I prefer not to answer,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18766,18-21,Woman,Indonesia,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18767,40-44,Woman,Portugal,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18768,18-21,Woman,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18769,25-29,Man,Viet Nam,Master’s degree,,,,,,,,,,,,,, +18770,22-24,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,I do not know,"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18771,45-49,Man,Brazil,Master’s degree,Data Scientist,10-20 years,Other,A personal computer or laptop,6-25 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MongoDB ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +18772,30-34,Man,United Arab Emirates,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18773,35-39,Man,Germany,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +18774,25-29,Man,Germany,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18775,60-69,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18776,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18777,18-21,Man,India,No formal education past high school,Currently not employed,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +18778,45-49,Man,United States of America,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18779,25-29,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18780,45-49,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,I do not know,"7,500-9,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18781,25-29,Man,Russia,Master’s degree,Data Analyst,5-10 years,C++,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),,,,, +18782,22-24,Man,Brazil,Some college/university study without earning a bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18783,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +18784,30-34,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +18785,40-44,Man,Viet Nam,Doctoral degree,Data Analyst,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18786,40-44,Man,Colombia,Doctoral degree,Other,I have never written code,,,,,"1000-9,999 employees",0,I do not know,"20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18787,25-29,Man,Tunisia,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +18788,22-24,Man,Bangladesh,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18789,22-24,Man,India,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18790,22-24,Woman,Canada,,,,,,,,,,,,,,, +18791,18-21,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,0,I do not know,"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18792,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,1-2 years,,,,,,,, +18793,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18794,30-34,Man,Nigeria,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18795,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18796,40-44,Man,Brazil,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,TIBCO Spotfire,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18797,30-34,Man,Mexico,Master’s degree,Product/Project Manager,3-5 years,Other,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Google Cloud BigQuery ,Looker,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18798,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$1-$99,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +18799,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,1-2 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18800,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18801,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18802,30-34,Man,Spain,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18803,35-39,Man,Italy,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,0-49 employees,1-2,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18804,18-21,Man,Tunisia,,,,,,,,,,,,,,, +18805,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18806,22-24,Woman,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18807,35-39,Man,Brazil,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18808,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +18809,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18810,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18811,18-21,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +18812,22-24,Woman,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18813,35-39,Man,South Africa,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18814,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18815,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18816,25-29,Man,India,Bachelor’s degree,Data Engineer,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18817,30-34,Man,South Africa,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18818,22-24,Woman,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18819,40-44,Man,Israel,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18820,40-44,Woman,United States of America,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +18821,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18822,45-49,Man,Russia,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +18823,22-24,Woman,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18824,35-39,Man,Brazil,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18825,45-49,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +18826,40-44,Man,Other,Bachelor’s degree,Student,10-20 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18827,25-29,Man,Australia,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +18828,55-59,Man,India,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18829,50-54,Man,Brazil,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +18830,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +18831,30-34,Man,South Korea,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +18832,35-39,Man,South Korea,Doctoral degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18833,18-21,Man,Indonesia,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,I do not know,,,,, +18834,50-54,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18835,22-24,Woman,Tunisia,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Once,1-2 years,50-249 employees,20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18836,35-39,Woman,India,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,,,,,, +18867,25-29,Man,Morocco,Master’s degree,Research Scientist,5-10 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,"$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18837,30-34,Man,Japan,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,More than 25 times,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +18838,25-29,Man,Indonesia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$100-$999,PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18839,70+,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,I do not know,"20,000-24,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +18840,40-44,Prefer not to say,Taiwan,Bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18841,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +18842,35-39,Man,Ukraine,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18843,50-54,Man,Russia,Professional degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18844,35-39,Man,Japan,Professional degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18845,35-39,Man,India,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +18846,30-34,Woman,Brazil,Bachelor’s degree,Data Engineer,3-5 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18847,22-24,Woman,Tunisia,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,,,, +18848,70+,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18849,22-24,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +18850,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18851,22-24,Woman,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18852,25-29,Woman,India,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18853,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18854,25-29,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18855,30-34,Man,Russia,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +18856,22-24,Man,India,Professional degree,Other,1-2 years,,,,,,,,,,,, +18857,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18858,25-29,Man,France,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18859,25-29,Man,Spain,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +18860,30-34,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,I do not know,$0-999,,,, +18861,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +18862,30-34,Man,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18863,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,I do not know,$0-999,$0 ($USD),,, +18864,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18865,22-24,Prefer not to say,Australia,Master’s degree,Machine Learning Engineer,< 1 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18866,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18869,50-54,Man,Brazil,Professional degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18870,22-24,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18871,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +18872,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18873,18-21,Man,India,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +18874,18-21,Woman,Bangladesh,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +18875,25-29,Man,United Arab Emirates,Master’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",3-4,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18876,35-39,Man,Italy,Doctoral degree,Data Scientist,20+ years,Python,Other,Never,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18877,18-21,Woman,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18878,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +18879,35-39,Woman,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +18880,35-39,Man,India,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18881,35-39,Man,Japan,,,,,,,,,,,,,,, +18882,35-39,Man,Peru,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,Google Cloud SQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18883,50-54,Man,France,Doctoral degree,Software Engineer,20+ years,MATLAB,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",PostgresSQL ,TIBCO Spotfire,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18884,22-24,Woman,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,$0-999,"$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +18885,18-21,Woman,Poland,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,,,,,,,,, +18886,22-24,Woman,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18887,30-34,Man,Other,Master’s degree,Statistician,5-10 years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +18888,25-29,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18889,50-54,Man,Belgium,Master’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18890,60-69,Man,United States of America,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",Amazon Redshift ,TIBCO Spotfire,"Advanced statistical software (SPSS, SAS, etc.)" +18891,45-49,Man,Russia,,,,,,,,,,,,,,, +18892,50-54,Man,France,Doctoral degree,Data Scientist,,,,,,,,,,,,, +18893,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18894,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18895,30-34,Man,Brazil,Master’s degree,Product/Project Manager,10-20 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18896,18-21,Man,Australia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18897,22-24,Man,China,Bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,Other +18898,25-29,Man,Mexico,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18899,25-29,Woman,United States of America,Doctoral degree,Student,,,,,,,,,,,,, +18900,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +18901,30-34,Man,Portugal,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18902,25-29,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18903,18-21,Woman,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18904,25-29,Man,Turkey,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,I do not know,$0-999,$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18905,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,,,,,, +18906,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18907,30-34,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18908,45-49,Man,Germany,Doctoral degree,Business Analyst,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18909,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18910,22-24,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18911,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,No (we do not use ML methods),,,,, +18912,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18913,40-44,Man,Romania,Bachelor’s degree,Research Scientist,3-5 years,C,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18914,25-29,Man,Brazil,Bachelor’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +18915,18-21,Man,Canada,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +18916,22-24,Man,Indonesia,Master’s degree,Data Scientist,< 1 years,Java,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,20+,I do not know,,,,, +18917,22-24,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18918,40-44,Man,Brazil,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18919,25-29,Man,Philippines,Master’s degree,DBA/Database Engineer,< 1 years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18920,35-39,Man,Singapore,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18921,30-34,Man,Other,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18922,25-29,Man,Egypt,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18923,30-34,Man,Colombia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18924,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18925,35-39,Woman,United Arab Emirates,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18926,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,, +18927,45-49,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +18957,25-29,Man,Taiwan,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +18928,22-24,Man,China,Master’s degree,Machine Learning Engineer,< 1 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$100,000 or more ($USD)",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18929,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",Microsoft SQL Server ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +18930,35-39,Woman,Russia,Doctoral degree,Research Scientist,20+ years,MATLAB,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +18931,35-39,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18932,22-24,Woman,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +18933,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +18934,30-34,Woman,Canada,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,I do not know,"50,000-59,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18935,22-24,Man,Russia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18936,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +18937,40-44,Woman,South Korea,,,,,,,,,,,,,,, +18938,60-69,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18939,30-34,Woman,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,None,,,,,,,,,, +18940,25-29,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18941,18-21,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +18942,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +18943,35-39,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18944,22-24,Woman,United States of America,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18945,45-49,Man,Canada,Professional degree,Business Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,0,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18946,25-29,Man,United States of America,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +18947,50-54,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18948,30-34,Man,France,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18949,22-24,Woman,Brazil,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +18950,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$1000-$9,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +18951,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +18952,30-34,Man,Other,Doctoral degree,Research Scientist,I have never written code,,,,,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,,,, +18953,35-39,Man,Brazil,Doctoral degree,Other,< 1 years,Julia,A personal computer or laptop,2-5 times,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,, +18954,40-44,Man,Chile,Professional degree,Data Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Oracle Database ,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18955,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Other,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"125,000-149,999","$100,000 or more ($USD)",Google Cloud Firestore ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +18956,45-49,Man,Mexico,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18986,22-24,Man,Pakistan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +18958,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +18959,35-39,Man,Other,Some college/university study without earning a bachelor’s degree,Data Engineer,10-20 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",Other,Other,"Local development environments (RStudio, JupyterLab, etc.)" +18960,30-34,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18961,40-44,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18962,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +18963,45-49,Man,Spain,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,PostgresSQL ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +18964,55-59,Man,France,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18965,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18966,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,I do not know,"70,000-79,999",$100-$999,,,Other +18967,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",Microsoft SQL Server ,, +18968,30-34,Man,Belgium,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,6-25 times,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18969,50-54,Man,Australia,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18970,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18971,30-34,Man,South Korea,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18972,55-59,Man,Thailand,No formal education past high school,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,, +18973,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +18974,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18975,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18976,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18977,18-21,Man,Indonesia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18978,18-21,Woman,China,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18979,40-44,Man,United States of America,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,I do not know,,,,, +18980,22-24,Man,Egypt,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +18981,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18982,30-34,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",,,, +18983,18-21,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18984,35-39,Man,Canada,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),,,,, +18985,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18987,40-44,Man,India,I prefer not to answer,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18988,40-44,Man,Germany,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +18989,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +18990,18-21,Woman,Belarus,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18991,25-29,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +18992,18-21,Woman,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +18993,35-39,Woman,United States of America,Bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,,,,,, +18994,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +18995,40-44,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +18996,45-49,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",20+,I do not know,"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +18997,22-24,Man,Israel,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +18998,50-54,Man,India,Bachelor’s degree,Currently not employed,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +18999,40-44,Man,Japan,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19000,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19001,25-29,Man,Indonesia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19002,18-21,Woman,Taiwan,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +19003,50-54,Man,Russia,Professional degree,Research Scientist,20+ years,MATLAB,A personal computer or laptop,Never,10-20 years,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +19004,50-54,Man,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19005,55-59,Man,Sweden,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19006,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19007,35-39,Man,Australia,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Amazon Redshift ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +19008,18-21,Man,India,,,,,,,,,,,,,,, +19009,22-24,Woman,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19010,25-29,Man,Philippines,Bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19011,22-24,Nonbinary,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +19012,25-29,Man,Australia,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19013,18-21,Woman,Israel,I prefer not to answer,,,,,,,,,,,,,, +19014,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19015,35-39,Man,Chile,Professional degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19016,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19017,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +19018,50-54,Woman,United States of America,Master’s degree,Product/Project Manager,1-2 years,SQL,A personal computer or laptop,Never,20 or more years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +19021,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Engineer,5-10 years,None,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19022,18-21,Woman,Canada,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19023,35-39,Man,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +19024,35-39,Man,Russia,Professional degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19025,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19026,30-34,Man,Russia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +19027,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,, +19028,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19029,45-49,Man,India,Professional degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",PostgresSQL ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +19030,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19031,25-29,Man,Greece,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19032,25-29,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19033,30-34,Man,Russia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19034,35-39,Man,Taiwan,No formal education past high school,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,MySQL ,, +19035,35-39,Woman,India,Doctoral degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +19036,22-24,Woman,Romania,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +19037,22-24,Woman,Indonesia,Bachelor’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19038,18-21,Woman,India,Bachelor’s degree,Statistician,< 1 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19039,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,Other +19040,30-34,Man,Argentina,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19041,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19042,40-44,Woman,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"250,000-299,999",$1-$99,Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19043,25-29,Man,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19044,22-24,Woman,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +19045,35-39,Man,Colombia,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19046,30-34,Man,Singapore,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",Microsoft Access ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19047,22-24,Man,Poland,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +19048,22-24,Man,Other,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19049,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19050,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +19051,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +19053,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +19054,22-24,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19055,22-24,Woman,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"1,000-1,999",$0 ($USD),,, +19056,30-34,Man,Singapore,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,Google Cloud BigQuery ,,"Advanced statistical software (SPSS, SAS, etc.)" +19057,30-34,Man,South Korea,No formal education past high school,Machine Learning Engineer,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Amazon Athena ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19058,25-29,Man,Spain,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19059,30-34,Man,France,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19060,25-29,Man,Egypt,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +19061,60-69,Woman,Spain,Master’s degree,Statistician,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +19062,35-39,Man,South Africa,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,I do not know,"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19063,22-24,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19064,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19065,35-39,Woman,Russia,Master’s degree,Business Analyst,10-20 years,R,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +19066,35-39,Woman,Other,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19067,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19068,22-24,Man,Australia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19069,35-39,Man,Brazil,,,,,,,,,,,,,,, +19070,35-39,Prefer to self-describe,Other,I prefer not to answer,Other,20+ years,C,Other,More than 25 times,20 or more years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19071,25-29,Woman,Thailand,Doctoral degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19072,22-24,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19073,30-34,Man,France,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19074,45-49,Man,Belgium,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19075,25-29,Man,Brazil,Bachelor’s degree,Business Analyst,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +19076,22-24,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19077,25-29,Man,Germany,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19078,22-24,Prefer not to say,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +19079,70+,Man,Canada,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19080,60-69,Man,Germany,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,More than 25 times,20 or more years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,, +19081,55-59,Man,Russia,Professional degree,Other,< 1 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19082,30-34,Man,Other,Bachelor’s degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",,,,,,, +19083,25-29,Man,Belarus,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19084,30-34,Woman,Switzerland,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",,,, +19085,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19086,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19087,25-29,Man,India,Master’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19088,30-34,Man,Taiwan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19089,25-29,Man,Brazil,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",MongoDB ,, +19090,30-34,Woman,Switzerland,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19091,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19092,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19093,22-24,Woman,Colombia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19094,45-49,Man,Japan,Bachelor’s degree,Machine Learning Engineer,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19095,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"25,000-29,999",$1-$99,,, +19096,25-29,Man,Taiwan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19097,18-21,Woman,Indonesia,,,,,,,,,,,,,,, +19098,22-24,Man,Turkey,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +19099,50-54,Man,Netherlands,Doctoral degree,Statistician,20+ years,Python,,,,,,,,,,, +19100,22-24,Man,Pakistan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19101,35-39,Man,Japan,,,,,,,,,,,,,,, +19102,30-34,Man,France,Doctoral degree,Research Scientist,5-10 years,Python,Other,Never,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19103,25-29,Woman,Turkey,Master’s degree,Data Engineer,1-2 years,Python,Other,Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,, +19104,45-49,Man,Russia,I prefer not to answer,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19105,25-29,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19106,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +19107,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19108,25-29,Nonbinary,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +19109,45-49,Man,Turkey,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +19110,30-34,Man,Bangladesh,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19111,35-39,Man,Portugal,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19112,18-21,Man,Sweden,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19113,18-21,Man,Tunisia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19114,35-39,Man,Germany,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19115,25-29,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19116,50-54,Man,Japan,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19117,50-54,Man,Ukraine,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19118,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +19119,22-24,Man,India,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19120,22-24,Woman,Malaysia,Master’s degree,Student,I have never written code,,,,,,,,,,,, +19121,22-24,Man,China,,,,,,,,,,,,,,, +19122,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19123,22-24,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19124,18-21,Man,Russia,,,,,,,,,,,,,,, +19125,30-34,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19126,45-49,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"30,000-39,999","$1000-$9,999",Snowflake ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19127,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19128,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +19129,50-54,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +19130,25-29,Man,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19131,30-34,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19132,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +19133,22-24,Woman,Viet Nam,Master’s degree,Research Scientist,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19134,22-24,Woman,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19135,30-34,Woman,United States of America,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"90,000-99,999","$1000-$9,999",,,Other +19136,35-39,Man,Israel,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,, +19137,25-29,Woman,Turkey,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,I do not know,"7,500-9,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19138,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +19139,45-49,Man,Italy,Bachelor’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",10-14,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19140,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +19141,35-39,Man,Other,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19142,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19143,18-21,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19144,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19145,25-29,Man,Peru,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19146,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +19147,45-49,Man,Russia,No formal education past high school,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,6-25 times,20 or more years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19148,18-21,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19149,25-29,Woman,France,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19150,60-69,Man,United States of America,Bachelor’s degree,Other,20+ years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +19151,25-29,Man,Poland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19152,30-34,Man,Other,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19153,22-24,Man,Viet Nam,Bachelor’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19154,30-34,Woman,Pakistan,Doctoral degree,Machine Learning Engineer,I have never written code,,,,,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +19155,40-44,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19156,55-59,Man,South Africa,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19157,18-21,Man,Belarus,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19158,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19159,18-21,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +19160,35-39,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",Google Cloud BigQuery ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +19161,18-21,Man,Russia,No formal education past high school,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,Other +19162,25-29,Man,Russia,Doctoral degree,Machine Learning Engineer,10-20 years,Julia,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19163,30-34,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19164,45-49,Man,Indonesia,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19165,50-54,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +19166,22-24,Man,Other,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19167,40-44,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19168,45-49,Woman,United States of America,Master’s degree,Research Scientist,3-5 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19169,25-29,Man,Japan,Master’s degree,Research Scientist,1-2 years,R,Other,Never,I do not use machine learning methods,250-999 employees,20+,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19170,22-24,Man,Singapore,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +19171,40-44,Man,United States of America,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19172,55-59,Man,United States of America,Doctoral degree,Software Engineer,20+ years,R,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19173,18-21,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +19174,25-29,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,,,,,, +19175,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19176,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19177,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +19178,18-21,Man,Pakistan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19179,25-29,Man,Australia,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19180,22-24,Man,Indonesia,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"1,000-1,999",$1-$99,,, +19181,30-34,Man,Canada,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,I do not know,"90,000-99,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19182,25-29,Man,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19183,30-34,Man,Nigeria,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19184,25-29,Man,Canada,Master’s degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19185,25-29,Woman,Pakistan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19186,35-39,Man,Russia,I prefer not to answer,Software Engineer,20+ years,Other,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19187,45-49,Woman,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +19188,30-34,Man,Belarus,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,, +19189,40-44,Man,Republic of Korea,Doctoral degree,Machine Learning Engineer,,,,,,,,,,,,, +19190,45-49,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",Amazon Redshift ,Domo,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19191,45-49,Man,Germany,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,C++,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19192,40-44,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$0 ($USD),IBM Db2 ,,"Advanced statistical software (SPSS, SAS, etc.)" +19193,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19194,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19195,25-29,Man,Mexico,Master’s degree,Currently not employed,3-5 years,MATLAB,,,,,,,,,,, +19196,22-24,Woman,India,Master’s degree,Software Engineer,5-10 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,MySQL ,, +19197,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19198,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +19199,25-29,Woman,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",,,, +19200,30-34,Man,Germany,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$100,000 or more ($USD)",,, +19201,22-24,Woman,South Korea,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19202,25-29,Man,United States of America,Professional degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19203,30-34,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$100,000 or more ($USD)",,, +19204,60-69,Man,Mexico,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19205,25-29,Man,Canada,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19206,30-34,Man,France,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19207,45-49,Man,Italy,Master’s degree,Other,5-10 years,R,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19208,25-29,Man,Other,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,I do not know,"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19209,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19210,18-21,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,, +19211,30-34,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19212,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19213,50-54,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,"30,000-39,999",,,, +19214,22-24,Woman,Pakistan,Master’s degree,Product/Project Manager,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19215,40-44,Man,Ukraine,Doctoral degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,I do not know,"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19216,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19217,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19218,25-29,Man,Nigeria,Master’s degree,Other,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +19219,22-24,Woman,India,Doctoral degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +19220,22-24,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19221,40-44,Woman,United States of America,Doctoral degree,Research Scientist,5-10 years,R,Other,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19222,25-29,Man,United Kingdom of Great Britain and Northern Ireland,,,,,,,,,,,,,,, +19223,40-44,Man,Argentina,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19224,30-34,Man,Nigeria,Bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19225,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19226,22-24,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +19227,22-24,Man,Other,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +19228,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19229,50-54,Man,Poland,Some college/university study without earning a bachelor’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19230,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19231,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19232,25-29,Man,Germany,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19233,25-29,Man,Pakistan,Bachelor’s degree,Business Analyst,3-5 years,R,,,,,,,,,,, +19234,30-34,Woman,France,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +19235,55-59,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19236,22-24,Man,India,Bachelor’s degree,Student,< 1 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19237,40-44,Man,Chile,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,Other +19238,55-59,Man,Kenya,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,3-4,No (we do not use ML methods),"80,000-89,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19239,40-44,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Other,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19240,30-34,Man,Other,Doctoral degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19241,25-29,Man,Portugal,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,250-999 employees,5-9,I do not know,"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19242,25-29,Man,Thailand,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19243,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19244,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Product/Project Manager,3-5 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19245,18-21,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +19246,45-49,Man,Mexico,Master’s degree,Business Analyst,5-10 years,C,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19247,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19248,50-54,Man,Japan,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19249,18-21,Woman,Indonesia,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19250,40-44,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,R,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +19251,18-21,Woman,Malaysia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19252,30-34,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,,,,, +19253,35-39,Man,United States of America,Doctoral degree,Student,3-5 years,Python,,,,,,,,,,, +19254,40-44,Man,Greece,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"25,000-29,999",$1-$99,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +19255,25-29,Man,South Korea,Master’s degree,Machine Learning Engineer,< 1 years,Python,,,,,,,,,,, +19256,30-34,Man,Turkey,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19257,30-34,Man,Other,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19258,25-29,Woman,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +19259,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19260,60-69,Man,South Korea,Doctoral degree,Currently not employed,20+ years,R,,,,,,,,,,, +27032,25-29,Woman,India,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +19261,30-34,Prefer not to say,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +19262,45-49,Man,Australia,Master’s degree,Currently not employed,10-20 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19263,22-24,Man,Kenya,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19264,22-24,Man,South Africa,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +19265,18-21,Man,Netherlands,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +19266,50-54,Woman,Taiwan,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +19267,22-24,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19268,22-24,Man,Sri Lanka,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19269,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19270,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19271,18-21,Woman,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19272,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19273,18-21,Man,India,I prefer not to answer,Student,1-2 years,,,,,,,,,,,, +19274,30-34,Man,India,Doctoral degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +19275,22-24,Man,India,Master’s degree,Student,< 1 years,Julia,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19276,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,< 1 years,SQL,,,,,,,,,,, +19277,18-21,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19278,22-24,Man,Sweden,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19279,25-29,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Python,,,,,,,,,,, +19280,18-21,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19281,25-29,Man,Pakistan,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19282,22-24,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +19283,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19284,40-44,Man,Taiwan,,,,,,,,,,,,,,, +19285,30-34,Man,Germany,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19286,25-29,Man,Spain,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19287,18-21,Man,India,Master’s degree,Student,< 1 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19288,60-69,Man,Portugal,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19289,30-34,Man,India,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19290,22-24,Man,Indonesia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19291,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19292,60-69,Man,Canada,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,20 or more years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19293,30-34,Woman,United States of America,Master’s degree,Data Scientist,10-20 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19294,25-29,Man,China,Master’s degree,Data Analyst,3-5 years,Bash,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27033,25-29,Man,Taiwan,Master’s degree,,,,,,,,,,,,,, +19295,45-49,Prefer not to say,United States of America,Doctoral degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,20 or more years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19296,35-39,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Java,,,,,,,,,,, +19297,25-29,Man,Russia,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19298,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19299,35-39,Man,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19300,60-69,Man,Morocco,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19301,30-34,Man,India,Bachelor’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19302,50-54,Man,Italy,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19303,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,20+ years,,,,,,,,,,,, +19304,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19305,35-39,Man,Pakistan,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19306,25-29,Man,Russia,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19307,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19308,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,, +19309,22-24,Man,Bangladesh,Bachelor’s degree,Currently not employed,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19310,25-29,Man,India,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$100,000 or more ($USD)",,, +19311,25-29,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19312,30-34,Man,Other,Master’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19313,18-21,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19314,18-21,Woman,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +19315,50-54,Man,South Korea,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",MySQL ,, +19316,30-34,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",15-19,No (we do not use ML methods),"100,000-124,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19317,45-49,Woman,Thailand,I prefer not to answer,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19318,40-44,Man,Colombia,Professional degree,Data Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19319,35-39,Man,Russia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19320,22-24,Man,Nigeria,Professional degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19321,30-34,Man,Germany,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +19322,18-21,Man,India,Master’s degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +19323,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,10-20 years,Python,Other,Never,4-5 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19324,40-44,Man,Australia,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19325,22-24,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,Other +19326,45-49,Man,Republic of Korea,,,,,,,,,,,,,,, +19327,22-24,Man,Tunisia,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,,,,,,,,, +19328,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19329,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19330,45-49,Man,Australia,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",,Alteryx ,"Local development environments (RStudio, JupyterLab, etc.)" +19331,50-54,Man,Germany,Master’s degree,Other,,,,,,,,,,,,, +19332,25-29,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19333,55-59,Man,Philippines,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19334,25-29,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19335,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19336,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19337,30-34,Prefer to self-describe,Other,Doctoral degree,Student,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19338,25-29,Woman,Ireland,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19339,18-21,Woman,India,Master’s degree,,,,,,,,,,,,,, +19340,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,Qlik,Other +19341,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19342,25-29,Man,Turkey,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",5-9,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19343,40-44,Man,Japan,Master’s degree,Other,< 1 years,None,A personal computer or laptop,Never,,,,,,,,, +19344,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19345,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +19346,50-54,Man,United States of America,Master’s degree,Business Analyst,10-20 years,Other,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19347,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,, +19348,40-44,Man,Other,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"> $500,000","$10,000-$99,999",MongoDB ,, +19349,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +19350,25-29,Woman,Taiwan,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +19351,60-69,Man,India,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19352,35-39,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +19353,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +19354,22-24,Woman,Kenya,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19355,22-24,Man,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +27066,22-24,Man,Taiwan,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +19356,60-69,Man,United States of America,Master’s degree,Statistician,20+ years,R,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +19357,40-44,Man,India,Professional degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,, +19358,22-24,Woman,Philippines,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19359,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19360,22-24,Man,United States of America,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19361,22-24,Man,Indonesia,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19362,35-39,Man,Singapore,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Oracle Database ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19363,45-49,Woman,India,Professional degree,Other,10-20 years,MATLAB,A personal computer or laptop,Once,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +19364,30-34,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19365,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",MongoDB ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19366,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19367,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19368,22-24,Man,China,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19369,40-44,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,Other +19370,25-29,Woman,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,,,,, +19371,18-21,Man,Pakistan,Bachelor’s degree,,,,,,,,,,,,,, +19372,55-59,Man,South Korea,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +19373,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +19374,22-24,Woman,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19375,25-29,Man,South Korea,Bachelor’s degree,Student,1-2 years,Julia,,,,,,,,,,, +19376,18-21,Man,Russia,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19377,30-34,Man,Netherlands,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19378,25-29,Man,India,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19379,30-34,Woman,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19380,45-49,Man,Italy,Bachelor’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19381,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +19382,25-29,Man,Turkey,,,,,,,,,,,,,,, +19383,30-34,Man,Spain,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19384,50-54,Man,United States of America,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +19385,30-34,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19386,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19387,35-39,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19388,22-24,Man,Nigeria,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,Alteryx ,"Advanced statistical software (SPSS, SAS, etc.)" +19389,22-24,Man,South Africa,Bachelor’s degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"10,000-14,999",$0 ($USD),Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19390,22-24,Man,India,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +19391,22-24,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19392,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,C++,A personal computer or laptop,,,,,,,,,, +19393,22-24,Man,Bangladesh,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,, +19394,25-29,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19395,22-24,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$10,000-$99,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19396,22-24,Man,Peru,Master’s degree,Student,1-2 years,None,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +19397,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,C,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19398,40-44,Man,India,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",,, +19399,18-21,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +19400,25-29,Woman,South Korea,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +19401,22-24,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,,,,,,,,,,, +19402,25-29,Man,China,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",Google Cloud SQL ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +19403,18-21,Man,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +19404,40-44,Prefer not to say,United States of America,Doctoral degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19405,25-29,Man,Philippines,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$100,000 or more ($USD)",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19406,22-24,Man,United States of America,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19407,40-44,Man,United States of America,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",,,,,,, +19408,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19409,55-59,Man,Germany,Professional degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19410,22-24,Man,Australia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19411,22-24,Woman,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,,,,,,,,,,,, +19412,30-34,Man,Mexico,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19413,30-34,Man,Japan,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19414,18-21,Woman,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Javascript,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"20,000-24,999",$100-$999,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19415,50-54,Man,Romania,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",MongoDB ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +27195,45-49,Man,France,Bachelor’s degree,Data Scientist,20+ years,Javascript,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,I do not know,,,,, +19416,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19417,50-54,Man,Ghana,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",,,Other +19418,25-29,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"5,000-7,499","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19419,18-21,Man,Australia,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19420,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,< 1 years,Python,,,,,,,,,,, +19421,22-24,Woman,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19422,35-39,Man,Republic of Korea,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19423,45-49,Man,Russia,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"20,000-24,999",$0 ($USD),PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19424,35-39,Man,Canada,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",MySQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +19425,25-29,Woman,Germany,Master’s degree,Currently not employed,3-5 years,Java,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19426,40-44,Man,Nigeria,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +19427,35-39,Man,Other,Bachelor’s degree,Currently not employed,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19428,22-24,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19429,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +19430,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19431,40-44,Man,Other,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19432,18-21,Man,India,,,,,,,,,,,,,,, +19433,55-59,Man,Other,Bachelor’s degree,Data Analyst,10-20 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19434,25-29,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19435,30-34,Man,India,Bachelor’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19436,18-21,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19437,40-44,Man,Canada,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19438,35-39,Man,Kenya,Master’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19439,30-34,Man,Viet Nam,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19440,25-29,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +19441,22-24,Man,Colombia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,,,,,,, +19442,22-24,Woman,Ghana,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19443,40-44,Man,Spain,Doctoral degree,Other,3-5 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19444,25-29,Man,South Korea,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +19445,18-21,Woman,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19446,30-34,Man,China,Doctoral degree,Research Scientist,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +19475,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Statistician,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +19447,60-69,Man,Colombia,Professional degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19448,30-34,Man,Poland,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,, +19449,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19450,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19451,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19452,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19453,18-21,Woman,Greece,No formal education past high school,Data Analyst,,,,,,,,,,,,, +19454,22-24,Man,Other,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19455,40-44,Man,Malaysia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19456,40-44,Woman,Other,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19457,25-29,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$1-$99,SQLite ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19458,50-54,Man,Brazil,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +19459,60-69,Man,United States of America,Doctoral degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19460,30-34,Woman,Pakistan,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19461,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19462,35-39,Woman,India,Master’s degree,Statistician,1-2 years,C++,A personal computer or laptop,Never,,,,,,,,, +19463,30-34,Man,Canada,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19464,35-39,Man,Italy,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19465,25-29,Man,Germany,Master’s degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19466,40-44,Man,Brazil,Master’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19467,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19468,30-34,Man,South Korea,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$100,000 or more ($USD)",,, +19469,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,,,,,,,, +19470,30-34,Man,Singapore,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19471,40-44,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,PostgresSQL ,Amazon QuickSight,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19472,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19473,45-49,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19474,35-39,Man,Ireland,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,Other +19505,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +19476,25-29,Man,Viet Nam,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19477,22-24,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,< 1 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,I do not use machine learning methods,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$0 ($USD),,,Other +19478,40-44,Man,Canada,Doctoral degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19479,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19480,25-29,Man,Indonesia,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19481,30-34,Woman,India,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19482,35-39,Woman,United States of America,Master’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19483,40-44,Man,Brazil,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19484,55-59,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19485,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19486,25-29,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19487,30-34,Man,Singapore,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +19488,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19489,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +19490,35-39,Man,Japan,I prefer not to answer,Currently not employed,3-5 years,Python,,,,,,,,,,, +19491,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19492,30-34,Man,Israel,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,Amazon Athena ,, +19493,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Swift,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19494,40-44,Man,Netherlands,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19495,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19496,40-44,Woman,Australia,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19497,30-34,Man,Turkey,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19498,18-21,Man,Poland,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19499,18-21,Man,China,,,,,,,,,,,,,,, +19500,25-29,Man,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),IBM Db2 ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19501,25-29,Woman,Pakistan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19502,25-29,Woman,India,Professional degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19503,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19504,45-49,Man,Spain,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19506,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19507,50-54,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +19508,25-29,Woman,Viet Nam,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,"$1000-$9,999",,, +19509,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19510,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19511,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19512,35-39,Man,Spain,Bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +19513,25-29,Woman,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +19514,30-34,Man,Philippines,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,,,,,,, +19515,50-54,Man,France,Master’s degree,DBA/Database Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19516,60-69,Man,Italy,Professional degree,Business Analyst,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +19517,40-44,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +19518,22-24,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19519,40-44,Man,Morocco,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +19520,50-54,Man,South Africa,Master’s degree,Machine Learning Engineer,10-20 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19521,25-29,Woman,United States of America,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19522,35-39,Man,Argentina,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19523,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19524,22-24,Man,United States of America,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,Other +19525,35-39,Woman,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,,,,, +19526,18-21,Man,Ukraine,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +19527,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19528,22-24,Man,Argentina,Master’s degree,Student,5-10 years,Other,,,,,,,,,,, +19529,40-44,Man,Japan,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,,,,, +19530,40-44,Man,Canada,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19531,45-49,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,5-9,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19532,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +19533,30-34,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19534,60-69,Man,India,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",,, +19535,35-39,Man,Italy,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19536,22-24,Man,Argentina,Some college/university study without earning a bachelor’s degree,Student,1-2 years,R,,,,,,,,,,, +19720,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19537,50-54,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,5-9,I do not know,"80,000-89,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19538,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19539,22-24,Man,India,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19540,35-39,Woman,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19541,18-21,Man,Japan,,,,,,,,,,,,,,, +19542,40-44,Man,Argentina,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +19543,18-21,Woman,Belarus,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +19544,22-24,Woman,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +19545,50-54,Man,Italy,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19546,35-39,Man,Germany,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19547,60-69,Man,Canada,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19548,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19549,40-44,Woman,Brazil,Professional degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,, +19550,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19551,55-59,Man,Japan,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19552,25-29,Man,Spain,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +19553,25-29,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +19554,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19555,30-34,Man,South Africa,No formal education past high school,Currently not employed,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19556,22-24,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19557,40-44,Man,Japan,Some college/university study without earning a bachelor’s degree,Data Engineer,I have never written code,,,,,50-249 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19558,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19559,50-54,Man,Italy,Professional degree,Other,5-10 years,Python,,,,,,,,,,, +19560,50-54,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,,,,, +19561,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Statistician,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",Oracle Database ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +19562,50-54,Man,Italy,,,,,,,,,,,,,,, +19563,35-39,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,250-999 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19564,40-44,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +19565,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19566,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,,,,,,,,,,, +19567,25-29,Man,Pakistan,Master’s degree,Student,5-10 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19568,25-29,Woman,Pakistan,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",SQLite ,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19569,60-69,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +19570,30-34,Man,India,Bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19571,22-24,Woman,India,Bachelor’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$0 ($USD),,, +19572,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19573,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19574,30-34,Woman,Pakistan,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19575,22-24,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19576,50-54,Man,Japan,,,,,,,,,,,,,,, +19577,18-21,Man,Ukraine,Bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19578,35-39,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19579,35-39,Woman,Tunisia,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19580,25-29,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19581,18-21,Woman,Japan,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19582,55-59,Woman,United States of America,Doctoral degree,Other,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"90,000-99,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19583,50-54,Man,United Arab Emirates,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Microsoft Access ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19584,22-24,Man,Peru,Professional degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19585,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19586,35-39,Man,China,Bachelor’s degree,Data Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",Oracle Database ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +19587,50-54,Man,United States of America,No formal education past high school,,,,,,,,,,,,,, +19588,35-39,Man,United States of America,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19589,22-24,Woman,India,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,,,,,,,,,,, +19590,18-21,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19591,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,R,,,,,,,,,,, +19592,35-39,Man,Brazil,Master’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19593,22-24,Woman,Israel,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19594,22-24,Man,Russia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19595,50-54,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +19596,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Data Engineer,I have never written code,,,,,,,,,,,, +19597,25-29,Man,Germany,Bachelor’s degree,Other,3-5 years,Python,Other,Never,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19598,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19599,22-24,Man,Nepal,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +19600,30-34,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",,,, +19601,30-34,Woman,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19602,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19603,25-29,Man,Spain,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,, +19604,25-29,Woman,Poland,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19605,25-29,Man,Other,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19606,30-34,Man,Turkey,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19607,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,,,, +19608,22-24,Woman,Turkey,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19609,22-24,Man,Turkey,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,"1000-9,999 employees",20+,I do not know,"> $500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19610,25-29,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19611,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19612,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +19613,30-34,Man,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19614,18-21,Man,Ukraine,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +19615,18-21,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +19616,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,PostgresSQL ,Tableau, +19617,50-54,Man,Belgium,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19618,22-24,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19619,22-24,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +19620,22-24,Woman,Other,,,,,,,,,,,,,,, +19621,55-59,Prefer not to say,Germany,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +19622,45-49,Man,Spain,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19623,40-44,Man,Nigeria,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"2,000-2,999",$100-$999,MySQL ,Tableau,Other +19624,25-29,Woman,South Africa,Bachelor’s degree,Data Scientist,< 1 years,Other,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +19625,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19626,18-21,Woman,Viet Nam,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19627,40-44,Man,United States of America,Bachelor’s degree,Data Analyst,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19628,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$1-$99,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +19629,40-44,Man,Turkey,Bachelor’s degree,Product/Project Manager,10-20 years,C++,Other,Never,4-5 years,,,,,,,, +19630,40-44,Man,Indonesia,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19631,22-24,Woman,Poland,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19632,22-24,Man,Poland,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19633,25-29,Woman,Spain,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +19634,40-44,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19635,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19636,18-21,Woman,Greece,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +19637,30-34,Woman,Brazil,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19638,25-29,Man,Switzerland,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19639,45-49,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19640,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19641,35-39,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,Other,Once,2-3 years,,,,,,,, +19642,25-29,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +19643,30-34,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,, +19644,25-29,Man,Pakistan,Bachelor’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +19645,25-29,Man,Egypt,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,3-4 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,, +19646,30-34,Man,United States of America,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19647,50-54,Man,Brazil,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,I do not know,"3,000-3,999",$0 ($USD),MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +19648,22-24,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19649,30-34,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19650,35-39,Man,Spain,Professional degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19651,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +19652,25-29,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19653,25-29,Man,Australia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19654,25-29,Man,France,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19655,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19656,22-24,Man,Bangladesh,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19657,25-29,Man,Ukraine,Some college/university study without earning a bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19658,35-39,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +19659,35-39,Man,Brazil,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +19660,25-29,Prefer not to say,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19661,30-34,Woman,Germany,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19662,18-21,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,,,,,, +19663,35-39,Man,Kenya,Bachelor’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19664,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +19665,40-44,Man,Other,Master’s degree,Statistician,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19666,35-39,Man,Argentina,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19667,40-44,Prefer not to say,Poland,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",Microsoft SQL Server ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +19668,25-29,Man,Pakistan,Master’s degree,Other,3-5 years,Python,,,,,,,,,,, +19669,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +19670,18-21,Woman,Brazil,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19671,30-34,Man,Nigeria,Bachelor’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19672,25-29,Man,Indonesia,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19673,35-39,Man,India,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,Microsoft SQL Server ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19674,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19675,18-21,Man,India,Bachelor’s degree,Business Analyst,1-2 years,,,,,,,,,,,, +19676,22-24,Man,China,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19677,35-39,Man,Other,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19678,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19679,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +19680,45-49,Woman,Singapore,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19681,25-29,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19682,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,Other +19683,50-54,Man,South Korea,Master’s degree,Machine Learning Engineer,20+ years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",MongoDB ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +19684,25-29,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",PostgresSQL ,,Other +19685,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19686,40-44,Man,India,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,More than 25 times,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19687,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19688,22-24,Man,India,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,, +19689,25-29,Man,Brazil,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19690,25-29,Man,Indonesia,Bachelor’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19691,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,, +19692,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",SQLite ,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19693,22-24,Man,Italy,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19694,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19695,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,,,Other +19696,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19697,30-34,Man,India,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,,,,,, +19698,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19699,30-34,Man,India,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19700,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,I do not know,,,,, +19701,25-29,Woman,Australia,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +19702,55-59,Man,Spain,Master’s degree,Data Scientist,20+ years,Julia,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19703,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19704,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +19705,22-24,Woman,Indonesia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19706,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +19707,35-39,Woman,Mexico,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19708,22-24,Woman,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19709,25-29,Man,Germany,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19710,30-34,Man,Netherlands,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19711,25-29,Man,India,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,,,,,, +19712,55-59,Prefer not to say,United States of America,I prefer not to answer,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,, +19713,25-29,Man,Morocco,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19714,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19715,25-29,Woman,Italy,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19716,18-21,Woman,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19717,18-21,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19718,18-21,Woman,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19719,35-39,Woman,India,Doctoral degree,,,,,,,,,,,,,, +19721,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,, +19722,55-59,Man,Russia,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,I do not know,"30,000-39,999","$10,000-$99,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19723,25-29,Woman,Russia,Doctoral degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19724,50-54,Man,Portugal,Bachelor’s degree,Other,20+ years,Python,None,Once,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19725,35-39,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19726,22-24,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +19727,35-39,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,Other +19728,30-34,Man,United States of America,Bachelor’s degree,Student,3-5 years,None,A personal computer or laptop,2-5 times,,,,,,,,, +19729,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19730,60-69,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,0,I do not know,$0-999,$1-$99,,,Other +19731,22-24,Man,India,Bachelor’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"4,000-4,999",$0 ($USD),,, +19732,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19733,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +19734,50-54,Man,Italy,Bachelor’s degree,Statistician,I have never written code,,,,,"10,000 or more employees",3-4,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19735,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19736,18-21,Man,Germany,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19737,60-69,Man,Israel,Doctoral degree,Other,20+ years,Other,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19738,30-34,Man,France,Doctoral degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +19739,70+,Man,Japan,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19740,35-39,Man,Russia,Professional degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19741,25-29,Woman,Canada,Bachelor’s degree,Product/Project Manager,1-2 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,, +19742,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +19743,18-21,Man,India,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Google Cloud SQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +19744,25-29,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19745,55-59,Woman,Japan,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,I do not know,"40,000-49,999",$0 ($USD),,, +19746,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19747,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19748,40-44,Man,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19749,30-34,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,I do not know,"4,000-4,999",$0 ($USD),,, +19750,45-49,Man,Japan,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"80,000-89,999","$10,000-$99,999",,,Other +19751,50-54,Woman,Japan,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",20+,I do not know,"80,000-89,999",$0 ($USD),,, +19752,22-24,Man,Spain,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +19812,40-44,Man,South Korea,Bachelor’s degree,Other,5-10 years,R,A personal computer or laptop,Never,3-4 years,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19753,40-44,Man,India,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19754,25-29,Woman,Canada,Master’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19755,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19756,18-21,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +19757,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19758,25-29,Nonbinary,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19759,22-24,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,< 1 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +19760,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19761,35-39,Man,Mexico,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19762,22-24,Man,Argentina,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19763,50-54,Man,Singapore,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19764,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +19765,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +19766,25-29,Man,France,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +19767,25-29,Man,Nigeria,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19768,25-29,Man,South Korea,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19769,50-54,Man,Brazil,Master’s degree,Data Scientist,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19770,25-29,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19771,30-34,Woman,Belgium,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19772,30-34,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19773,45-49,Man,Spain,Master’s degree,Business Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19774,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19775,30-34,Man,Ireland,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,, +19776,50-54,Man,Other,Master’s degree,,,,,,,,,,,,,, +19777,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19778,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19779,35-39,Man,France,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19780,22-24,Woman,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19781,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19782,25-29,Man,India,Master’s degree,,,,,,,,,,,,,, +19783,35-39,Man,Israel,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +19784,22-24,Man,China,Master’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +19785,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19786,25-29,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19787,30-34,Man,India,Bachelor’s degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",MongoDB ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +19788,55-59,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19789,25-29,Man,Mexico,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19790,45-49,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19791,18-21,Woman,Australia,Master’s degree,Data Scientist,3-5 years,Java,A personal computer or laptop,2-5 times,,,,,,,,, +19792,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19793,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +19794,30-34,Woman,South Africa,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +19795,70+,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Julia,Other,Never,20 or more years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19796,60-69,Man,Kenya,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19797,22-24,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +19798,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19799,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19800,40-44,Man,Ukraine,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19801,35-39,Woman,India,Doctoral degree,Other,10-20 years,R,A personal computer or laptop,Once,4-5 years,250-999 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19802,25-29,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +19803,22-24,Woman,Other,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19804,25-29,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19805,18-21,Man,Turkey,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19806,18-21,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +19807,30-34,Man,Canada,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19808,30-34,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",,,, +19809,25-29,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",Amazon Athena ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19810,22-24,Woman,Tunisia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +19811,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19993,60-69,Man,Other,Master’s degree,Software Engineer,20+ years,C++,A personal computer or laptop,Never,,,,,,,,, +19813,45-49,Man,Spain,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,Other +19814,60-69,Man,Belgium,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Once,20 or more years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",,, +19815,35-39,Man,Argentina,Master’s degree,Product/Project Manager,10-20 years,R,A personal computer or laptop,Once,4-5 years,50-249 employees,10-14,No (we do not use ML methods),"60,000-69,999",$100-$999,Microsoft SQL Server ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +19816,25-29,Man,Turkey,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19817,30-34,Man,Italy,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19818,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19819,22-24,Man,Germany,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19820,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19821,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"1000-9,999 employees",10-14,I do not know,,,,, +19822,25-29,Woman,Nigeria,Master’s degree,Research Scientist,1-2 years,Python,,,,,,,,,,, +19823,25-29,Man,France,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,Other +19824,30-34,Woman,Mexico,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19825,18-21,Man,Colombia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19826,25-29,Man,India,Professional degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,PostgresSQL ,,Other +19827,30-34,Man,France,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19828,30-34,Woman,Greece,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,, +19829,25-29,Man,Nigeria,Bachelor’s degree,Other,1-2 years,R,,,,,,,,,,, +19830,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +19831,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19832,30-34,Man,India,Bachelor’s degree,Other,I have never written code,,,,,250-999 employees,20+,I do not know,"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19833,45-49,Woman,United States of America,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,,,,,,,,,, +19834,45-49,Man,Australia,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19835,40-44,Man,Spain,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19836,35-39,Man,Germany,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19837,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19838,45-49,Man,Other,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19839,30-34,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19840,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19841,35-39,Man,Germany,Master’s degree,Data Engineer,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +19842,18-21,Woman,Taiwan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +19843,35-39,Woman,Brazil,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),,,,, +19844,50-54,Man,Russia,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19845,25-29,Man,France,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19846,40-44,Man,Turkey,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19847,22-24,Man,Romania,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19848,35-39,Man,Turkey,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19849,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +19850,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19851,35-39,Man,India,I prefer not to answer,Data Analyst,I have never written code,,,,,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",,,, +19852,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19853,40-44,Woman,United States of America,Professional degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +19854,22-24,Man,Poland,Bachelor’s degree,Machine Learning Engineer,< 1 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +19855,25-29,Nonbinary,Australia,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +19856,18-21,Man,Australia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +19857,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,3-5 years,Python,Other,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19858,25-29,Woman,Egypt,Bachelor’s degree,Data Scientist,5-10 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",SQLite ,, +19859,22-24,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19860,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19861,50-54,Man,Spain,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19862,55-59,Man,Sweden,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19863,18-21,Woman,India,,,,,,,,,,,,,,, +19864,50-54,Man,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19865,22-24,Man,United States of America,Bachelor’s degree,,,,,,,,,,,,,, +19866,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19867,18-21,Woman,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +19868,22-24,Prefer not to say,Other,Master’s degree,Product/Project Manager,< 1 years,Javascript,None,Once,3-4 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19869,45-49,Man,Japan,I prefer not to answer,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19870,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,, +19871,35-39,Man,Spain,Doctoral degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +19872,45-49,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +19873,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20208,25-29,Man,Other,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,Other +19874,35-39,Man,Thailand,I prefer not to answer,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19875,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19876,25-29,Man,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +19877,25-29,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19878,18-21,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19879,30-34,Nonbinary,Germany,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,Other +19880,25-29,Man,Turkey,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +19881,25-29,Man,Russia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +19882,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +19883,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19884,35-39,Man,Nepal,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19885,35-39,Man,Other,,,,,,,,,,,,,,, +19886,22-24,Woman,Turkey,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19887,25-29,Woman,Pakistan,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19888,22-24,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +19889,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +19890,25-29,Man,Philippines,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +19891,30-34,Man,Spain,Doctoral degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19892,30-34,Man,Colombia,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19893,45-49,Man,Australia,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19894,30-34,Man,Chile,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$10,000-$99,999",SQLite ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19895,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19896,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19897,22-24,Woman,Saudi Arabia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19898,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19899,30-34,Man,Nigeria,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",Amazon DynamoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +19900,22-24,Man,China,Master’s degree,,,,,,,,,,,,,, +19901,30-34,Man,India,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19902,25-29,Man,Philippines,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19903,25-29,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$100,000 or more ($USD)",Amazon Athena ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +19904,30-34,Man,Argentina,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",0,,,,,, +19905,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,,,,, +19906,18-21,Man,Other,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19907,30-34,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19908,18-21,Man,Ghana,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19909,25-29,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19910,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +19911,18-21,Man,Bangladesh,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,, +19912,40-44,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,,,,,,, +19913,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$100-$999,,,Other +19914,22-24,Man,Kenya,Bachelor’s degree,Machine Learning Engineer,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,I do not know,$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19915,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +19916,35-39,Man,Brazil,Master’s degree,Other,,,,,,,,,,,,, +19917,18-21,Man,India,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19918,50-54,Man,Israel,Master’s degree,Other,20+ years,Python,Other,Once,2-3 years,50-249 employees,0,No (we do not use ML methods),"250,000-299,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19919,22-24,Man,Nepal,Bachelor’s degree,Currently not employed,3-5 years,R,,,,,,,,,,, +19920,25-29,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"> $500,000","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19921,40-44,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",IBM Db2 ,,"Advanced statistical software (SPSS, SAS, etc.)" +19922,25-29,Man,India,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"10,000-14,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19923,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19924,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19925,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +19926,22-24,Man,India,Bachelor’s degree,Student,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19927,30-34,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19928,30-34,Man,India,Professional degree,DBA/Database Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Amazon Redshift ,, +19929,55-59,Man,Mexico,Master’s degree,Product/Project Manager,20+ years,SQL,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19930,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19931,40-44,Man,India,Master’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +19932,30-34,Man,Nepal,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19933,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19934,30-34,Man,Taiwan,I prefer not to answer,,,,,,,,,,,,,, +19935,25-29,Man,Germany,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19936,40-44,Man,Japan,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19937,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19938,30-34,Man,Israel,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +19939,18-21,Woman,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +19940,18-21,Woman,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19941,35-39,Man,India,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",,,, +19942,18-21,Woman,Other,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,Google Cloud Firestore ,,"Advanced statistical software (SPSS, SAS, etc.)" +19943,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19944,40-44,Man,Russia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19945,40-44,Man,India,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,,,,,,,, +19946,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19947,25-29,Woman,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19948,45-49,Man,United States of America,Doctoral degree,Other,20+ years,R,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +19949,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,Other +19950,30-34,Man,Ukraine,No formal education past high school,Statistician,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19951,25-29,Woman,Germany,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19952,30-34,Woman,Russia,,,,,,,,,,,,,,, +19953,25-29,Man,India,Master’s degree,Research Scientist,3-5 years,Python,,,,,,,,,,, +19954,18-21,Woman,India,Master’s degree,Student,,,,,,,,,,,,, +19955,35-39,Woman,India,Doctoral degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19956,35-39,Man,India,,,,,,,,,,,,,,, +19957,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19958,30-34,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19959,45-49,Man,Brazil,Doctoral degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19960,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,1-2,I do not know,,,,, +19961,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19962,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +19963,30-34,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,, +19964,35-39,Man,South Korea,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19994,22-24,Woman,Saudi Arabia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,,,, +19965,45-49,Woman,United States of America,Master’s degree,Statistician,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +19966,30-34,Man,Israel,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19967,30-34,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +19968,45-49,Man,Poland,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19969,35-39,Man,India,Doctoral degree,Data Scientist,10-20 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Google Cloud BigQuery ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +19970,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19971,25-29,Man,Japan,Master’s degree,Data Engineer,I have never written code,,,,,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),,,,, +19972,50-54,Man,Turkey,Doctoral degree,Statistician,3-5 years,SQL,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +19973,40-44,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",,,, +19974,35-39,Man,India,Some college/university study without earning a bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19975,35-39,Man,India,Master’s degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19976,25-29,Man,Brazil,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,Oracle Database ,,Other +19977,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19978,35-39,Woman,Germany,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19979,35-39,Woman,Nigeria,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19980,40-44,Man,United States of America,Bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +19981,18-21,Man,Thailand,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +19982,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19983,25-29,Man,France,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +19984,50-54,Man,India,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +19985,25-29,Man,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +19986,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),,,,, +19987,25-29,Man,India,Bachelor’s degree,DBA/Database Engineer,I have never written code,,,,,250-999 employees,20+,I do not know,$0-999,,,, +19988,45-49,Man,France,Master’s degree,Data Scientist,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,Other,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +19989,22-24,Woman,Indonesia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +19990,55-59,Man,Brazil,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +19991,25-29,Man,Chile,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +19992,35-39,Prefer not to say,United States of America,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +19995,30-34,Woman,India,Master’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19996,22-24,Man,United States of America,Master’s degree,Student,,,,,,,,,,,,, +19997,25-29,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19998,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +19999,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20000,22-24,Man,Other,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20001,22-24,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +20002,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20003,25-29,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$1000-$9,999",,, +20004,30-34,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +20005,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20006,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Amazon Athena ,Tableau,Other +20007,22-24,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +20008,22-24,Woman,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20009,25-29,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,,,,,, +20010,22-24,Man,Germany,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20011,22-24,Woman,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20012,25-29,Man,Australia,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"70,000-79,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20013,30-34,Man,Russia,Bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,,, +20014,40-44,Man,Thailand,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,I do not know,"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20015,22-24,Man,Bangladesh,,,,,,,,,,,,,,, +20016,30-34,Man,Canada,Master’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +20017,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20018,30-34,Man,Thailand,Master’s degree,Machine Learning Engineer,1-2 years,Julia,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20019,22-24,Woman,Brazil,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +20020,25-29,Man,United States of America,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +20021,25-29,Woman,Philippines,Bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20022,25-29,Man,Thailand,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20023,45-49,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20024,22-24,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20025,25-29,Man,China,,,,,,,,,,,,,,, +20026,35-39,Man,Other,Bachelor’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20027,35-39,Man,India,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20028,40-44,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,I do not know,"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20029,45-49,Man,United States of America,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +20030,50-54,Man,Japan,I prefer not to answer,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +20031,60-69,Man,Mexico,Bachelor’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20032,45-49,Woman,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,,, +20033,25-29,Man,Indonesia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20034,50-54,Man,Argentina,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20035,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20036,18-21,Man,Nigeria,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20037,25-29,Man,Bangladesh,Doctoral degree,Statistician,< 1 years,Python,None,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"4,000-4,999",$100-$999,,,Other +20038,30-34,Woman,India,Doctoral degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20039,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20040,55-59,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20041,30-34,Man,Singapore,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20042,25-29,Man,United States of America,Bachelor’s degree,Statistician,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20043,60-69,Man,United States of America,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20044,22-24,Woman,Germany,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +20045,18-21,Man,Tunisia,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,, +20046,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20047,18-21,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20048,60-69,Man,Other,Some college/university study without earning a bachelor’s degree,Statistician,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +20049,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20050,22-24,Man,Russia,Bachelor’s degree,,,,,,,,,,,,,, +20051,25-29,Man,Portugal,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20052,25-29,Prefer to self-describe,India,Professional degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +20053,22-24,Man,Tunisia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +20055,35-39,Woman,Netherlands,Doctoral degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,, +20056,25-29,Man,India,Master’s degree,,,,,,,,,,,,,, +20057,35-39,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +20058,35-39,Man,Colombia,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20059,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20060,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,Amazon Redshift ,Sisense ,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20061,18-21,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +20062,18-21,Man,Other,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +20063,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20064,25-29,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20065,50-54,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,4-5 years,,,,,,,, +20066,60-69,Nonbinary,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20067,30-34,Man,France,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20068,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20069,30-34,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20070,30-34,Woman,United States of America,Master’s degree,Data Engineer,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"125,000-149,999",$100-$999,Oracle Database ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20071,25-29,Man,Australia,Doctoral degree,Research Scientist,3-5 years,Julia,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +20072,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20073,35-39,Man,United States of America,Professional degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"250,000-299,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20074,35-39,Woman,Russia,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20075,40-44,Woman,Australia,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20076,25-29,Man,Mexico,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20077,25-29,Man,France,Master’s degree,Currently not employed,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20078,22-24,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20079,25-29,Woman,Sweden,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,Other +20080,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +20081,45-49,Man,United States of America,Doctoral degree,Machine Learning Engineer,10-20 years,Other,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,I do not know,"> $500,000",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20082,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20083,18-21,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20084,30-34,Man,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20085,35-39,Man,Japan,,,,,,,,,,,,,,, +20086,55-59,Prefer not to say,United States of America,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20087,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20088,35-39,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +20089,25-29,Man,United States of America,Doctoral degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,,,,,,,, +20090,30-34,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",10-14,I do not know,,,,, +20091,22-24,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20092,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20093,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20094,22-24,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +20095,50-54,Man,Other,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20096,45-49,Man,Russia,Doctoral degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +20097,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +20098,35-39,Man,Australia,Bachelor’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +20099,22-24,Man,Pakistan,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20100,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20101,22-24,Nonbinary,China,Master’s degree,Student,10-20 years,,,,,,,,,,,, +20102,22-24,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20103,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +20104,40-44,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20105,22-24,Man,Colombia,Professional degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20106,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20107,22-24,Woman,United States of America,Master’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +20108,25-29,Woman,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20109,22-24,Man,Tunisia,I prefer not to answer,Machine Learning Engineer,3-5 years,Bash,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20110,25-29,Man,South Korea,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20111,60-69,Man,Other,Doctoral degree,Research Scientist,20+ years,C++,A personal computer or laptop,,,,,,,,,, +20112,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20113,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20114,50-54,Man,Other,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20209,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20115,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20116,45-49,Woman,India,Professional degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",0,I do not know,"80,000-89,999",$0 ($USD),,, +20117,30-34,Man,India,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20118,35-39,Man,Netherlands,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +20119,25-29,Man,Morocco,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20120,40-44,Woman,Israel,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20121,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20122,35-39,Man,Brazil,Master’s degree,Statistician,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20123,35-39,Man,India,Professional degree,Data Analyst,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,10-14,I do not know,"4,000-4,999","$1000-$9,999",,, +20124,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20125,18-21,Man,India,No formal education past high school,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20126,18-21,Man,India,Master’s degree,Student,3-5 years,C,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20127,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +20128,22-24,Man,Other,Master’s degree,Data Analyst,1-2 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$1-$99,,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +20129,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20130,18-21,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +20131,25-29,Woman,Sri Lanka,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20132,25-29,Man,Japan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,5-10 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20133,22-24,Man,Nigeria,Bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20134,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20135,35-39,Man,Thailand,I prefer not to answer,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",,Microsoft Power BI, +20136,25-29,Prefer not to say,Australia,I prefer not to answer,Data Scientist,5-10 years,Python,Other,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +20137,30-34,Man,Republic of Korea,Bachelor’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20138,35-39,Man,Kenya,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,,,,,,,,,,,, +20139,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,C,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,I do not know,$0-999,,,, +20140,18-21,Man,Turkey,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20141,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20142,60-69,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20143,60-69,Man,Russia,Master’s degree,Other,20+ years,Python,A personal computer or laptop,,,,,,,,,, +20145,30-34,Man,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$100-$999,,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +20146,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20147,35-39,Man,Other,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20148,25-29,Woman,Japan,Doctoral degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20149,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,,,,,,,,,,, +20150,25-29,Man,Other,Bachelor’s degree,Other,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20151,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20152,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +20153,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20154,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +20155,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,, +20156,40-44,Man,Turkey,Doctoral degree,Other,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,15-19,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20157,40-44,Man,Other,Master’s degree,Machine Learning Engineer,5-10 years,SQL,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20158,45-49,Man,Spain,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",Amazon Redshift ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20159,45-49,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20160,22-24,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20161,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20162,30-34,Man,Japan,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,1-2,I do not know,$0-999,"$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20163,25-29,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +20164,45-49,Man,Germany,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20165,45-49,Man,South Korea,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20166,25-29,Man,Germany,Master’s degree,Student,I have never written code,,,,,,,,,,,, +20167,25-29,Man,United States of America,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20168,22-24,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +20169,40-44,Man,Sweden,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20170,40-44,Man,Other,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20171,30-34,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +20172,30-34,Man,Other,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),,,,, +20173,18-21,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20174,18-21,Man,India,No formal education past high school,Student,I have never written code,,,,,,,,,,,, +20240,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20175,30-34,Man,Other,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20176,22-24,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,,,, +20177,40-44,Woman,Japan,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20178,25-29,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20179,22-24,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Data Analyst,1-2 years,MATLAB,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20180,30-34,Man,Philippines,Bachelor’s degree,Currently not employed,5-10 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20181,25-29,Woman,France,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +20182,25-29,Man,India,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,Google Cloud BigQuery ,Amazon QuickSight,"Advanced statistical software (SPSS, SAS, etc.)" +20183,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20184,35-39,Man,India,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$1-$99,Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20185,18-21,Woman,South Korea,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20186,22-24,Man,India,,,,,,,,,,,,,,, +20187,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20188,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +20189,22-24,Man,Viet Nam,Master’s degree,Machine Learning Engineer,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20190,30-34,Woman,Brazil,Bachelor’s degree,Statistician,< 1 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20191,45-49,Man,Australia,Master’s degree,Data Scientist,20+ years,Python,,,,,,,,,,, +20192,35-39,Man,South Korea,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20193,25-29,Man,Other,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20194,40-44,Man,Other,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20195,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20196,40-44,Man,Turkey,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20197,50-54,Man,Colombia,Master’s degree,Data Engineer,20+ years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20198,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +20199,30-34,Woman,Russia,Master’s degree,Data Analyst,,,,,,,,,,,,, +20200,22-24,Man,Chile,Bachelor’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20201,25-29,Man,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20202,22-24,Man,Mexico,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +20203,30-34,Woman,Portugal,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +20204,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,I do not know,"30,000-39,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +20205,35-39,Man,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20206,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20210,45-49,Man,Netherlands,Doctoral degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Amazon Redshift ,Salesforce,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20211,25-29,Man,India,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +20212,30-34,Man,Turkey,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20213,40-44,Man,Indonesia,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,Other +20214,35-39,Man,Ukraine,Master’s degree,Business Analyst,I have never written code,,,,,50-249 employees,1-2,I do not know,"2,000-2,999",$0 ($USD),,, +20215,25-29,Man,India,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20216,22-24,Woman,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20217,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MongoDB ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +20218,18-21,Woman,India,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20219,22-24,Man,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +20220,55-59,Man,China,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,I do not know,"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20221,22-24,Man,China,Master’s degree,Student,1-2 years,Java,,,,,,,,,,, +20222,25-29,Woman,Italy,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20223,30-34,Man,Nigeria,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20224,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20225,18-21,Man,South Korea,Bachelor’s degree,Student,1-2 years,Python,None,,,,,,,,,, +20226,40-44,Woman,India,I prefer not to answer,Machine Learning Engineer,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20227,50-54,Man,Italy,Master’s degree,Statistician,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +20228,25-29,Man,Japan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20229,22-24,Prefer not to say,Malaysia,I prefer not to answer,Currently not employed,< 1 years,None,A personal computer or laptop,,,,,,,,,, +20230,25-29,Man,Republic of Korea,Doctoral degree,Student,10-20 years,C,A personal computer or laptop,Never,5-10 years,,,,,,,, +20231,18-21,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,3-5 years,,,,,,,,,,,, +20232,35-39,Man,Romania,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20233,18-21,Man,Viet Nam,Master’s degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20234,30-34,Man,Turkey,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20235,30-34,Man,South Korea,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,Other +20236,22-24,Man,India,I prefer not to answer,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20237,18-21,Woman,Ukraine,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20238,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,R,None,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20239,25-29,Man,Kenya,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20241,30-34,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,Other +20242,25-29,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20243,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20244,55-59,Man,Canada,Some college/university study without earning a bachelor’s degree,Student,20+ years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20245,22-24,Man,Thailand,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Alteryx ,"Local development environments (RStudio, JupyterLab, etc.)" +20246,55-59,Man,Singapore,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20247,18-21,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20248,22-24,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +20249,25-29,Man,Republic of Korea,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20250,22-24,Man,Canada,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20251,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20252,25-29,Woman,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20253,22-24,Man,South Korea,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20254,18-21,Man,India,Master’s degree,Student,1-2 years,Python,None,More than 25 times,2-3 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20255,18-21,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,No (we do not use ML methods),,,,, +20256,30-34,Man,Chile,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$100-$999,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +20257,45-49,Woman,France,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20258,30-34,Man,Other,Master’s degree,Data Scientist,3-5 years,Julia,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +20259,35-39,Man,Taiwan,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$1000-$9,999",,, +20260,55-59,Man,India,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +20261,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20262,55-59,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Julia,A personal computer or laptop,6-25 times,20 or more years,"10,000 or more employees",20+,I do not know,"30,000-39,999",,,, +20263,35-39,Man,China,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20264,40-44,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20265,18-21,Woman,India,,,,,,,,,,,,,,, +20266,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20267,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,Other,,,,,,,,,, +20268,25-29,Man,India,,,,,,,,,,,,,,, +20269,22-24,Man,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20270,22-24,Man,India,Master’s degree,Student,< 1 years,Other,None,Never,I do not use machine learning methods,,,,,,,, +20271,55-59,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,MATLAB,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20272,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,Other,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20276,35-39,Man,Other,Master’s degree,Software Engineer,5-10 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20277,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +20278,60-69,Man,Other,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20279,25-29,Man,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20280,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20281,30-34,Man,Germany,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20282,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,,,,, +20283,22-24,Woman,China,Master’s degree,Student,5-10 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20284,18-21,Woman,Viet Nam,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20285,40-44,Man,Thailand,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",Google Cloud BigQuery ,,"Advanced statistical software (SPSS, SAS, etc.)" +20286,18-21,Man,Indonesia,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,, +20287,55-59,Woman,Kenya,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +20288,22-24,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20289,18-21,Woman,Singapore,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20290,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +20291,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20292,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20293,30-34,Man,France,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20294,25-29,Man,Colombia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,, +20295,30-34,Woman,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20296,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,20+ years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,MongoDB ,,"Advanced statistical software (SPSS, SAS, etc.)" +20297,35-39,Man,Italy,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,4-5 years,250-999 employees,5-9,No (we do not use ML methods),"40,000-49,999","$10,000-$99,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20298,18-21,Man,Spain,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20299,22-24,Woman,Canada,Bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,,,,,,,,,, +20300,40-44,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20301,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20302,25-29,Man,Italy,Bachelor’s degree,Statistician,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20303,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20304,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20305,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +20306,40-44,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20307,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +20311,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20312,25-29,Man,France,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20313,25-29,Man,Germany,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +20314,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,5-10 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,,, +20315,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +20316,22-24,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +20317,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20318,30-34,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20319,35-39,Man,India,Bachelor’s degree,Research Scientist,10-20 years,C++,A personal computer or laptop,2-5 times,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,,, +20320,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,,,,,,,,, +20321,25-29,Man,Canada,Master’s degree,Currently not employed,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20322,40-44,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20323,25-29,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20324,22-24,Man,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +20325,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +20326,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,,,,,,,,,, +20327,30-34,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +20328,18-21,Woman,Indonesia,Professional degree,,,,,,,,,,,,,, +20329,30-34,Man,Mexico,Bachelor’s degree,Product/Project Manager,1-2 years,Java,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20330,18-21,Man,Indonesia,No formal education past high school,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20331,25-29,Man,France,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +20332,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +20333,22-24,Man,India,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20334,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20335,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20336,50-54,Man,Portugal,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20337,45-49,Man,Italy,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,5-9,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20338,35-39,Man,Russia,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20339,25-29,Man,Other,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Once,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20340,35-39,Woman,Taiwan,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20341,30-34,Man,Mexico,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +20342,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20343,25-29,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20344,30-34,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"30,000-39,999","$100,000 or more ($USD)",Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20345,50-54,Man,Germany,I prefer not to answer,,,,,,,,,,,,,, +20346,30-34,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20347,22-24,Man,Italy,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20348,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20349,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",$1-$99,Microsoft SQL Server ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +20350,40-44,Man,Ukraine,I prefer not to answer,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20351,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20352,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20353,35-39,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,I do not know,$0-999,$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20354,22-24,Woman,India,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20355,25-29,Woman,South Africa,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,None,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20356,45-49,Man,Canada,Bachelor’s degree,Software Engineer,10-20 years,MATLAB,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,Other +20357,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +20358,55-59,Man,Mexico,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,6-25 times,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +20359,22-24,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20360,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20361,45-49,Man,Spain,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20362,35-39,Man,Australia,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Once,,,,,,,,, +20363,40-44,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,"150,000-199,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +20364,22-24,Man,Germany,Master’s degree,Student,5-10 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20365,22-24,Man,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +20366,55-59,Man,India,Master’s degree,Currently not employed,20+ years,Python,None,Never,I do not use machine learning methods,,,,,,,, +20367,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20368,25-29,Man,Pakistan,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20369,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +20370,30-34,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20371,25-29,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20372,50-54,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20373,35-39,Man,Russia,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20374,30-34,Man,United States of America,Doctoral degree,Data Engineer,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +20375,55-59,Man,Italy,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20376,22-24,Man,China,Master’s degree,Student,3-5 years,Java,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20377,50-54,Man,Italy,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20378,45-49,Woman,Sri Lanka,Doctoral degree,Other,I have never written code,,,,,250-999 employees,15-19,I do not know,$0-999,$1-$99,,, +20379,25-29,Woman,Philippines,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",,,,,,, +20380,25-29,Woman,Italy,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +20381,35-39,Man,Thailand,Master’s degree,Machine Learning Engineer,5-10 years,Python,None,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,Amazon DynamoDB ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20382,22-24,Man,India,Master’s degree,Student,< 1 years,R,None,Never,I do not use machine learning methods,,,,,,,, +20383,22-24,Man,Pakistan,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20384,40-44,Woman,Spain,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",10-14,I do not know,"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20385,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"4,000-4,999",$0 ($USD),,, +20386,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,I do not know,"5,000-7,499",$1-$99,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20387,25-29,Man,Other,,,,,,,,,,,,,,, +20388,50-54,Man,Romania,Doctoral degree,Other,20+ years,Julia,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,Other +20389,35-39,Man,Spain,Doctoral degree,Data Scientist,5-10 years,SQL,Other,Never,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20390,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20391,22-24,Woman,India,Master’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20392,40-44,Man,Other,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20393,45-49,Man,Republic of Korea,Master’s degree,Research Scientist,,,,,,,,,,,,, +20394,30-34,Man,Nigeria,Professional degree,,,,,,,,,,,,,, +20395,25-29,Woman,Portugal,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20396,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20397,40-44,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +20398,35-39,Man,Indonesia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20399,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20400,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20401,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,, +20402,55-59,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20403,25-29,Man,Other,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,,,,,,,,, +20404,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20405,30-34,Woman,India,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20406,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,,,,,,,,, +20407,45-49,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20408,25-29,Man,Sweden,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,Other +20409,45-49,Woman,Canada,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20410,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20411,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20412,35-39,Man,India,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,,,,,, +20413,50-54,Woman,Other,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",,, +20414,55-59,Man,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20415,18-21,Woman,United States of America,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20416,25-29,Man,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +20417,35-39,Woman,Argentina,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +20418,18-21,Woman,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20419,35-39,Man,Colombia,Professional degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +20420,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +20421,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20422,25-29,Man,India,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20423,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +20424,35-39,Woman,Ukraine,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20425,50-54,Woman,Other,Professional degree,Statistician,10-20 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,10-14,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20426,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +20427,40-44,Woman,Australia,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"300,000-500,000","$10,000-$99,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20428,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20429,18-21,Woman,India,Bachelor’s degree,Student,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +20430,22-24,Man,Netherlands,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20431,45-49,Man,Japan,Master’s degree,Data Analyst,10-20 years,R,A personal computer or laptop,Never,10-20 years,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +20432,50-54,Man,United States of America,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"200,000-249,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20433,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +20434,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +20435,50-54,Woman,Germany,Doctoral degree,Currently not employed,5-10 years,R,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20436,22-24,Man,Viet Nam,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +20437,25-29,Woman,India,Master’s degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,10-14,I do not know,,,,, +20438,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +20439,18-21,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +20440,40-44,Man,Other,,,,,,,,,,,,,,, +20441,22-24,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20442,35-39,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20443,22-24,Man,Poland,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,20+,No (we do not use ML methods),"1,000-1,999",$1-$99,,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +20444,22-24,Woman,Peru,Bachelor’s degree,Data Analyst,3-5 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20445,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20446,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20447,22-24,Man,Mexico,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20448,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,,,,,, +20449,40-44,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,,,,,,, +20450,30-34,Man,Canada,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20451,45-49,Man,India,Professional degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20452,30-34,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +20453,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20454,35-39,Man,India,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +20455,22-24,Man,Pakistan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +20456,35-39,Man,India,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20457,18-21,Man,Other,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20458,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20459,35-39,Man,Tunisia,Bachelor’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,, +20460,35-39,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20461,35-39,Man,Brazil,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20462,40-44,Man,Canada,Master’s degree,Product/Project Manager,10-20 years,,,,,,,,,,,, +20463,30-34,Woman,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20464,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,, +20465,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,0,I do not know,"60,000-69,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20466,25-29,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +20467,25-29,Woman,Sweden,Master’s degree,,,,,,,,,,,,,, +20468,30-34,Man,Argentina,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20469,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,20+ years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",PostgresSQL ,,Other +20470,45-49,Man,Colombia,Master’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20471,50-54,Man,Other,Doctoral degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20472,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20473,30-34,Man,Taiwan,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20474,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +20475,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20476,35-39,Man,Germany,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +20477,22-24,Woman,India,,,,,,,,,,,,,,, +20478,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,C++,Other,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$10,000-$99,999",Microsoft SQL Server ,, +20479,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +20480,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20481,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Julia,A personal computer or laptop,,,,,,,,,, +20482,22-24,Woman,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,,,,,,,,, +20483,25-29,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20484,30-34,Woman,Germany,Master’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,,,,,,,,, +20485,30-34,Man,Germany,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20486,30-34,Man,Indonesia,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20487,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20488,25-29,Man,China,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +20489,22-24,Man,Morocco,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20490,35-39,Man,United States of America,Professional degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,, +20491,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,C++,,,,,,,,,,, +20492,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20493,22-24,Man,Ukraine,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20494,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20495,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20496,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20497,30-34,Man,Italy,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20498,60-69,Man,Netherlands,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20499,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +20500,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20501,25-29,Man,Poland,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20502,50-54,Man,Turkey,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20503,35-39,Woman,Russia,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20504,22-24,Man,Indonesia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20505,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +20506,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20507,18-21,Man,Germany,No formal education past high school,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,Other +20508,18-21,Woman,India,I prefer not to answer,Data Engineer,1-2 years,C,,,,,,,,,,, +20509,45-49,Man,Nigeria,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20510,45-49,Man,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20511,60-69,Prefer not to say,Other,Master’s degree,,,,,,,,,,,,,, +20512,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20513,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,I do not know,"125,000-149,999","$1000-$9,999",Google Cloud BigQuery ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +20514,30-34,Man,Japan,Bachelor’s degree,Data Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20515,18-21,Man,India,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20516,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20517,30-34,Man,Belarus,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"25,000-29,999",$0 ($USD),,,Other +20518,40-44,Man,Other,,,,,,,,,,,,,,, +20519,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20520,30-34,Man,India,,,,,,,,,,,,,,, +20521,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20522,22-24,Man,India,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,,,,,,,,, +20523,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20524,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",Google Cloud SQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +20525,35-39,Man,Thailand,Master’s degree,Product/Project Manager,< 1 years,None,,,,,,,,,,, +20526,40-44,Man,Brazil,Master’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20527,18-21,Man,Russia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20528,25-29,Man,Spain,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",Snowflake ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20529,50-54,Man,India,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20530,25-29,Man,South Africa,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20531,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20532,25-29,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +20533,50-54,Man,Greece,Doctoral degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$100,000 or more ($USD)",Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +20538,30-34,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20539,18-21,Man,India,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +20540,30-34,Man,Brazil,Professional degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20541,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Julia,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20542,30-34,Man,Brazil,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,"20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20543,22-24,Man,India,Master’s degree,Student,< 1 years,,,,,,,,,,,, +20544,55-59,Man,India,Master’s degree,Other,10-20 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$1-$99,,Other,"Local development environments (RStudio, JupyterLab, etc.)" +20545,35-39,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"80,000-89,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20546,30-34,Man,Kenya,Bachelor’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20547,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Research Scientist,I have never written code,,,,,0-49 employees,,,,,,, +20548,45-49,Man,France,Doctoral degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,Other +20549,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20550,22-24,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +20551,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20552,45-49,Man,Greece,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20553,35-39,Man,Brazil,I prefer not to answer,Data Scientist,< 1 years,SQL,,,,,,,,,,, +20554,30-34,Man,Nigeria,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20555,35-39,Man,Australia,Master’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20556,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20557,35-39,Man,Italy,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +20558,25-29,Woman,Japan,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,I do not know,,,,, +20559,18-21,Man,Germany,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +20560,30-34,Man,Japan,Master’s degree,Other,< 1 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +20561,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20562,22-24,Man,Nepal,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20563,45-49,Man,Canada,Doctoral degree,Research Scientist,20+ years,Python,Other,2-5 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +20564,22-24,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20565,30-34,Man,India,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20566,22-24,Woman,Pakistan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20567,25-29,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20568,45-49,Man,Brazil,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,MongoDB ,, +20569,45-49,Man,Philippines,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20570,55-59,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20571,35-39,Woman,"Iran, Islamic Republic of...",Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20572,40-44,Man,Saudi Arabia,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,15-19,No (we do not use ML methods),"150,000-199,999",,,, +20573,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20574,25-29,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20575,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20576,30-34,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20577,30-34,Man,United States of America,Bachelor’s degree,Product/Project Manager,10-20 years,Python,,,,,,,,,,, +20578,40-44,Man,Other,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20579,45-49,Woman,Spain,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20580,25-29,Woman,South Korea,Doctoral degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20581,55-59,Man,France,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,, +20582,22-24,Man,Thailand,,,,,,,,,,,,,,, +20583,25-29,Man,Brazil,Master’s degree,Student,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +20584,50-54,Man,India,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20585,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20586,18-21,Woman,Egypt,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +20587,50-54,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,More than 25 times,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20588,25-29,Man,Brazil,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20589,25-29,Man,Japan,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$1-$99,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +20590,55-59,Man,France,I prefer not to answer,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20591,35-39,Man,India,Professional degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20592,18-21,Man,Thailand,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20593,40-44,Man,Taiwan,Master’s degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,50-249 employees,15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",Google Cloud SQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +20594,50-54,Man,Morocco,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20595,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +20596,50-54,Woman,Philippines,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20597,55-59,Man,United States of America,Doctoral degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20598,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20599,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +20600,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20601,35-39,Man,Switzerland,Professional degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20602,25-29,Man,Italy,,,,,,,,,,,,,,, +20603,35-39,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +20604,30-34,Man,Poland,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20605,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20606,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +20607,18-21,Woman,Thailand,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20608,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20609,40-44,Man,Other,Master’s degree,Machine Learning Engineer,10-20 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,,,,,,,,, +20610,40-44,Man,United States of America,Master’s degree,Product/Project Manager,3-5 years,Swift,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",Google Cloud SQL ,Tableau, +20611,35-39,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20612,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20613,22-24,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20614,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20615,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20616,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20617,60-69,Man,Ukraine,Doctoral degree,Research Scientist,20+ years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20618,35-39,Man,Ghana,Master’s degree,Currently not employed,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20619,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20620,45-49,Man,Spain,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +20621,35-39,Man,India,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20622,35-39,Prefer not to say,India,Master’s degree,Research Scientist,20+ years,R,A personal computer or laptop,More than 25 times,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +20623,40-44,Woman,Thailand,Professional degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,,,,,, +20624,18-21,Man,Egypt,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20625,30-34,Man,Ghana,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20626,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,, +20627,45-49,Man,Spain,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20628,30-34,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +20629,22-24,Man,India,Master’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20630,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20631,50-54,Man,Japan,Some college/university study without earning a bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20632,30-34,Man,India,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +20633,22-24,Woman,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20634,50-54,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20635,18-21,Prefer to self-describe,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20636,60-69,Man,United States of America,Professional degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20637,22-24,Man,Other,I prefer not to answer,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +20638,25-29,Man,Russia,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,, +20639,25-29,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +20640,22-24,Man,Japan,Master’s degree,,,,,,,,,,,,,, +20641,30-34,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20642,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +20643,18-21,Man,China,Bachelor’s degree,Student,3-5 years,Python,None,2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20644,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20645,22-24,Woman,Philippines,Master’s degree,Data Analyst,I have never written code,,,,,50-249 employees,1-2,I do not know,$0-999,$0 ($USD),,,Other +20646,30-34,Woman,Russia,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20647,30-34,Man,China,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,3-4,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20648,35-39,Man,Mexico,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",MySQL ,, +20649,50-54,Man,Israel,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,10-20 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20650,70+,Man,Belarus,Doctoral degree,Data Scientist,20+ years,C++,A personal computer or laptop,2-5 times,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20651,50-54,Man,Spain,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,,,,,,,, +20652,50-54,Man,Netherlands,Bachelor’s degree,Data Scientist,20+ years,Python,Other,Never,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20653,35-39,Woman,United States of America,Master’s degree,Other,10-20 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +20654,40-44,Man,Taiwan,Doctoral degree,Data Analyst,20+ years,R,Other,Never,3-4 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +20655,45-49,Man,Portugal,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,5-9,I do not know,"50,000-59,999","$10,000-$99,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20656,25-29,Woman,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20657,35-39,Man,United States of America,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20658,18-21,Man,Turkey,,,,,,,,,,,,,,, +20660,45-49,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20661,25-29,Woman,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +20662,30-34,Man,Viet Nam,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20663,22-24,Woman,Egypt,I prefer not to answer,Student,3-5 years,Javascript,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +20664,25-29,Man,South Africa,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20665,25-29,Man,Germany,Master’s degree,Statistician,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20666,22-24,Man,Japan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20667,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +20668,50-54,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20669,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20670,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20671,70+,Man,Italy,Doctoral degree,Currently not employed,< 1 years,C,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20672,25-29,Man,Nigeria,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +20673,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20674,22-24,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20675,40-44,Man,United States of America,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +20676,25-29,Man,Colombia,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20677,25-29,Man,China,Master’s degree,Data Scientist,5-10 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20678,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20679,22-24,Man,Other,,,,,,,,,,,,,,, +20680,35-39,Man,Turkey,Bachelor’s degree,,,,,,,,,,,,,, +20681,30-34,Man,Other,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20682,30-34,Prefer to self-describe,Other,I prefer not to answer,Machine Learning Engineer,5-10 years,,,,,,,,,,,, +20683,35-39,Man,Russia,No formal education past high school,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +20684,18-21,Woman,Nigeria,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20685,22-24,Man,Japan,Bachelor’s degree,Product/Project Manager,,,,,,,,,,,,, +20686,18-21,Man,United States of America,No formal education past high school,Other,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20687,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Student,1-2 years,R,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20688,45-49,Prefer to self-describe,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,5-9,No (we do not use ML methods),"100,000-124,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20689,55-59,Woman,Spain,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,10-20 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20690,22-24,Man,China,Master’s degree,Data Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20691,30-34,Man,Germany,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20692,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20693,30-34,Man,Other,,,,,,,,,,,,,,, +20694,30-34,Man,Malaysia,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +20695,60-69,Woman,Ukraine,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20696,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20697,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +20698,40-44,Man,Ireland,Professional degree,Data Scientist,20+ years,C++,,,,,,,,,,, +20699,40-44,Woman,India,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,I do not know,"7,500-9,999",$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +20700,22-24,Man,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20701,18-21,Man,Pakistan,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20702,22-24,Woman,India,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +20703,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,,,,,,,,,,, +20704,60-69,Man,Spain,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +20705,18-21,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +20706,30-34,Man,Taiwan,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,50-249 employees,1-2,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20707,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20708,50-54,Man,Taiwan,Doctoral degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20709,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20710,30-34,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20711,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20712,30-34,Man,Japan,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20713,25-29,Woman,Colombia,Professional degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20714,35-39,Man,Argentina,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +20715,45-49,Man,Canada,No formal education past high school,Software Engineer,5-10 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20716,22-24,Man,Brazil,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20717,40-44,Man,Indonesia,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +20718,35-39,Woman,Brazil,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20968,22-24,Man,Russia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20719,35-39,Man,Brazil,Bachelor’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20720,35-39,Man,Poland,Master’s degree,Data Analyst,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),,,,, +20721,35-39,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",Amazon Athena ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20722,60-69,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20723,18-21,Prefer not to say,China,,,,,,,,,,,,,,, +20724,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20725,35-39,Man,Tunisia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,MySQL ,, +20726,22-24,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20727,22-24,Man,Other,Master’s degree,Data Engineer,3-5 years,Java,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20728,45-49,Woman,Colombia,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +20729,22-24,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +20730,55-59,Prefer not to say,Canada,I prefer not to answer,,,,,,,,,,,,,, +20731,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20732,25-29,Man,Other,Master’s degree,Other,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +20733,30-34,Man,Russia,Professional degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,Other +20734,22-24,Woman,Saudi Arabia,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"1,000-1,999",,,, +20735,25-29,Woman,Thailand,,,,,,,,,,,,,,, +20736,45-49,Man,Other,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20737,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20738,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$100,000 or more ($USD)",Microsoft SQL Server ,, +20739,18-21,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20740,18-21,Man,Brazil,Bachelor’s degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20741,22-24,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +20742,25-29,Man,Germany,,,,,,,,,,,,,,, +20743,22-24,Woman,Malaysia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20744,45-49,Man,India,Professional degree,Machine Learning Engineer,10-20 years,R,Other,6-25 times,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20745,50-54,Man,Japan,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20746,30-34,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20747,18-21,Man,India,,,,,,,,,,,,,,, +20748,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20749,35-39,Man,Chile,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20750,30-34,Man,Thailand,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20751,22-24,Woman,United States of America,Master’s degree,Student,1-2 years,C,A personal computer or laptop,,,,,,,,,, +20752,40-44,Woman,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20753,30-34,Man,Germany,Master’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,, +20754,22-24,Woman,Egypt,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20755,40-44,Woman,Brazil,Bachelor’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Once,4-5 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +20756,18-21,Man,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20757,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20758,25-29,Man,Spain,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20759,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20760,25-29,Woman,Israel,Bachelor’s degree,Software Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20761,25-29,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,,,,,,,,,,, +20762,60-69,Man,United States of America,Doctoral degree,Currently not employed,20+ years,,,,,,,,,,,, +20763,40-44,Man,China,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20764,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +20765,18-21,Man,India,,,,,,,,,,,,,,, +20766,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,I do not know,$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20767,22-24,Man,Spain,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20768,18-21,Man,China,,,,,,,,,,,,,,, +20769,35-39,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +20770,45-49,Man,Mexico,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",PostgresSQL ,,Other +20771,30-34,Man,Italy,Bachelor’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20772,25-29,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20773,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20774,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,None,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20775,40-44,Man,India,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20776,30-34,Man,Portugal,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20777,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20778,50-54,Man,Netherlands,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +20779,25-29,Man,India,Bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,, +20780,45-49,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +20781,22-24,Man,South Korea,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +20782,18-21,Man,Colombia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20783,55-59,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Bash,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,No (we do not use ML methods),$0-999,$0 ($USD),,, +20784,50-54,Prefer to self-describe,Russia,Professional degree,Software Engineer,I have never written code,,,,,50-249 employees,0,I do not know,"10,000-14,999",$0 ($USD),,,Other +20785,22-24,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20786,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20787,45-49,Man,Mexico,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",Microsoft SQL Server ,, +20788,30-34,Man,Other,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20789,25-29,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20790,40-44,Man,Brazil,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"1,000-1,999","$10,000-$99,999",Oracle Database ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +20791,25-29,Woman,Taiwan,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20792,35-39,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20793,30-34,Man,Tunisia,Professional degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"2,000-2,999","$1000-$9,999",MySQL ,, +20794,45-49,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,R,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +20795,22-24,Man,Russia,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +20796,30-34,Woman,India,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,1-2,I do not know,$0-999,$0 ($USD),,, +20797,25-29,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,,,,,, +20798,25-29,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20799,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20800,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20801,25-29,Man,Colombia,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20802,35-39,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +20803,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20804,22-24,Man,Indonesia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20805,22-24,Woman,India,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20806,40-44,Man,Other,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,Other +20807,30-34,Man,India,Master’s degree,Data Engineer,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,Microsoft Azure Data Lake Storage ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20808,30-34,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"25,000-29,999",$0 ($USD),,, +20809,35-39,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,,,,,, +20810,70+,Man,Netherlands,Master’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20811,40-44,Man,Russia,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +20812,45-49,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +20969,22-24,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +20813,22-24,Man,Pakistan,Master’s degree,Data Scientist,3-5 years,Python,Other,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20814,35-39,Woman,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +20815,40-44,Man,India,Master’s degree,Student,< 1 years,R,,,,,,,,,,, +20816,35-39,Man,Japan,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20817,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,, +20818,22-24,Woman,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +20819,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20820,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +20821,50-54,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20822,25-29,Man,China,,,,,,,,,,,,,,, +20823,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +20824,55-59,Man,Brazil,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,$0-999,$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20825,55-59,Man,United States of America,Doctoral degree,Other,20+ years,Python,Other,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20826,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20827,40-44,Man,Saudi Arabia,Master’s degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,I do not know,"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20828,25-29,Woman,India,Bachelor’s degree,Data Scientist,< 1 years,None,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,,,, +20829,25-29,Man,Germany,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +20830,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20831,30-34,Man,United States of America,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +20832,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +20833,35-39,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20834,22-24,Woman,Philippines,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20835,22-24,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +20836,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +20837,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20838,50-54,Woman,Chile,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,$0-999,"$1000-$9,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +20839,25-29,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20840,40-44,Man,Saudi Arabia,Doctoral degree,Research Scientist,10-20 years,Python,,,,,,,,,,, +20841,18-21,Man,Ghana,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,Other,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20842,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +20843,35-39,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +20844,18-21,Prefer not to say,Ukraine,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20845,35-39,Man,Poland,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"2,000-2,999",,,, +20846,22-24,Woman,Ireland,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +20847,45-49,Man,United States of America,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20848,22-24,Man,Kenya,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20849,25-29,Man,Other,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20850,18-21,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20851,30-34,Man,France,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,I do not know,"10,000-14,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +20852,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,Amazon Redshift ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20853,35-39,Prefer not to say,India,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20854,30-34,Man,Canada,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20855,35-39,Man,Bangladesh,Doctoral degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20856,22-24,Man,India,Bachelor’s degree,Student,< 1 years,None,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20857,50-54,Woman,Taiwan,Doctoral degree,Statistician,20+ years,Python,,,,,,,,,,, +20858,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20859,70+,Man,Other,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20860,45-49,Man,United States of America,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20861,30-34,Man,Taiwan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20862,22-24,Man,Nigeria,Master’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,,Other +20863,22-24,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20864,35-39,Woman,Australia,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20865,35-39,Woman,Malaysia,Master’s degree,Product/Project Manager,5-10 years,Other,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20866,35-39,Man,South Korea,Master’s degree,Research Scientist,5-10 years,Python,,,,,,,,,,, +20867,18-21,Man,Ukraine,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20868,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,I do not know,$0-999,$0 ($USD),,, +20869,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20870,22-24,Man,China,Master’s degree,Machine Learning Engineer,3-5 years,C,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20871,30-34,Man,United States of America,Doctoral degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20872,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20873,30-34,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20875,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20876,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20877,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20878,30-34,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,I do not know,"20,000-24,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20879,30-34,Man,Other,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +20880,18-21,Man,South Africa,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20881,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,R,,,,,,,,,,, +20882,22-24,Man,Tunisia,I prefer not to answer,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +20883,30-34,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,1-2,I do not know,$0-999,,,, +20884,22-24,Man,Turkey,Bachelor’s degree,Statistician,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20885,30-34,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20886,30-34,Man,India,Master’s degree,Other,< 1 years,None,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,, +20887,30-34,Man,Russia,Bachelor’s degree,Software Engineer,10-20 years,C,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20888,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20889,25-29,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20890,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +20891,45-49,Woman,Canada,Bachelor’s degree,Currently not employed,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20892,70+,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,, +20893,25-29,Man,Israel,Bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +20894,35-39,Man,Taiwan,Bachelor’s degree,,,,,,,,,,,,,, +20895,22-24,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20896,18-21,Man,Italy,Bachelor’s degree,Statistician,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +20897,22-24,Man,Turkey,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"4,000-4,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20898,25-29,Man,Other,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,No (we do not use ML methods),"7,500-9,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20899,22-24,Man,Tunisia,Professional degree,Student,1-2 years,Python,,,,,,,,,,, +20900,22-24,Man,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20901,30-34,Man,Germany,Bachelor’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20902,25-29,Man,Germany,Master’s degree,Data Engineer,3-5 years,Python,,,,,,,,,,, +20903,30-34,Man,China,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20904,55-59,Man,Singapore,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +20905,18-21,Man,India,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +20906,30-34,Man,United States of America,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20970,22-24,Woman,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20907,25-29,Woman,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20908,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20909,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20910,25-29,Man,Poland,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20911,30-34,Man,Germany,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20912,18-21,Man,Egypt,,,,,,,,,,,,,,, +20913,25-29,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20914,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20915,22-24,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,,,,, +20916,50-54,Prefer not to say,Australia,No formal education past high school,Data Analyst,< 1 years,Bash,None,Never,1-2 years,"1000-9,999 employees",,,,,,, +20917,30-34,Man,Russia,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20918,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20919,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20920,40-44,Man,India,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20921,50-54,Man,United States of America,Professional degree,Statistician,10-20 years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +20922,30-34,Man,Russia,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20923,25-29,Woman,Israel,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20924,25-29,Woman,Brazil,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20925,30-34,Man,Portugal,Doctoral degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,6-25 times,4-5 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20926,18-21,Man,Indonesia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +20927,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +20928,30-34,Man,Colombia,Professional degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,Other +20929,22-24,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20930,22-24,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20931,35-39,Man,Russia,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20932,30-34,Woman,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20933,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,20 or more years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20934,22-24,Man,Brazil,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20998,25-29,Man,Belarus,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20935,35-39,Man,Chile,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20936,45-49,Man,Turkey,Doctoral degree,Software Engineer,20+ years,Python,Other,Once,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +20937,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20938,18-21,Woman,India,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20939,40-44,Man,France,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +20940,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +20941,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20942,18-21,Man,Peru,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +20943,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +20944,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20945,45-49,Woman,Turkey,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20946,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20947,35-39,Prefer not to say,Argentina,I prefer not to answer,Currently not employed,1-2 years,Python,,,,,,,,,,, +20948,22-24,Woman,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20949,18-21,Man,Nepal,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20950,70+,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +20951,50-54,Woman,United States of America,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +20952,35-39,Man,India,Bachelor’s degree,Product/Project Manager,1-2 years,SQL,,,,,,,,,,, +20953,25-29,Man,India,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",PostgresSQL ,Einstein Analytics, +20954,25-29,Man,Russia,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20955,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20956,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20957,25-29,Man,Saudi Arabia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20958,22-24,Man,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",20+,I do not know,$0-999,$1-$99,,,Other +20959,25-29,Man,Malaysia,Bachelor’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +20960,50-54,Man,Brazil,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20961,22-24,Man,South Korea,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +20962,55-59,Man,India,Bachelor’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,10-20 years,"1000-9,999 employees",20+,No (we do not use ML methods),"200,000-249,999","$10,000-$99,999",Oracle Database ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +20963,18-21,Man,Nepal,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20964,35-39,Woman,India,Professional degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +20965,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +20966,35-39,Man,Other,Doctoral degree,Research Scientist,5-10 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +20967,60-69,Man,Brazil,Master’s degree,,,,,,,,,,,,,, +20971,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +20972,25-29,Man,Spain,Master’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20973,40-44,Man,Pakistan,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20974,45-49,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +20975,30-34,Woman,India,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +20976,30-34,Woman,United States of America,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20977,22-24,Man,Argentina,,,,,,,,,,,,,,, +20978,30-34,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,None,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20979,40-44,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Microsoft Access ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20980,40-44,Man,Ukraine,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +20981,22-24,Woman,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,, +20982,22-24,Man,Colombia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +20983,25-29,Man,Japan,,,,,,,,,,,,,,, +20984,45-49,Man,Belgium,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20985,35-39,Man,Nepal,Professional degree,Business Analyst,< 1 years,Python,Other,Once,Under 1 year,0-49 employees,1-2,I do not know,$0-999,"$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +20986,55-59,Man,Italy,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20987,30-34,Man,India,I prefer not to answer,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +20988,35-39,Man,Viet Nam,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +20989,22-24,Woman,South Korea,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +20990,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +20991,30-34,Man,Germany,Doctoral degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,I do not know,"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +20992,25-29,Man,Italy,Master’s degree,Currently not employed,5-10 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20993,30-34,Man,Other,Master’s degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"1,000-1,999",$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +20994,35-39,Man,Switzerland,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +20995,45-49,Man,Brazil,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +20996,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +20997,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21000,25-29,Man,Brazil,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21001,35-39,Man,United States of America,Master’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21002,35-39,Man,Germany,Bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21003,40-44,Man,"Iran, Islamic Republic of...",Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"5,000-7,499",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21004,18-21,Man,Turkey,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +21005,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Salesforce,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21006,30-34,Man,China,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21007,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",Snowflake ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21008,35-39,Man,Ukraine,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21009,35-39,Man,Portugal,Doctoral degree,Data Scientist,10-20 years,Python,Other,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21010,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21011,25-29,Woman,Turkey,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21012,18-21,Man,Russia,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +21013,22-24,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21014,22-24,Woman,Tunisia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21015,40-44,Man,Taiwan,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",MySQL ,,Other +21016,50-54,Woman,Belgium,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21017,30-34,Woman,Brazil,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21018,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21019,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21020,45-49,Man,India,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +21021,25-29,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21022,18-21,Man,Peru,Professional degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21023,25-29,Man,Indonesia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,,,,, +21024,30-34,Woman,India,Master’s degree,Software Engineer,5-10 years,Java,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,No (we do not use ML methods),"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21025,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21026,22-24,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +21058,25-29,Man,Spain,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21027,50-54,Man,Other,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21028,35-39,Woman,Russia,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21029,30-34,Man,Mexico,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21030,25-29,Man,India,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21031,18-21,Nonbinary,China,Bachelor’s degree,,,,,,,,,,,,,, +21032,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21033,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21034,40-44,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +21035,25-29,Woman,United States of America,Doctoral degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21036,22-24,Man,Brazil,Bachelor’s degree,Research Scientist,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,Other +21037,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +21038,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21039,30-34,Man,Canada,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21040,30-34,Man,Other,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21041,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +21042,25-29,Man,Mexico,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +21043,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,C,A personal computer or laptop,Never,2-3 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21044,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +21045,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21046,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",Amazon Redshift ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +21047,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +21048,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,10-14,I do not know,"200,000-249,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21049,22-24,Man,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +21050,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21051,25-29,Man,Mexico,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21052,18-21,Man,India,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +21053,35-39,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,, +21054,25-29,Man,Singapore,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +21055,25-29,Woman,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +21056,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21057,22-24,Man,Nigeria,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +21059,22-24,Man,Portugal,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +21060,30-34,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +21061,18-21,Man,United States of America,,,,,,,,,,,,,,, +21062,50-54,Man,United States of America,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21063,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21064,30-34,Man,United States of America,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$10,000-$99,999",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21065,30-34,Man,United States of America,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21066,45-49,Man,Other,Bachelor’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21067,18-21,Man,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21068,30-34,Man,Italy,Doctoral degree,Research Scientist,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21069,40-44,Man,Belarus,Bachelor’s degree,Business Analyst,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),$0-999,$1-$99,,, +21070,45-49,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"70,000-79,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21071,22-24,Man,Spain,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +21072,18-21,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +21073,30-34,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21074,45-49,Man,United States of America,Doctoral degree,Other,,,,,,,,,,,,, +21075,22-24,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,I do not use machine learning methods,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21076,50-54,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Javascript,A personal computer or laptop,Once,1-2 years,,,,,,,, +21077,45-49,Man,Mexico,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +21078,25-29,Man,Sri Lanka,Master’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21079,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Snowflake ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +21080,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +21081,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +21082,18-21,Man,Ghana,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21083,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +21084,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21085,30-34,Man,Switzerland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21086,45-49,Man,Colombia,Bachelor’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$1-$99,Amazon Redshift ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21087,55-59,Woman,Peru,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +21088,22-24,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21090,25-29,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +21091,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21092,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$0 ($USD),,, +21093,25-29,Man,India,Doctoral degree,Data Scientist,3-5 years,C,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21094,45-49,Man,Republic of Korea,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +21095,30-34,Man,Colombia,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +21096,55-59,Man,Taiwan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21097,40-44,Man,Malaysia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21098,22-24,Man,Spain,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21099,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21100,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21101,50-54,Man,Netherlands,Master’s degree,,,,,,,,,,,,,, +21102,22-24,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21103,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21104,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21105,35-39,Woman,Canada,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21106,30-34,Man,Turkey,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21107,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +21108,55-59,Prefer not to say,United States of America,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft SQL Server ,Other,"Advanced statistical software (SPSS, SAS, etc.)" +21109,35-39,Woman,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$100-$999,Google Cloud BigQuery ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21110,22-24,Man,China,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21111,22-24,Nonbinary,Indonesia,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21112,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +21113,35-39,Man,Mexico,Master’s degree,Software Engineer,5-10 years,Python,Other,Never,1-2 years,0-49 employees,0,I do not know,,,,, +21114,22-24,Man,China,Master’s degree,Product/Project Manager,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21115,30-34,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21116,25-29,Man,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21117,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21118,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,,,,,,,,,,, +21273,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21119,30-34,Man,China,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21120,40-44,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,,,,, +21121,22-24,Man,Australia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21122,25-29,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21123,30-34,Man,Mexico,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21124,40-44,Man,India,Master’s degree,Research Scientist,10-20 years,MATLAB,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21125,22-24,Woman,Mexico,Master’s degree,Statistician,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,,,,,, +21126,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21127,30-34,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21128,30-34,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21129,25-29,Man,Russia,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21130,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21131,50-54,Woman,India,Master’s degree,Business Analyst,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21132,25-29,Man,Bangladesh,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21133,35-39,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21134,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,,,,,,,,,, +21135,25-29,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21136,30-34,Man,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +21137,25-29,Man,Australia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +21138,40-44,Man,Singapore,Bachelor’s degree,Data Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21139,30-34,Woman,Argentina,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21140,22-24,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"60,000-69,999",$1-$99,,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21141,55-59,Man,Italy,Professional degree,DBA/Database Engineer,20+ years,Julia,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",Microsoft SQL Server ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +21142,30-34,Man,Other,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,I do not know,"2,000-2,999","$1000-$9,999",MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21143,18-21,Man,India,,,,,,,,,,,,,,, +21144,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21145,22-24,Man,China,Master’s degree,Data Analyst,< 1 years,Python,Other,Never,Under 1 year,,,,,,,, +21146,30-34,Prefer to self-describe,Germany,Master’s degree,Product/Project Manager,1-2 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,I do not know,"125,000-149,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21147,45-49,Woman,Portugal,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Snowflake ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21148,30-34,Man,Spain,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +21149,70+,Man,Belgium,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21150,35-39,Man,Mexico,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21151,40-44,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +21152,25-29,Man,South Africa,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +21153,35-39,Man,United Arab Emirates,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21154,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21155,30-34,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +21156,35-39,Woman,Germany,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21157,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21158,25-29,Woman,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21159,22-24,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +21160,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21161,60-69,Man,United States of America,Bachelor’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21162,40-44,Man,Russia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21163,60-69,Woman,United States of America,Bachelor’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21164,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21165,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +21166,25-29,Man,Chile,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21167,30-34,Woman,Poland,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21168,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21169,18-21,Man,India,,,,,,,,,,,,,,, +21170,55-59,Man,Sweden,Master’s degree,Other,10-20 years,Python,None,Never,I do not use machine learning methods,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +21171,30-34,Man,Germany,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,,,,,, +21172,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21173,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21174,35-39,Man,Germany,Master’s degree,Data Scientist,,,,,,,,,,,,, +21175,18-21,Woman,United Arab Emirates,Bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21176,60-69,Prefer to self-describe,Taiwan,Master’s degree,Data Analyst,20+ years,MATLAB,A personal computer or laptop,Once,3-4 years,,,,,,,, +21177,18-21,Man,Portugal,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21178,45-49,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21179,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21180,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21181,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +21182,30-34,Man,Argentina,Professional degree,Other,I have never written code,,,,,"1000-9,999 employees",3-4,I do not know,,,,, +21183,60-69,Man,Greece,Some college/university study without earning a bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +21184,30-34,Man,China,,,,,,,,,,,,,,, +21185,35-39,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,More than 25 times,4-5 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21186,18-21,Man,India,Bachelor’s degree,Student,5-10 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21187,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21188,35-39,Man,India,Bachelor’s degree,Data Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21189,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21190,35-39,Man,Greece,Doctoral degree,Data Scientist,10-20 years,C++,A personal computer or laptop,Never,5-10 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,Other +21191,25-29,Man,India,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,, +21192,30-34,Man,China,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21193,35-39,Man,India,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +21194,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21195,18-21,Man,Mexico,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21196,35-39,Man,Japan,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$100-$999,Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +21197,60-69,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21198,40-44,Woman,Greece,Doctoral degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21199,25-29,Man,Nigeria,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +21200,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +21201,40-44,Woman,Other,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"80,000-89,999",$100-$999,,, +21202,25-29,Woman,South Korea,,,,,,,,,,,,,,, +21203,40-44,Man,Spain,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21204,35-39,Man,"Iran, Islamic Republic of...",Some college/university study without earning a bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21205,35-39,Man,Spain,,,,,,,,,,,,,,, +21206,22-24,Man,India,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21207,35-39,Man,France,,,,,,,,,,,,,,, +21208,25-29,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21209,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21210,22-24,Man,United States of America,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +21274,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21211,30-34,Man,Israel,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21212,25-29,Man,Israel,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +21213,30-34,Man,Other,Master’s degree,Other,I have never written code,,,,,0-49 employees,,,,,,, +21214,55-59,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21215,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21216,22-24,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,, +21217,50-54,Man,France,Master’s degree,DBA/Database Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21218,18-21,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,2-3 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21219,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21220,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21221,25-29,Man,Mexico,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +21222,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +21223,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21224,22-24,Man,India,Master’s degree,Student,< 1 years,R,,,,,,,,,,, +21225,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21226,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,I do not know,"80,000-89,999",$100-$999,,, +21227,25-29,Man,Pakistan,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21228,30-34,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"10,000-14,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +21229,45-49,Man,Brazil,Bachelor’s degree,Product/Project Manager,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21230,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,Google Cloud BigQuery ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21231,30-34,Man,Japan,Doctoral degree,Software Engineer,3-5 years,R,None,2-5 times,Under 1 year,50-249 employees,0,I do not know,"30,000-39,999",$100-$999,Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +21232,18-21,Man,China,Master’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21233,22-24,Woman,Other,Master’s degree,Other,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,,,,,, +21234,18-21,Man,Italy,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21235,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21236,35-39,Man,Ukraine,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21237,30-34,Man,United States of America,Bachelor’s degree,,,,,,,,,,,,,, +21238,55-59,Woman,Other,I prefer not to answer,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21239,45-49,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,More than 25 times,1-2 years,"10,000 or more employees",0,I do not know,"80,000-89,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21519,18-21,Man,Romania,No formal education past high school,Currently not employed,3-5 years,,,,,,,,,,,, +21240,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,I do not know,"100,000-124,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +21241,25-29,Woman,"Iran, Islamic Republic of...",I prefer not to answer,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21242,35-39,Man,Italy,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +21243,25-29,Woman,Other,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21244,35-39,Man,Other,Bachelor’s degree,Student,< 1 years,Javascript,,,,,,,,,,, +21245,35-39,Woman,Other,Master’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21246,22-24,Woman,Belgium,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21247,18-21,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21248,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +21249,18-21,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,,,,,, +21250,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,,,,,,,,,,, +21251,40-44,Man,Other,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"25,000-29,999","$1000-$9,999",PostgresSQL ,,Other +21252,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +21253,30-34,Man,Netherlands,Master’s degree,Research Scientist,10-20 years,Julia,A personal computer or laptop,Once,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21254,50-54,Man,Singapore,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21255,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21256,18-21,Prefer not to say,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21257,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21258,50-54,Man,United States of America,Master’s degree,Data Analyst,3-5 years,,,,,,,,,,,, +21259,25-29,Prefer to self-describe,France,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21260,25-29,Prefer to self-describe,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21261,22-24,Woman,South Korea,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21262,35-39,Man,Russia,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21263,22-24,Man,China,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,I do not know,"15,000-19,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21264,35-39,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21265,55-59,Man,Russia,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21266,18-21,Man,Singapore,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21267,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21268,30-34,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,More than 25 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",Amazon Athena ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21269,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21270,40-44,Woman,United States of America,Bachelor’s degree,Other,< 1 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21271,30-34,Man,Italy,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21272,35-39,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21275,60-69,Man,Canada,Master’s degree,Software Engineer,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21276,60-69,Man,France,Doctoral degree,Statistician,3-5 years,R,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21277,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21278,18-21,Man,Philippines,Bachelor’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21279,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,Other +21280,45-49,Man,Switzerland,Bachelor’s degree,Research Scientist,20+ years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21281,50-54,Man,United States of America,Professional degree,Research Scientist,20+ years,MATLAB,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",1-2,I do not know,"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21282,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +21283,25-29,Man,Other,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21284,30-34,Woman,Sweden,Doctoral degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Amazon Redshift ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21285,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21286,22-24,Man,Morocco,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,I do not know,,,,, +21287,40-44,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,, +21288,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21289,18-21,Man,Italy,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21290,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21291,30-34,Man,United States of America,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21292,30-34,Woman,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,Other +21293,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +21294,45-49,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",,,Other +21295,18-21,Man,India,,,,,,,,,,,,,,, +21296,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Julia,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,,,,,, +21297,30-34,Woman,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21298,25-29,Man,Netherlands,Doctoral degree,Research Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21299,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",Microsoft SQL Server ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +21300,40-44,Man,United States of America,Bachelor’s degree,Other,1-2 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21301,18-21,Man,Sweden,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21302,25-29,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21303,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21304,35-39,Man,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21305,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +21306,40-44,Man,United States of America,Bachelor’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,I do not know,"90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,Other +21307,25-29,Man,Kenya,,,,,,,,,,,,,,, +21308,18-21,Man,China,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +21309,55-59,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21310,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,SQLite ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21311,30-34,Man,Nigeria,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21312,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21313,25-29,Man,France,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,5-10 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",MySQL ,,Other +21314,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21315,22-24,Man,Other,Master’s degree,Software Engineer,1-2 years,Java,,,,,,,,,,, +21316,25-29,Man,Japan,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",10-14,I do not know,"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21317,35-39,Man,India,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21318,60-69,Man,Japan,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21319,45-49,Man,Italy,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,,,,,, +21320,60-69,Man,Argentina,Master’s degree,Statistician,10-20 years,Other,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,I do not know,"7,500-9,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21321,22-24,Woman,Other,Master’s degree,Student,3-5 years,C,A personal computer or laptop,,,,,,,,,, +21322,60-69,Woman,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21323,18-21,Man,Bangladesh,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,, +21324,30-34,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21325,45-49,Man,Japan,Doctoral degree,Currently not employed,5-10 years,,,,,,,,,,,, +21326,25-29,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21327,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21328,30-34,Man,Colombia,Master’s degree,Data Scientist,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +21329,40-44,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,Amazon DynamoDB ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21330,18-21,Man,China,Bachelor’s degree,,,,,,,,,,,,,, +21331,30-34,Woman,Other,Master’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21332,22-24,Woman,Kenya,Bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,,,,, +21333,25-29,Man,Kenya,Master’s degree,DBA/Database Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +21334,55-59,Man,United States of America,Master’s degree,Other,,,,,,,,,,,,, +21335,25-29,Man,Russia,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21336,25-29,Man,Russia,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21337,25-29,Man,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,250-999 employees,1-2,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21338,22-24,Man,India,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +21339,40-44,Man,Japan,No formal education past high school,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21340,18-21,Man,India,Bachelor’s degree,Business Analyst,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21341,45-49,Man,Japan,I prefer not to answer,Other,I have never written code,,,,,"10,000 or more employees",,,,,,, +21342,22-24,Woman,Philippines,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21343,45-49,Man,Japan,I prefer not to answer,Currently not employed,10-20 years,Python,A personal computer or laptop,More than 25 times,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21344,30-34,Man,Ukraine,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21345,30-34,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"100,000-124,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21346,25-29,Man,South Africa,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +21347,30-34,Man,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21348,30-34,Woman,Other,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21349,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +21350,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,, +21351,18-21,Woman,Kenya,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +21352,25-29,Woman,Germany,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21353,30-34,Man,Spain,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21354,30-34,Man,Chile,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +21355,30-34,Woman,France,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21356,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21357,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21358,45-49,Man,Other,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",Microsoft Access ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21359,25-29,Man,Russia,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,Other,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21360,30-34,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,, +21361,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21362,22-24,Man,Republic of Korea,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +21363,22-24,Woman,Malaysia,Bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,,,, +21364,55-59,Woman,United States of America,Master’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21365,50-54,Woman,United States of America,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21366,22-24,Man,Other,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21367,25-29,Man,Mexico,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +21368,25-29,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,Amazon Athena ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21369,22-24,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21370,40-44,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21371,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +21372,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21373,35-39,Woman,United States of America,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21374,22-24,Man,Bangladesh,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21375,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21376,18-21,Man,Ukraine,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21377,18-21,Prefer not to say,Kenya,Bachelor’s degree,,,,,,,,,,,,,, +21378,25-29,Man,Russia,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21379,30-34,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21380,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21381,22-24,Woman,India,I prefer not to answer,Currently not employed,1-2 years,Python,Other,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21382,25-29,Man,India,Master’s degree,Software Engineer,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,, +21383,30-34,Woman,United States of America,Master’s degree,Data Analyst,< 1 years,SQL,,,,,,,,,,, +21384,18-21,Man,China,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21385,25-29,Man,India,Master’s degree,Other,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21386,35-39,Woman,Ireland,Professional degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21387,30-34,Man,Singapore,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21388,22-24,Man,United States of America,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +21389,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21390,30-34,Woman,Germany,Master’s degree,Software Engineer,5-10 years,,,,,,,,,,,, +21391,25-29,Man,France,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,More than 25 times,2-3 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$100-$999,MySQL ,Qlik, +21392,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,, +21393,30-34,Man,Singapore,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21394,25-29,Man,Turkey,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21395,30-34,Man,Taiwan,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21396,30-34,Man,Germany,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21397,22-24,Woman,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21398,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21399,40-44,Man,United States of America,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21400,30-34,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,,,,, +21401,22-24,Man,Russia,Master’s degree,Currently not employed,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +21402,25-29,Woman,Belarus,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21403,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21404,22-24,Man,China,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21405,55-59,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,C++,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21406,35-39,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",MongoDB ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +21407,25-29,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21408,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21409,30-34,Woman,Italy,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21410,22-24,Man,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,50-249 employees,1-2,,,,,, +21411,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +21412,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,, +21413,30-34,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21414,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21415,30-34,Man,United States of America,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21416,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21417,25-29,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21418,18-21,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21419,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +21420,40-44,Man,United Arab Emirates,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21421,25-29,Man,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21422,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +21423,30-34,Man,Morocco,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21424,25-29,Man,China,Master’s degree,Student,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21425,22-24,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21426,45-49,Woman,United States of America,Bachelor’s degree,Product/Project Manager,< 1 years,Other,None,Never,,,,,,,,, +21427,40-44,Man,Italy,Professional degree,Product/Project Manager,5-10 years,MATLAB,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21428,40-44,Man,Germany,Doctoral degree,Business Analyst,< 1 years,None,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21429,25-29,Man,Kenya,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,4-5 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21430,22-24,Man,India,Professional degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21431,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21432,22-24,Man,United States of America,Bachelor’s degree,Other,3-5 years,Java,Other,Once,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21433,25-29,Man,Japan,I prefer not to answer,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +21434,22-24,Man,Philippines,Bachelor’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,Amazon Redshift ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21435,18-21,Woman,India,Master’s degree,Business Analyst,,,,,,,,,,,,, +21436,25-29,Man,Australia,Master’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21437,22-24,Woman,Canada,Master’s degree,Student,1-2 years,R,A personal computer or laptop,,,,,,,,,, +21438,30-34,Man,Tunisia,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21439,30-34,Man,China,Master’s degree,Machine Learning Engineer,5-10 years,R,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +21440,22-24,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",Google Cloud SQL ,Google Data Studio,"Advanced statistical software (SPSS, SAS, etc.)" +21441,40-44,Man,Belgium,Doctoral degree,Research Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",Google Cloud BigQuery ,Looker,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21442,30-34,Man,Taiwan,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21443,40-44,Woman,India,I prefer not to answer,Research Scientist,I have never written code,,,,,50-249 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,, +21444,18-21,Woman,India,Bachelor’s degree,Student,,,,,,,,,,,,, +21445,40-44,Man,Republic of Korea,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +21446,30-34,Man,Portugal,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +21447,25-29,Woman,Germany,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21448,30-34,Man,China,Master’s degree,Product/Project Manager,3-5 years,MATLAB,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21449,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Data Scientist,10-20 years,Javascript,A personal computer or laptop,6-25 times,Under 1 year,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,,, +21450,25-29,Man,Turkey,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21451,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21452,35-39,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,,,, +21453,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +21454,25-29,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21455,25-29,Man,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +21456,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +21457,22-24,Woman,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +21458,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21550,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21459,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21460,30-34,Man,Ukraine,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21461,22-24,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21462,40-44,Man,South Korea,Master’s degree,Data Scientist,10-20 years,C,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21463,30-34,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MySQL ,Sisense , +21464,35-39,Man,Peru,Bachelor’s degree,Other,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,MySQL ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +21465,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21466,45-49,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +21467,25-29,Man,India,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",Amazon DynamoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21468,25-29,Woman,Taiwan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +21469,22-24,Man,Morocco,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,Other +21470,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,I do not know,"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21471,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"4,000-4,999",$0 ($USD),,, +21472,25-29,Man,Kenya,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21473,35-39,Man,Saudi Arabia,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",15-19,No (we do not use ML methods),"50,000-59,999",$1-$99,Microsoft Access ,, +21474,22-24,Woman,Japan,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud BigQuery ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21475,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +21476,45-49,Man,United States of America,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +21477,25-29,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +21478,45-49,Man,Colombia,Professional degree,Student,I have never written code,,,,,,,,,,,,Other +21479,22-24,Prefer not to say,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21480,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21481,30-34,Prefer not to say,Other,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21482,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21483,40-44,Woman,Bangladesh,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +21484,25-29,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",1-2,I do not know,"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21485,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21486,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21487,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21677,22-24,Man,Bangladesh,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21488,22-24,Man,India,Professional degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21489,50-54,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Java,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,MySQL ,Salesforce, +21490,45-49,Man,India,Master’s degree,DBA/Database Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21491,25-29,Woman,India,,,,,,,,,,,,,,, +21492,55-59,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21493,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +21494,22-24,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +21495,30-34,Man,India,Master’s degree,Product/Project Manager,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21496,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +21497,40-44,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +21498,45-49,Man,India,Doctoral degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21499,30-34,Man,Brazil,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21500,25-29,Woman,Peru,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21501,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21502,40-44,Man,Japan,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21503,25-29,Woman,Portugal,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"25,000-29,999",$0 ($USD),,, +21504,25-29,Woman,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +21505,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21506,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21507,25-29,Prefer not to say,Kenya,Bachelor’s degree,Statistician,I have never written code,,,,,50-249 employees,3-4,I do not know,$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +21508,35-39,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21509,40-44,Man,Pakistan,Master’s degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",5-9,I do not know,,,,, +21510,55-59,Woman,United States of America,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +21511,30-34,Man,Other,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21512,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +21513,30-34,Man,Egypt,Bachelor’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21514,25-29,Man,Poland,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,6-25 times,I do not use machine learning methods,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21515,22-24,Man,Mexico,Bachelor’s degree,Software Engineer,3-5 years,Swift,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21516,18-21,Man,Viet Nam,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21517,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21518,25-29,Man,Poland,Professional degree,Research Scientist,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21520,35-39,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +21521,18-21,Man,Singapore,,,,,,,,,,,,,,, +21522,40-44,Man,Saudi Arabia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21523,25-29,Woman,India,Professional degree,Data Scientist,I have never written code,,,,,50-249 employees,5-9,,,,,, +21524,30-34,Man,China,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,SQLite ,Tableau,Other +21525,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,5-10 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21526,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,Other +21527,35-39,Man,Spain,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21528,45-49,Man,Japan,Bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",MySQL ,,Other +21529,40-44,Man,United States of America,Doctoral degree,Data Scientist,,,,,,,,,,,,, +21530,45-49,Man,Australia,Doctoral degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +21531,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21532,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +21533,35-39,Man,Japan,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,,,,,,,,,,, +21534,40-44,Man,South Africa,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,Amazon DynamoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21535,22-24,Man,Other,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21536,50-54,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"200,000-249,999",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +21537,40-44,Man,Taiwan,Bachelor’s degree,Data Analyst,10-20 years,Bash,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21538,22-24,Man,Indonesia,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21539,18-21,Woman,India,Master’s degree,Student,1-2 years,,,,,,,,,,,, +21540,30-34,Man,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,Other +21541,40-44,Man,Australia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21542,25-29,Man,Brazil,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,I do not know,"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21543,35-39,Man,United States of America,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21544,30-34,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21545,25-29,Woman,United States of America,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21546,22-24,Woman,Egypt,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21547,40-44,Man,Other,Doctoral degree,Data Scientist,5-10 years,Java,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21548,22-24,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",,,, +21549,30-34,Man,India,I prefer not to answer,Data Analyst,I have never written code,,,,,"1000-9,999 employees",1-2,I do not know,"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21678,25-29,Man,Chile,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +21551,40-44,Man,United States of America,Master’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21552,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21553,45-49,Man,Pakistan,Professional degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +21554,30-34,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +21555,18-21,Man,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +21556,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21557,22-24,Man,France,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21558,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +21559,50-54,Man,Peru,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21560,18-21,Man,Peru,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21561,40-44,Man,Other,Master’s degree,Other,10-20 years,MATLAB,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,, +21562,30-34,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21563,22-24,Woman,India,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,I do not know,"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21564,22-24,Man,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21565,18-21,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +21566,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21567,18-21,Man,Turkey,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,,,,, +21568,25-29,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Julia,Other,2-5 times,4-5 years,"10,000 or more employees",10-14,I do not know,"70,000-79,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +21569,22-24,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +21570,35-39,Man,Other,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +21571,45-49,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),,,,, +21572,22-24,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21573,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21574,50-54,Man,Italy,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,5-9,No (we do not use ML methods),"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21575,25-29,Woman,Russia,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21576,35-39,Man,Spain,Master’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21577,35-39,Man,Spain,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21578,60-69,Woman,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"90,000-99,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21579,25-29,Woman,Russia,Bachelor’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,,,,,,,,,, +21580,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21581,22-24,Man,Japan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21582,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21583,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21584,40-44,Man,United States of America,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +21585,22-24,Man,Brazil,Bachelor’s degree,Student,,,,,,,,,,,,, +21586,40-44,Man,Pakistan,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21587,30-34,Man,Russia,No formal education past high school,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21588,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21589,45-49,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +21590,35-39,Man,Mexico,Bachelor’s degree,Software Engineer,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"10,000-14,999",$0 ($USD),,, +21591,18-21,Man,France,Master’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,1-2,I do not know,"3,000-3,999",$100-$999,,,Other +21592,22-24,Woman,Morocco,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,,,,, +21593,25-29,Man,Germany,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21594,45-49,Man,Other,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,, +21595,18-21,Woman,United States of America,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21596,22-24,Man,Peru,Professional degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21597,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +21598,25-29,Man,Sri Lanka,Bachelor’s degree,Software Engineer,1-2 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"7,500-9,999",$1-$99,,,Other +21599,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21600,30-34,Man,India,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21601,45-49,Man,Other,No formal education past high school,Software Engineer,20+ years,C++,A personal computer or laptop,Never,5-10 years,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +21602,18-21,Man,Italy,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21603,55-59,Woman,India,,,,,,,,,,,,,,, +21604,45-49,Man,United States of America,Bachelor’s degree,Currently not employed,20+ years,Python,None,2-5 times,I do not use machine learning methods,,,,,,,,Other +21605,50-54,Man,Mexico,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$100-$999,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +21606,30-34,Woman,Malaysia,Professional degree,Product/Project Manager,1-2 years,Python,Other,Never,Under 1 year,,,,,,,, +21607,30-34,Man,Other,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21608,50-54,Man,Ireland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21609,35-39,Woman,Israel,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21610,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21611,25-29,Man,Republic of Korea,,,,,,,,,,,,,,, +21612,30-34,Man,Australia,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21613,35-39,Man,Japan,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21614,50-54,Man,Germany,Master’s degree,Product/Project Manager,10-20 years,C,A personal computer or laptop,More than 25 times,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21615,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21616,35-39,Man,Peru,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$100,000 or more ($USD)",,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21617,25-29,Woman,Malaysia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +21618,25-29,Woman,Other,Bachelor’s degree,Data Analyst,3-5 years,SQL,,,,,,,,,,, +21619,30-34,Man,India,Professional degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +21620,25-29,Man,United States of America,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21621,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,IBM Db2 ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21622,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,Other +21623,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21624,22-24,Man,Sweden,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +21625,55-59,Man,Brazil,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21626,45-49,Man,Spain,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"80,000-89,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21627,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21628,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21629,50-54,Prefer not to say,United States of America,,,,,,,,,,,,,,, +21630,18-21,Man,Spain,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,,,,,,,,,,,, +21631,22-24,Woman,Ukraine,Master’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21632,45-49,Man,Brazil,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,,,,,,,,, +21633,18-21,Man,Kenya,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21634,18-21,Man,Turkey,No formal education past high school,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +21635,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21636,30-34,Man,Nigeria,Master’s degree,Research Scientist,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21637,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21638,35-39,Man,Japan,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21639,30-34,Man,Nigeria,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21640,25-29,Man,Republic of Korea,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21641,45-49,Man,Portugal,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21642,35-39,Man,Other,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Once,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21643,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21644,40-44,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21645,30-34,Man,Turkey,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21679,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,R,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21646,30-34,Man,Brazil,Bachelor’s degree,Product/Project Manager,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",Other,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +21647,35-39,Man,China,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,Google Cloud Firestore ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21648,50-54,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21649,30-34,Prefer not to say,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21650,22-24,Man,Other,Bachelor’s degree,,,,,,,,,,,,,, +21651,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21652,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +21653,25-29,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +21654,18-21,Woman,Russia,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +21655,25-29,Man,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +21656,25-29,Woman,South Africa,,,,,,,,,,,,,,, +21657,30-34,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21658,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21659,35-39,Man,Germany,Master’s degree,Machine Learning Engineer,3-5 years,Python,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21660,22-24,Prefer not to say,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +21661,35-39,Man,Brazil,,,,,,,,,,,,,,, +21662,18-21,Man,Malaysia,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21663,25-29,Man,Malaysia,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +21664,40-44,Woman,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,Other,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21665,22-24,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +21666,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",SQLite ,Sisense ,"Advanced statistical software (SPSS, SAS, etc.)" +21667,35-39,Man,Netherlands,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,10-14,I do not know,"150,000-199,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +21668,50-54,Man,United States of America,Doctoral degree,Other,20+ years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",20+,I do not know,"250,000-299,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21669,30-34,Man,Taiwan,Master’s degree,Student,5-10 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21670,45-49,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,Other +21671,25-29,Woman,Australia,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +21672,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21673,30-34,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,Other,Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21674,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21675,30-34,Woman,Taiwan,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21676,18-21,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,,,,,, +21680,25-29,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21681,60-69,Man,Brazil,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21682,18-21,Man,France,I prefer not to answer,,,,,,,,,,,,,, +21683,25-29,Man,Nigeria,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +21684,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21685,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21686,18-21,Woman,India,Bachelor’s degree,Data Analyst,3-5 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +21687,30-34,Woman,Other,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21688,40-44,Man,Argentina,Professional degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +21689,60-69,Man,United States of America,Bachelor’s degree,Product/Project Manager,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"150,000-199,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21690,35-39,Woman,India,Master’s degree,Currently not employed,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21691,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,,,,,,,,,,,, +21692,40-44,Man,Italy,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Google Cloud BigQuery ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +21693,35-39,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +21694,60-69,Woman,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21695,22-24,Man,France,I prefer not to answer,Currently not employed,3-5 years,MATLAB,A personal computer or laptop,,,,,,,,,, +21696,40-44,Man,Sweden,Professional degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21697,55-59,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +21698,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21699,55-59,Man,Brazil,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,No (we do not use ML methods),"50,000-59,999",$100-$999,,, +21700,25-29,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21701,18-21,Woman,Japan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21702,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21703,22-24,Man,Mexico,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21704,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,,,,,,,,, +21705,50-54,Man,Switzerland,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"125,000-149,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21706,22-24,Man,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21707,18-21,Man,Taiwan,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21708,22-24,Man,France,Master’s degree,Data Engineer,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,I do not know,$0-999,$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21709,30-34,Prefer to self-describe,Germany,Bachelor’s degree,Software Engineer,10-20 years,Python,,,,,,,,,,, +21710,60-69,Prefer not to say,United States of America,Master’s degree,Currently not employed,10-20 years,Other,A personal computer or laptop,Never,2-3 years,,,,,,,,Other +21711,50-54,Man,Germany,Master’s degree,Data Scientist,20+ years,Julia,Other,Never,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21712,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,C,,,,,,,,,,, +21713,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",Oracle Database ,TIBCO Spotfire,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21714,45-49,Man,Chile,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21715,25-29,Woman,France,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21716,30-34,Man,Israel,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +21717,35-39,Man,Australia,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21718,35-39,Man,Romania,Bachelor’s degree,Software Engineer,3-5 years,MATLAB,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),,,,, +21719,30-34,Man,India,Doctoral degree,,,,,,,,,,,,,, +21720,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +21721,18-21,Man,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21722,25-29,Man,India,Bachelor’s degree,Data Scientist,,,,,,,,,,,,, +21723,22-24,Man,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21724,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21725,18-21,Man,India,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21726,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21727,18-21,Woman,Russia,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21728,25-29,Man,South Africa,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +21729,25-29,Man,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,,,,,,, +21730,40-44,Prefer not to say,United States of America,I prefer not to answer,Data Engineer,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$10,000-$99,999",PostgresSQL ,,Other +21731,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +21732,22-24,Woman,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21733,35-39,Man,Taiwan,Doctoral degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +21734,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21735,40-44,Man,Egypt,Doctoral degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21736,45-49,Man,Singapore,Bachelor’s degree,Software Engineer,I have never written code,,,,,"1000-9,999 employees",10-14,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,, +21737,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21738,35-39,Man,Other,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21739,25-29,Man,Colombia,Master’s degree,,,,,,,,,,,,,, +21740,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,Other +21741,35-39,Man,Argentina,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21742,30-34,Man,Russia,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21743,22-24,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +21744,18-21,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21745,30-34,Man,Nigeria,Bachelor’s degree,Research Scientist,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21746,50-54,Man,Australia,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Amazon Athena ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21747,40-44,Woman,Singapore,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21748,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21749,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +21750,25-29,Woman,"Iran, Islamic Republic of...",Doctoral degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,,Microsoft Power BI,Other +21751,40-44,Man,Israel,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,I do not know,"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21752,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21753,50-54,Man,Belgium,Master’s degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +21754,22-24,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +21755,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,20+,I do not know,,,,, +21756,18-21,Man,India,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +21757,30-34,Woman,Switzerland,Master’s degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,0,I do not know,"25,000-29,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21758,25-29,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"30,000-39,999",$0 ($USD),,,Other +21759,35-39,Man,Spain,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21760,25-29,Man,India,Bachelor’s degree,Product/Project Manager,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +21761,50-54,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,,,,,,,,, +21762,25-29,Man,Taiwan,Master’s degree,Student,< 1 years,None,,,,,,,,,,, +21763,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21764,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21765,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +21766,22-24,Man,Spain,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +21767,22-24,Man,Nigeria,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21768,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21769,45-49,Man,Turkey,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21770,30-34,Man,Ukraine,Master’s degree,,,,,,,,,,,,,, +21771,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21772,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +21773,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +21801,35-39,Man,Malaysia,Professional degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +21774,45-49,Woman,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Google Cloud BigQuery ,Domo,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21775,25-29,Man,India,Bachelor’s degree,Data Scientist,,,,,,,,,,,,, +21776,35-39,Man,Germany,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +21777,25-29,Man,India,Master’s degree,Business Analyst,3-5 years,Java,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21778,25-29,Woman,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21779,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,,,,,, +21780,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21781,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21782,30-34,Woman,Other,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21783,22-24,Man,Saudi Arabia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",MongoDB ,, +21784,55-59,Woman,Brazil,Professional degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,6-25 times,I do not use machine learning methods,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21785,35-39,Man,Brazil,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21786,35-39,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21787,45-49,Man,Israel,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Amazon Athena ,,"Advanced statistical software (SPSS, SAS, etc.)" +21788,18-21,Woman,Pakistan,,,,,,,,,,,,,,, +21789,25-29,Man,Pakistan,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21790,25-29,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21791,35-39,Man,United States of America,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21792,45-49,Man,India,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +21793,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,Other,Never,10-20 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21794,25-29,Man,Other,Master’s degree,Data Scientist,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21795,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21796,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21797,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C,,,,,,,,,,, +21798,30-34,Man,Brazil,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21799,22-24,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +21800,25-29,Man,India,Bachelor’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21802,35-39,Man,Mexico,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +21803,25-29,Woman,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21804,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21805,18-21,Woman,China,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21806,30-34,Man,Nepal,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21807,22-24,Man,Sri Lanka,Master’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21808,40-44,Man,France,Master’s degree,Data Analyst,10-20 years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21809,18-21,Man,India,Master’s degree,Student,< 1 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21810,40-44,Man,India,Bachelor’s degree,Other,10-20 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21811,45-49,Man,South Korea,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +21812,30-34,Man,India,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21813,30-34,Woman,Kenya,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +21814,18-21,Man,Ireland,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +21815,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +21816,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21817,18-21,Man,India,,,,,,,,,,,,,,, +21818,25-29,Man,Singapore,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +21819,30-34,Man,Brazil,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21820,30-34,Man,Russia,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21821,35-39,Man,Turkey,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21822,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21823,45-49,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,,,,,,,,,,, +21824,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21825,40-44,Woman,United States of America,Doctoral degree,Data Scientist,20+ years,Python,Other,Never,4-5 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21826,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +21827,25-29,Woman,Tunisia,Master’s degree,Business Analyst,1-2 years,Python,None,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +21828,40-44,Man,Germany,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",,Other,"Local development environments (RStudio, JupyterLab, etc.)" +21829,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21830,35-39,Man,Spain,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21831,55-59,Man,Malaysia,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21832,30-34,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +21833,22-24,Man,Nigeria,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +21834,30-34,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21835,50-54,Man,Germany,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21836,35-39,Man,Thailand,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,I do not know,"30,000-39,999","$1000-$9,999",,, +21837,40-44,Woman,Germany,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21838,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",0,I do not know,"5,000-7,499",$0 ($USD),,,Other +21839,40-44,Woman,Singapore,Master’s degree,Student,3-5 years,Other,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21840,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Java,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MongoDB ,,"Advanced statistical software (SPSS, SAS, etc.)" +21841,22-24,Man,Kenya,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,6-25 times,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",MySQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +21842,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +21843,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21844,55-59,Man,Turkey,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,,Tableau, +21845,35-39,Woman,Canada,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21846,45-49,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21847,35-39,Woman,Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21848,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21849,35-39,Man,Japan,Master’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,No (we do not use ML methods),"3,000-3,999","$1000-$9,999",Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +21850,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21851,60-69,Man,Other,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",Microsoft SQL Server ,Google Data Studio, +21852,30-34,Man,Peru,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21853,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21854,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21855,60-69,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21888,40-44,Woman,Taiwan,Bachelor’s degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +21856,50-54,Man,Spain,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21857,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21858,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21859,25-29,Woman,United States of America,Bachelor’s degree,Data Analyst,3-5 years,R,None,Never,2-3 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21860,25-29,Man,Germany,Master’s degree,Machine Learning Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21861,30-34,Woman,Australia,Master’s degree,Other,3-5 years,R,,,,,,,,,,, +21862,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21863,18-21,Man,Viet Nam,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +21864,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21865,35-39,Man,United States of America,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +21866,18-21,Man,India,,,,,,,,,,,,,,, +21867,35-39,Woman,Other,I prefer not to answer,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21868,35-39,Man,France,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,More than 25 times,10-20 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21869,22-24,Man,China,Master’s degree,,,,,,,,,,,,,, +21870,35-39,Man,Spain,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +21871,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21872,40-44,Man,Italy,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"2,000-2,999",$1-$99,Other,,"Advanced statistical software (SPSS, SAS, etc.)" +21873,18-21,Man,Indonesia,Bachelor’s degree,Machine Learning Engineer,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21874,45-49,Woman,Brazil,Doctoral degree,Business Analyst,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",,,,,,, +21875,35-39,Man,Russia,Master’s degree,DBA/Database Engineer,1-2 years,Other,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21876,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21877,50-54,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,MySQL ,,Other +21878,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +21879,18-21,Man,Indonesia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +21880,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21881,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21882,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21883,22-24,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21884,25-29,Man,India,Bachelor’s degree,Other,5-10 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21885,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21886,25-29,Woman,South Korea,Doctoral degree,Student,5-10 years,SQL,A personal computer or laptop,2-5 times,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21887,30-34,Man,Ukraine,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21889,30-34,Woman,Spain,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21890,35-39,Man,Australia,Master’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21891,30-34,Woman,United Arab Emirates,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21892,30-34,Man,Other,,,,,,,,,,,,,,, +21893,30-34,Man,Ukraine,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +21894,50-54,Prefer not to say,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"250,000-299,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +21895,40-44,Man,Thailand,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +21896,30-34,Woman,South Africa,Master’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +21897,40-44,Woman,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",Snowflake ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21898,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,, +21899,35-39,Man,Poland,Master’s degree,Product/Project Manager,I have never written code,,,,,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21900,22-24,Man,India,Bachelor’s degree,Other,3-5 years,C++,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21901,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21902,22-24,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,, +21903,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21904,40-44,Woman,India,I prefer not to answer,Other,I have never written code,,,,,50-249 employees,0,I do not know,,,,, +21905,22-24,Man,Malaysia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +21906,45-49,Man,Nigeria,Professional degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21907,30-34,Man,India,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,, +21908,18-21,Man,Indonesia,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21909,22-24,Woman,Nigeria,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,,,,,, +21910,18-21,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Other,A personal computer or laptop,Once,Under 1 year,,,,,,,, +21911,22-24,Nonbinary,Russia,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21912,35-39,Woman,India,Doctoral degree,Machine Learning Engineer,10-20 years,C++,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$1000-$9,999",Google Cloud BigQuery ,Amazon QuickSight,Other +21913,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21914,25-29,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +21915,22-24,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +21916,25-29,Woman,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +21917,40-44,Man,India,Bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,Other +21918,50-54,Man,Spain,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21919,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21920,55-59,Man,India,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21922,45-49,Man,Brazil,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21923,50-54,Man,Ireland,Master’s degree,Product/Project Manager,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21924,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21925,22-24,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,, +21926,30-34,Man,China,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +21927,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21928,22-24,Prefer not to say,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21929,45-49,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999",$1-$99,Microsoft SQL Server ,,Other +21930,22-24,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +21931,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21932,25-29,Man,Spain,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21933,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21934,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21935,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21936,40-44,Man,Australia,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,No (we do not use ML methods),"150,000-199,999",$100-$999,PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21937,22-24,Woman,Russia,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21938,18-21,Man,Nigeria,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21939,30-34,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +21940,45-49,Man,France,Professional degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +21941,60-69,Man,Republic of Korea,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21942,18-21,Man,Russia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21943,30-34,Man,Russia,Professional degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21944,45-49,Woman,United States of America,Master’s degree,Software Engineer,20+ years,Java,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21945,30-34,Man,Thailand,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +21946,30-34,Man,India,Master’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21947,40-44,Man,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,10-20 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,, +21948,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21949,22-24,Man,Kenya,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$10,000-$99,999",MySQL ,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +21951,35-39,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21952,30-34,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21953,35-39,Man,Singapore,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21954,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +21955,18-21,Man,India,Master’s degree,Student,5-10 years,MATLAB,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21956,25-29,Man,Viet Nam,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21957,22-24,Man,Poland,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21958,25-29,Man,Australia,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",PostgresSQL ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +21959,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21960,22-24,Man,China,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +21961,30-34,Woman,Singapore,Bachelor’s degree,Other,< 1 years,Python,,,,,,,,,,, +21962,45-49,Man,United States of America,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21963,22-24,Man,India,Professional degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +21964,22-24,Woman,Taiwan,Bachelor’s degree,Research Scientist,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,250-999 employees,3-4,No (we do not use ML methods),"3,000-3,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +21965,22-24,Woman,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +21966,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +21967,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +21968,55-59,Man,United States of America,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +21969,22-24,Man,Sri Lanka,Bachelor’s degree,Student,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21970,18-21,Man,Egypt,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21971,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +21972,35-39,Prefer not to say,Turkey,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +21973,22-24,Woman,India,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +21974,40-44,Woman,India,Doctoral degree,Data Analyst,< 1 years,R,,,,,,,,,,, +21975,30-34,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,, +21976,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,1-2,No (we do not use ML methods),,,,, +21977,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +21978,40-44,Man,Peru,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +21979,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21982,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +21983,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +21984,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21985,25-29,Woman,Canada,Master’s degree,Currently not employed,1-2 years,Java,A personal computer or laptop,,,,,,,,,, +21986,45-49,Man,Australia,Bachelor’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21987,25-29,Man,Argentina,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21988,70+,Man,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,20+ years,Other,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,I do not know,"1,000-1,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +21989,35-39,Man,Italy,Professional degree,Other,10-20 years,R,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +21990,18-21,Man,Russia,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21991,22-24,Man,Brazil,Bachelor’s degree,Data Analyst,5-10 years,Python,,,,,,,,,,, +21992,25-29,Man,Other,Bachelor’s degree,Data Engineer,3-5 years,SQL,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +21993,18-21,Man,Nepal,No formal education past high school,Student,I have never written code,,,,,,,,,,,, +21994,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +21995,40-44,Man,Greece,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,10-20 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21996,35-39,Man,Spain,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +21997,25-29,Woman,India,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,I do not know,"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21998,25-29,Man,Pakistan,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +21999,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22000,35-39,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +22001,60-69,Man,Japan,Some college/university study without earning a bachelor’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22002,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Java,A personal computer or laptop,,,,,,,,,, +22003,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +22004,45-49,Man,United States of America,Master’s degree,Business Analyst,1-2 years,R,,,,,,,,,,, +22005,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22006,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,,,,,,,,,,, +22007,45-49,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22008,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22009,25-29,Man,Switzerland,Master’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22010,22-24,Man,Spain,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22011,25-29,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22012,25-29,Woman,United States of America,Doctoral degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,0,,,,,, +22013,55-59,Prefer not to say,Germany,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +22014,55-59,Man,United States of America,Master’s degree,Data Scientist,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +22015,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +22016,40-44,Man,Egypt,Doctoral degree,Research Scientist,5-10 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22017,40-44,Man,United States of America,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22018,30-34,Man,India,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +22019,25-29,Woman,Russia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",MySQL ,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +22020,50-54,Man,Taiwan,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,, +22021,25-29,Man,United States of America,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22022,50-54,Man,India,Master’s degree,Product/Project Manager,10-20 years,C++,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +22023,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22024,25-29,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22025,18-21,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22026,30-34,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +22027,18-21,Man,Nepal,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +22028,40-44,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22029,22-24,Man,Ukraine,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,, +22030,50-54,Man,United States of America,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22031,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +22032,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Once,1-2 years,50-249 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,Other +22033,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,,,,, +22034,30-34,Man,Argentina,Bachelor’s degree,Data Analyst,1-2 years,Python,None,Never,I do not use machine learning methods,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,, +22035,25-29,Man,Brazil,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Oracle Database ,,Other +22036,30-34,Man,India,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22037,45-49,Man,Other,Master’s degree,Data Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22038,35-39,Prefer not to say,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22039,35-39,Man,Other,Master’s degree,DBA/Database Engineer,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +22040,45-49,Man,Japan,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22041,35-39,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,,,,,,,,,,,, +22042,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22043,22-24,Man,Russia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22044,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,Other,Once,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22045,25-29,Woman,Other,,,,,,,,,,,,,,, +22046,35-39,Man,Russia,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22047,30-34,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22048,22-24,Woman,Singapore,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),,,,, +22049,22-24,Woman,Indonesia,Bachelor’s degree,Software Engineer,1-2 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,PostgresSQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22050,22-24,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22051,25-29,Man,Italy,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22052,40-44,Man,Brazil,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22053,35-39,Man,Spain,Master’s degree,Research Scientist,5-10 years,C,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +22054,40-44,Man,Japan,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +22055,30-34,Woman,Nigeria,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22056,25-29,Man,Other,Doctoral degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,0-49 employees,0,I do not know,"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22057,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22058,18-21,Man,India,Professional degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22059,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22060,35-39,Man,Greece,No formal education past high school,,,,,,,,,,,,,, +22061,18-21,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22062,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22063,40-44,Man,India,Bachelor’s degree,Data Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",,,, +22064,22-24,Man,Brazil,,,,,,,,,,,,,,, +22065,35-39,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +22066,22-24,Prefer not to say,Other,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,, +22067,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22068,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +22069,25-29,Man,Japan,Master’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +22070,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22071,18-21,Man,India,Professional degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22072,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22073,30-34,Man,Egypt,Bachelor’s degree,,,,,,,,,,,,,, +22074,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,4-5 years,,,,,,,, +22075,18-21,Man,India,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22076,18-21,Man,India,Bachelor’s degree,Student,< 1 years,None,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22077,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22078,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22079,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22080,40-44,Woman,Nigeria,Doctoral degree,Software Engineer,1-2 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"4,000-4,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22081,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Software Engineer,10-20 years,MATLAB,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,No (we do not use ML methods),"1,000-1,999",$1-$99,,,Other +22082,30-34,Man,Turkey,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +22083,25-29,Woman,Morocco,Master’s degree,Statistician,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,,,, +22084,25-29,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22085,30-34,Man,Nigeria,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22086,45-49,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"100,000-124,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22087,35-39,Man,Taiwan,Master’s degree,Other,10-20 years,C,A personal computer or laptop,Once,10-20 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,Other +22088,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,5-10 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22089,25-29,Woman,Bangladesh,I prefer not to answer,Currently not employed,1-2 years,Python,,,,,,,,,,, +22090,35-39,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +22091,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",,, +22092,45-49,Woman,Germany,Master’s degree,Currently not employed,5-10 years,Python,Other,Never,Under 1 year,,,,,,,, +22093,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Bash,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,, +22094,30-34,Man,Russia,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,, +22095,30-34,Man,Ireland,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22096,40-44,Man,Japan,Doctoral degree,Currently not employed,10-20 years,Python,,,,,,,,,,, +22097,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +22098,45-49,Man,Other,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22099,25-29,Woman,India,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22100,25-29,Man,South Africa,Bachelor’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +22101,25-29,Woman,Italy,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22102,40-44,Woman,Brazil,Master’s degree,Currently not employed,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22103,60-69,Man,Canada,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,10-20 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22104,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22105,35-39,Man,Other,Master’s degree,Data Analyst,I have never written code,,,,,250-999 employees,3-4,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22106,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,$0-999,$0 ($USD),Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22107,30-34,Woman,India,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",,,Other +22108,30-34,Man,Japan,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22109,22-24,Woman,India,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22110,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22111,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22112,22-24,Woman,Tunisia,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22113,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22114,40-44,Prefer to self-describe,Spain,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22115,35-39,Man,United Arab Emirates,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22116,30-34,Man,India,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22117,40-44,Man,Israel,Master’s degree,Data Scientist,20+ years,Other,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$0 ($USD),,,Other +22118,45-49,Man,Peru,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22119,30-34,Man,China,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,Other +22120,22-24,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +22121,22-24,Man,China,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +22122,22-24,Man,Brazil,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22123,22-24,Man,France,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +22124,22-24,Nonbinary,Malaysia,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22125,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22126,25-29,Man,Portugal,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,I do not know,"10,000-14,999","$1000-$9,999",,, +22127,50-54,Man,United States of America,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"100,000-124,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22128,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +22129,25-29,Man,Brazil,Bachelor’s degree,,,,,,,,,,,,,, +22130,45-49,Woman,United States of America,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22131,30-34,Man,Poland,Doctoral degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22132,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +22133,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,, +22134,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +22135,22-24,Woman,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22136,35-39,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +22137,30-34,Woman,France,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +22138,45-49,Man,Netherlands,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22139,18-21,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +22140,22-24,Woman,Sri Lanka,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22141,40-44,Man,Argentina,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +22142,18-21,Man,India,Professional degree,Student,< 1 years,,,,,,,,,,,, +22143,18-21,Woman,Brazil,Bachelor’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22144,45-49,Man,Brazil,Bachelor’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22145,45-49,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,Other +22146,30-34,Man,Sri Lanka,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Microsoft Access ,, +22147,35-39,Man,India,Master’s degree,Product/Project Manager,10-20 years,C++,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"30,000-39,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22148,25-29,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22149,25-29,Man,Turkey,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22150,25-29,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22151,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,Other,2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Other,,Other +22152,40-44,Man,Spain,Doctoral degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22153,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22154,22-24,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +22155,55-59,Man,United States of America,Master’s degree,Research Scientist,20+ years,Java,,,,,,,,,,, +22156,30-34,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22157,22-24,Man,Morocco,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22158,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22159,40-44,Man,India,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22160,40-44,Man,France,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22161,22-24,Man,Philippines,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +22162,30-34,Man,Greece,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22163,40-44,Man,Indonesia,No formal education past high school,Product/Project Manager,I have never written code,,,,,250-999 employees,,,,,,, +22164,30-34,Man,Other,Master’s degree,Data Engineer,< 1 years,Julia,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22165,22-24,Man,Nigeria,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22166,22-24,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22167,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22168,30-34,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22169,22-24,Woman,Japan,Master’s degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22170,30-34,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",1-2,I do not know,,,,, +22171,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +22172,30-34,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22173,40-44,Man,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22174,45-49,Man,Spain,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22175,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22176,45-49,Man,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22177,35-39,Man,United States of America,Master’s degree,Currently not employed,,,,,,,,,,,,, +22178,25-29,Man,Switzerland,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +22179,55-59,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,Other,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22180,50-54,Man,Italy,Some college/university study without earning a bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22181,22-24,Man,Bangladesh,Bachelor’s degree,,,,,,,,,,,,,, +22182,18-21,Woman,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22183,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,Other,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22184,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22185,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +22186,22-24,Man,Russia,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22187,30-34,Man,Ireland,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22188,40-44,Man,Japan,Master’s degree,Student,1-2 years,Swift,,,,,,,,,,, +22189,22-24,Man,Egypt,,,,,,,,,,,,,,, +22190,35-39,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,Other,Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22191,40-44,Woman,Spain,Doctoral degree,Other,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22192,22-24,Man,India,Bachelor’s degree,Data Engineer,5-10 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +22193,35-39,Woman,United States of America,Master’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22194,18-21,Woman,Philippines,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +22195,45-49,Man,Colombia,Professional degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +22196,30-34,Man,Canada,Some college/university study without earning a bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +22197,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22198,30-34,Man,Germany,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22199,40-44,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22200,22-24,Man,United States of America,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22201,18-21,Man,India,Master’s degree,Other,3-5 years,C++,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22202,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22203,22-24,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22204,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +22205,35-39,Man,Colombia,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22206,18-21,Woman,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22207,18-21,Woman,Thailand,Bachelor’s degree,,,,,,,,,,,,,, +22208,18-21,Man,Canada,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22209,30-34,Man,Brazil,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22210,35-39,Man,Saudi Arabia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,,,,, +22211,45-49,Woman,France,Doctoral degree,Currently not employed,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22212,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22213,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22214,30-34,Woman,Portugal,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22215,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,R,,,,,,,,,,, +22216,30-34,Man,Canada,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Once,3-4 years,50-249 employees,0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22217,60-69,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22253,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22218,30-34,Man,Sweden,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22219,40-44,Man,Japan,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22220,22-24,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22221,22-24,Prefer not to say,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +22222,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Java,,,,,,,,,,, +22223,25-29,Man,Bangladesh,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"4,000-4,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22224,22-24,Man,Australia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +22225,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"4,000-4,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22226,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,,,,, +22227,22-24,Man,Turkey,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22228,40-44,Man,Russia,I prefer not to answer,Currently not employed,< 1 years,Python,,,,,,,,,,, +22229,55-59,Man,Japan,Doctoral degree,Statistician,20+ years,Other,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22230,18-21,Man,Pakistan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22231,25-29,Man,Nigeria,Master’s degree,Other,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22232,22-24,Man,India,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,,,,,,,,, +22233,40-44,Man,India,,,,,,,,,,,,,,, +22234,25-29,Nonbinary,Other,,,,,,,,,,,,,,, +22235,18-21,Man,Sri Lanka,Bachelor’s degree,Student,< 1 years,None,None,Never,I do not use machine learning methods,,,,,,,, +22236,22-24,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22237,55-59,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22238,18-21,Man,Mexico,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22239,30-34,Man,France,Doctoral degree,Research Scientist,20+ years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22240,22-24,Man,Taiwan,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22241,22-24,Man,Brazil,I prefer not to answer,Data Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +22242,25-29,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22243,35-39,Man,Argentina,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22244,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22245,40-44,Man,Turkey,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22246,22-24,Man,India,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +22247,22-24,Man,India,,,,,,,,,,,,,,, +22248,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +22249,25-29,Man,India,Master’s degree,Machine Learning Engineer,< 1 years,C,Other,Never,1-2 years,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22250,50-54,Man,United States of America,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,20 or more years,250-999 employees,3-4,I do not know,"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22251,30-34,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +22252,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22254,30-34,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22255,45-49,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22256,22-24,Woman,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22257,22-24,Man,Tunisia,Bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +22258,22-24,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +22259,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22260,18-21,Woman,Indonesia,Bachelor’s degree,Data Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,,,,,,,,, +22261,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22262,35-39,Man,Russia,,,,,,,,,,,,,,, +22263,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22264,40-44,Woman,Other,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22265,60-69,Man,United States of America,Doctoral degree,Research Scientist,20+ years,C,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22266,70+,Man,Chile,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22267,22-24,Man,Taiwan,Master’s degree,Student,1-2 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22268,25-29,Man,Germany,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,, +22269,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22270,35-39,Woman,Taiwan,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22271,40-44,Man,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +22272,25-29,Woman,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22273,22-24,Man,Egypt,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +22274,25-29,Man,Japan,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22275,55-59,Man,Russia,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,20 or more years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22276,22-24,Woman,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,,,,, +22277,22-24,Man,Japan,Bachelor’s degree,Student,,,,,,,,,,,,, +22278,25-29,Man,Peru,Master’s degree,Machine Learning Engineer,3-5 years,MATLAB,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22279,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +22280,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,, +22281,35-39,Woman,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,Other +22282,35-39,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22283,25-29,Man,Other,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22284,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22285,30-34,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22286,25-29,Man,Germany,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",MySQL ,, +22287,35-39,Woman,Spain,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22288,18-21,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"5,000-7,499","$100,000 or more ($USD)",,, +22289,35-39,Man,Canada,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22290,30-34,Woman,South Korea,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22291,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22292,30-34,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22293,22-24,Man,Italy,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +22294,45-49,Man,Peru,Bachelor’s degree,Statistician,10-20 years,Python,A personal computer or laptop,6-25 times,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22295,30-34,Man,Egypt,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),SQLite ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22296,22-24,Man,Russia,,,,,,,,,,,,,,, +22297,30-34,Man,Egypt,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,, +22298,40-44,Woman,Greece,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999","$1000-$9,999",,, +22299,50-54,Woman,Poland,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22300,30-34,Woman,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +22301,40-44,Man,Russia,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,250-999 employees,0,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22302,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22303,22-24,Woman,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22304,35-39,Man,Taiwan,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22305,60-69,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22306,45-49,Man,Brazil,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22307,35-39,Man,India,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22308,30-34,Man,Japan,,,,,,,,,,,,,,, +22309,25-29,Man,United States of America,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22310,22-24,Woman,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,,,,,, +22311,45-49,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +22312,50-54,Man,Australia,Bachelor’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22313,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22314,22-24,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22315,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22316,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +22317,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22318,25-29,Woman,Egypt,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22319,40-44,Man,Other,No formal education past high school,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22320,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22321,55-59,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22322,50-54,Man,Italy,Doctoral degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,Other +22323,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22324,30-34,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22325,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22326,45-49,Man,Japan,Doctoral degree,Research Scientist,10-20 years,C,A personal computer or laptop,More than 25 times,20 or more years,"10,000 or more employees",3-4,I do not know,$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22327,45-49,Man,United States of America,Bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22328,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22329,50-54,Man,Israel,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,20 or more years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","250,000-299,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +22330,25-29,Man,India,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22331,30-34,Man,Switzerland,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22332,25-29,Woman,Sri Lanka,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22333,30-34,Man,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22334,25-29,Man,India,,,,,,,,,,,,,,, +22335,18-21,Woman,Turkey,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22336,40-44,Man,Mexico,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22337,40-44,Man,United States of America,Doctoral degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22338,50-54,Man,Mexico,Professional degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),,,,, +22339,45-49,Man,United States of America,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"200,000-249,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22340,70+,Man,United States of America,Professional degree,Student,I have never written code,,,,,,,,,,,, +22341,45-49,Man,France,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,250-999 employees,0,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22342,45-49,Man,Thailand,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +22343,22-24,Man,United States of America,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22344,25-29,Man,India,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,,,,,, +22345,22-24,Woman,India,,,,,,,,,,,,,,, +22346,35-39,Woman,Mexico,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22347,25-29,Woman,Colombia,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",,,, +22348,35-39,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +22349,55-59,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22350,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22351,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$1-$99,MySQL ,Alteryx , +22352,35-39,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22353,35-39,Woman,United States of America,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",0,I do not know,,,,, +22354,22-24,Woman,Indonesia,Bachelor’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22355,22-24,Man,Australia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22356,22-24,Man,Kenya,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22357,35-39,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22358,18-21,Woman,Turkey,Bachelor’s degree,,,,,,,,,,,,,, +22359,25-29,Woman,Russia,Master’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22360,30-34,Man,India,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22361,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$1-$99,Other,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22362,25-29,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"5,000-7,499",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22363,22-24,Woman,India,Master’s degree,Statistician,I have never written code,,,,,250-999 employees,3-4,I do not know,$0-999,$1-$99,,, +22364,30-34,Man,United States of America,Master’s degree,Business Analyst,I have never written code,,,,,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",,, +22365,22-24,Man,Indonesia,Bachelor’s degree,Other,3-5 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22366,22-24,Man,Japan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +22367,25-29,Man,Bangladesh,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22368,35-39,Man,Colombia,Master’s degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22369,60-69,Man,Japan,Doctoral degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,MySQL ,Microsoft Power BI, +22370,18-21,Man,India,,,,,,,,,,,,,,, +22371,50-54,Man,Singapore,Doctoral degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",Oracle Database ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22372,22-24,Man,South Africa,Master’s degree,Student,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22373,35-39,Man,Other,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22374,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22375,22-24,Woman,Pakistan,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22376,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22377,22-24,Woman,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22378,35-39,Man,Israel,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22468,22-24,Man,Pakistan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22379,18-21,Woman,India,Doctoral degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,,,Other +22380,22-24,Man,Turkey,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +22381,45-49,Man,India,Professional degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",,,, +22382,55-59,Man,Brazil,Doctoral degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",IBM Db2 ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +22383,25-29,Man,Other,Bachelor’s degree,,,,,,,,,,,,,, +22384,30-34,Woman,Other,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"30,000-39,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22385,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22386,22-24,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),,,,, +22387,30-34,Prefer not to say,India,I prefer not to answer,Currently not employed,10-20 years,Bash,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +22388,30-34,Man,South Korea,No formal education past high school,Business Analyst,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,,,, +22389,22-24,Woman,China,,,,,,,,,,,,,,, +22390,25-29,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22391,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22392,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22393,18-21,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,"1000-9,999 employees",10-14,I do not know,"70,000-79,999","$1000-$9,999",MySQL ,, +22394,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22395,25-29,Man,Turkey,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22396,18-21,Woman,China,Master’s degree,Student,< 1 years,None,A personal computer or laptop,Never,,,,,,,,, +22397,35-39,Man,Saudi Arabia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +22398,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +22399,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22400,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22401,30-34,Man,Brazil,Doctoral degree,Machine Learning Engineer,10-20 years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22402,35-39,Man,Philippines,Master’s degree,Business Analyst,1-2 years,Python,,,,,,,,,,, +22403,30-34,Woman,United States of America,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +22404,35-39,Man,Peru,Bachelor’s degree,Statistician,3-5 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22405,25-29,Man,Japan,Master’s degree,Research Scientist,1-2 years,None,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22406,30-34,Man,Brazil,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,MongoDB ,,Other +22407,45-49,Man,United States of America,Bachelor’s degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Snowflake ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22408,40-44,Man,Brazil,Bachelor’s degree,DBA/Database Engineer,5-10 years,Python,Other,,,,,,,,,, +22409,30-34,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22410,30-34,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22411,40-44,Man,Argentina,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,Other +22412,25-29,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22413,25-29,Man,India,Professional degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +22414,25-29,Man,Brazil,Master’s degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,,,Other +22415,45-49,Man,Russia,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",Microsoft SQL Server ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22416,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22417,25-29,Man,Singapore,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22418,45-49,Man,Italy,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22419,30-34,Man,Viet Nam,Doctoral degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22420,25-29,Woman,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22421,30-34,Woman,Other,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +22422,25-29,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22423,22-24,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22424,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22425,30-34,Man,India,Doctoral degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,,,,,,,,, +22426,40-44,Man,Australia,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22427,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +22428,50-54,Man,France,Master’s degree,Product/Project Manager,20+ years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22429,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +22430,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +22431,25-29,Woman,Colombia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,, +22432,22-24,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MongoDB ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22433,25-29,Man,France,Master’s degree,Machine Learning Engineer,10-20 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +22434,35-39,Man,Brazil,Doctoral degree,Data Analyst,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,, +22435,22-24,Man,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +22436,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22469,25-29,Man,France,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22437,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Amazon Redshift ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22438,40-44,Man,Japan,Doctoral degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,10-20 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22439,22-24,Man,Japan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22440,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"15,000-19,999",$0 ($USD),,,Other +22441,45-49,Man,India,Professional degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +22442,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +22443,35-39,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",SQLite ,Microsoft Power BI,Other +22444,30-34,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22445,30-34,Man,Brazil,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,I do not know,"20,000-24,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +22446,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Product/Project Manager,3-5 years,None,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +22447,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22448,60-69,Man,Netherlands,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22449,25-29,Man,Japan,No formal education past high school,Statistician,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22450,18-21,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22451,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22452,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +22453,30-34,Man,Ukraine,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22454,25-29,Woman,South Korea,I prefer not to answer,Data Scientist,I have never written code,,,,,,,,,,,, +22455,25-29,Woman,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22456,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,,,,,,,,,,, +22457,22-24,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +22458,22-24,Man,Egypt,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22459,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22460,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +22461,25-29,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22462,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +22463,25-29,Woman,United States of America,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22464,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22465,25-29,Man,China,Master’s degree,Data Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22466,55-59,Man,Spain,Professional degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22467,35-39,Man,Russia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22470,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22471,45-49,Man,United States of America,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),,,,, +22472,25-29,Man,Kenya,Bachelor’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22473,25-29,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22474,25-29,Man,Morocco,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,, +22475,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22476,35-39,Man,Russia,Master’s degree,Business Analyst,< 1 years,Python,None,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22477,25-29,Man,Ukraine,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22478,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22479,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Java,A personal computer or laptop,Never,1-2 years,,,,,,,, +22480,25-29,Man,South Korea,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22481,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22482,40-44,Woman,Other,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22483,35-39,Man,Other,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22484,50-54,Man,Sweden,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22485,35-39,Man,Spain,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,More than 25 times,4-5 years,0-49 employees,0,No (we do not use ML methods),"80,000-89,999",$100-$999,,,Other +22486,30-34,Man,Australia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22487,18-21,Man,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22488,35-39,Man,India,Master’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +22489,22-24,Woman,India,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22490,35-39,Prefer not to say,Canada,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22491,45-49,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +22492,30-34,Man,Germany,Master’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +22493,45-49,Man,Thailand,I prefer not to answer,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22494,30-34,Man,Argentina,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,, +22495,22-24,Woman,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22496,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22497,18-21,Woman,India,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22498,35-39,Man,Other,I prefer not to answer,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),,,,, +22499,18-21,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +22500,22-24,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +22501,25-29,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22502,40-44,Man,Colombia,Master’s degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",3-4,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22503,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22504,35-39,Man,Ukraine,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"40,000-49,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22505,30-34,Man,Italy,No formal education past high school,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",,, +22506,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22507,25-29,Man,Italy,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,, +22508,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +22509,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",,,, +22510,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22511,22-24,Woman,United States of America,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22512,30-34,Man,Russia,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22513,35-39,Man,India,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22514,25-29,Man,China,Bachelor’s degree,,,,,,,,,,,,,, +22515,22-24,Man,Kenya,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22516,30-34,Man,China,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +22517,25-29,Man,Nigeria,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22518,40-44,Man,Other,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"100,000-124,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22519,30-34,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +22520,60-69,Man,Colombia,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22521,35-39,Man,Germany,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +22522,35-39,Man,Morocco,Professional degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +22523,18-21,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22524,30-34,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22525,30-34,Man,China,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22526,30-34,Man,Colombia,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22527,25-29,Man,Other,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22528,60-69,Man,Canada,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22529,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +22530,30-34,Man,Ukraine,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Once,,,,,,,,, +22531,30-34,Man,Taiwan,Master’s degree,Machine Learning Engineer,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",,,Other +22532,22-24,Woman,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +22533,30-34,Man,India,,,,,,,,,,,,,,, +22534,35-39,Man,Malaysia,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22535,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22536,25-29,Man,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",,,, +22537,40-44,Man,Mexico,Professional degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,4-5 years,,,,,,,, +22538,25-29,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +22539,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22540,25-29,Man,Sri Lanka,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"2,000-2,999",$0 ($USD),,,Other +22541,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22542,25-29,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22543,40-44,Man,Singapore,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22544,30-34,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"150,000-199,999","$100,000 or more ($USD)",,, +22545,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Bash,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22546,18-21,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22547,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +22548,35-39,Man,Germany,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22549,60-69,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22550,50-54,Man,Thailand,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",,Microsoft Power BI, +22551,25-29,Man,Belgium,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),$0-999,$0 ($USD),,, +22552,25-29,Man,Philippines,Master’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22553,25-29,Man,Romania,Bachelor’s degree,,,,,,,,,,,,,, +22554,25-29,Man,China,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22555,50-54,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,No (we do not use ML methods),"100,000-124,999",$100-$999,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22556,40-44,Man,Taiwan,Doctoral degree,Research Scientist,I have never written code,,,,,"1000-9,999 employees",20+,I do not know,"40,000-49,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +22557,22-24,Man,Other,Master’s degree,Student,1-2 years,Python,None,Once,Under 1 year,,,,,,,, +22558,25-29,Man,South Africa,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +22559,22-24,Woman,Other,Bachelor’s degree,Machine Learning Engineer,1-2 years,C++,Other,2-5 times,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$1-$99,,,Other +22560,25-29,Woman,Turkey,Doctoral degree,,,,,,,,,,,,,, +22561,30-34,Man,Ghana,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22562,22-24,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22563,40-44,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,, +22564,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22565,18-21,Man,Egypt,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22566,25-29,Man,Taiwan,Master’s degree,Data Engineer,1-2 years,Bash,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +22567,25-29,Man,Sweden,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22568,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +22569,25-29,Man,Other,Master’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22570,40-44,Man,Ukraine,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22571,25-29,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +22572,35-39,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22573,22-24,Man,Italy,Master’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22574,30-34,Man,India,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +22575,18-21,Man,India,Bachelor’s degree,Student,,,,,,,,,,,,, +22576,50-54,Woman,Ireland,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22577,22-24,Man,Bangladesh,Bachelor’s degree,Research Scientist,5-10 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,5-9,I do not know,$0-999,$1-$99,Microsoft Access ,Google Data Studio, +22578,30-34,Man,France,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22579,35-39,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22580,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22581,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22582,50-54,Man,Japan,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22583,25-29,Man,China,Master’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22584,18-21,Man,Canada,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22585,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22586,35-39,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,I do not know,"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22587,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22588,22-24,Man,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22589,18-21,Man,India,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22590,22-24,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22591,25-29,Woman,Poland,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22592,22-24,Man,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22593,25-29,Man,Germany,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22594,35-39,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22595,40-44,Man,Italy,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"25,000-29,999",$0 ($USD),,, +22596,25-29,Prefer to self-describe,South Africa,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22597,25-29,Man,Other,Master’s degree,Data Analyst,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,Google Cloud SQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22598,50-54,Man,United States of America,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22599,22-24,Man,Spain,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22600,60-69,Man,Italy,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,I do not know,"10,000-14,999",$100-$999,,, +22601,18-21,Woman,India,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +22602,35-39,Prefer not to say,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22603,35-39,Man,Romania,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22604,30-34,Man,Spain,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22605,22-24,Woman,Turkey,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +22606,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22607,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,Other +22608,30-34,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22609,25-29,Man,Japan,Master’s degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22610,40-44,Man,Bangladesh,I prefer not to answer,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,, +22611,25-29,Woman,Brazil,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22612,25-29,Man,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,, +22613,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22614,30-34,Woman,Morocco,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22615,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,Other,Never,Under 1 year,,,,,,,, +22616,30-34,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22617,25-29,Man,France,Master’s degree,Data Scientist,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +22618,35-39,Man,Netherlands,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,Other +22619,22-24,Man,Netherlands,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22620,22-24,Woman,France,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +22621,35-39,Man,United States of America,Doctoral degree,Other,5-10 years,R,A personal computer or laptop,Once,4-5 years,250-999 employees,5-9,I do not know,"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22622,22-24,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22623,25-29,Woman,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22624,18-21,Man,Viet Nam,Bachelor’s degree,Student,< 1 years,MATLAB,A personal computer or laptop,,,,,,,,,, +22625,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22626,40-44,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22627,30-34,Man,India,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22628,30-34,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22629,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,Other,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22630,30-34,Woman,Russia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$1000-$9,999",,, +22631,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +22632,30-34,Man,Viet Nam,Professional degree,Other,1-2 years,Python,None,Never,I do not use machine learning methods,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22633,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22634,40-44,Man,Germany,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22635,50-54,Man,Australia,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",,,Other +22636,18-21,Woman,Kenya,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +22637,40-44,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22638,45-49,Woman,Argentina,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +22639,25-29,Woman,Germany,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22640,40-44,Man,Spain,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22641,22-24,Man,Viet Nam,,,,,,,,,,,,,,, +22642,40-44,Man,France,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,, +22643,25-29,Man,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22644,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,, +22645,18-21,Man,Russia,Bachelor’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22646,55-59,Man,China,Doctoral degree,Data Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,20 or more years,"10,000 or more employees",20+,,,,,, +22647,22-24,Woman,Tunisia,Professional degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +22648,35-39,Man,United States of America,Bachelor’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22649,25-29,Man,Other,Bachelor’s degree,Data Analyst,5-10 years,Julia,A personal computer or laptop,Once,3-4 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$1-$99,Amazon Redshift ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22650,25-29,Man,Other,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22651,30-34,Man,Turkey,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$100-$999,,,Other +22652,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$10,000-$99,999",,,Other +22653,45-49,Woman,Greece,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22654,25-29,Man,China,Doctoral degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22655,30-34,Man,Russia,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22656,25-29,Woman,Nigeria,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22657,30-34,Man,France,Doctoral degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22658,25-29,Man,Turkey,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22659,45-49,Man,Sweden,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,Other +22660,18-21,Man,Pakistan,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,3-4,,,,,, +22661,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22662,50-54,Woman,Other,,,,,,,,,,,,,,, +22663,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,Other +22664,30-34,Man,Japan,,,,,,,,,,,,,,, +22665,18-21,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +22666,22-24,Man,India,,,,,,,,,,,,,,, +22667,35-39,Man,Sri Lanka,Master’s degree,Business Analyst,1-2 years,Swift,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22668,25-29,Man,Other,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22669,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +22670,35-39,Woman,Peru,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22671,35-39,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +22672,55-59,Man,Japan,Master’s degree,Currently not employed,20+ years,Other,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22673,22-24,Woman,Kenya,Bachelor’s degree,Software Engineer,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +22674,25-29,Man,Other,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22675,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Amazon Redshift ,,Other +22676,25-29,Man,Turkey,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22677,30-34,Prefer not to say,Germany,Master’s degree,Other,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"40,000-49,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22678,22-24,Man,Malaysia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +22679,22-24,Man,Russia,,,,,,,,,,,,,,, +22680,18-21,Man,China,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22681,30-34,Man,Kenya,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22682,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22683,30-34,Man,India,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,, +22684,25-29,Man,Thailand,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,,,, +22685,40-44,Man,Greece,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22686,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22743,22-24,Man,India,Professional degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22687,30-34,Woman,Russia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22688,40-44,Man,Russia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22689,35-39,Woman,Pakistan,Doctoral degree,Other,,,,,,,,,,,,, +22690,60-69,Man,France,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22691,30-34,Man,Switzerland,Master’s degree,Other,1-2 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,"100,000-124,999",$0 ($USD),,, +22692,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22693,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22694,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +22695,30-34,Woman,United States of America,Doctoral degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Amazon Redshift ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22696,18-21,Man,Viet Nam,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,I do not know,"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22697,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22698,25-29,Man,China,Master’s degree,Currently not employed,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +22699,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22700,40-44,Man,Germany,No formal education past high school,Data Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",,,, +22701,25-29,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22702,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22703,18-21,Man,China,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22704,45-49,Man,Brazil,Bachelor’s degree,Research Scientist,I have never written code,,,,,,,,,,,, +22705,60-69,Man,Russia,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,"$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22706,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +22707,25-29,Man,Republic of Korea,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +22708,25-29,Man,Japan,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22709,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +22710,50-54,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22711,30-34,Man,France,Master’s degree,Data Scientist,< 1 years,Python,None,Never,Under 1 year,50-249 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22712,25-29,Man,Other,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22713,18-21,Woman,"Iran, Islamic Republic of...",Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22714,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +22715,35-39,Man,India,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22918,18-21,Man,Poland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22716,50-54,Man,Brazil,Bachelor’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"> $500,000","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22717,30-34,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22718,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +22719,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22720,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22721,25-29,Man,Colombia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22722,22-24,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22723,45-49,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,More than 25 times,2-3 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22724,60-69,Man,United States of America,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22725,45-49,Woman,France,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22726,18-21,Woman,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,I do not know,,,,, +22727,35-39,Man,Other,Doctoral degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$100,000 or more ($USD)",Oracle Database ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +22728,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +22729,35-39,Woman,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"25,000-29,999",$0 ($USD),,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22730,60-69,Man,United States of America,Master’s degree,Student,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22731,30-34,Man,Mexico,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22732,22-24,Man,Taiwan,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +22733,35-39,Man,Germany,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22734,35-39,Woman,Peru,Master’s degree,Business Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,Google Cloud SQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22735,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22736,40-44,Man,Viet Nam,Master’s degree,Data Engineer,I have never written code,,,,,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,, +22737,40-44,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +22738,18-21,Man,China,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22739,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22740,30-34,Man,Indonesia,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,TIBCO Spotfire,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22741,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22742,30-34,Man,Netherlands,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22744,25-29,Woman,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22745,40-44,Man,Spain,Master’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,"25,000-29,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22746,30-34,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",Oracle Database ,SAP Analytics Cloud ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22747,25-29,Man,India,,,,,,,,,,,,,,, +22748,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22749,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22750,45-49,Man,Turkey,Bachelor’s degree,Other,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22751,25-29,Man,Bangladesh,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22752,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +22753,25-29,Woman,Sweden,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +22754,22-24,Man,Netherlands,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22755,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22756,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22757,50-54,Man,Nigeria,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22758,18-21,Man,Turkey,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +22759,25-29,Man,Japan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22760,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,, +22761,30-34,Man,Turkey,Master’s degree,Statistician,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22762,30-34,Man,Tunisia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22763,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22764,22-24,Man,Japan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +22765,22-24,Man,Russia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +22766,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MongoDB ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +22767,55-59,Man,United States of America,Master’s degree,Software Engineer,20+ years,Other,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22768,30-34,Man,South Korea,Doctoral degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,,,,,,,, +22769,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22770,40-44,Man,United States of America,Professional degree,Data Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22771,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22772,30-34,Woman,Turkey,,,,,,,,,,,,,,, +22773,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Advanced statistical software (SPSS, SAS, etc.)" +22774,30-34,Man,India,Professional degree,Other,I have never written code,,,,,0-49 employees,3-4,I do not know,"10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22775,18-21,Woman,India,,,,,,,,,,,,,,, +22776,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +22777,22-24,Man,Other,Master’s degree,Student,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22778,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22779,35-39,Man,Russia,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22780,22-24,Woman,China,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +22781,35-39,Man,France,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Snowflake ,,"Advanced statistical software (SPSS, SAS, etc.)" +22782,25-29,Man,Netherlands,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,, +22783,22-24,Man,Other,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",Microsoft SQL Server ,,Other +22784,35-39,Man,Other,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22785,50-54,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Oracle Database ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +22786,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22787,18-21,Woman,Kenya,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22788,25-29,Man,United States of America,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22789,22-24,Man,India,Doctoral degree,Statistician,3-5 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22790,35-39,Man,France,Master’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +22791,40-44,Man,India,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,, +22792,40-44,Woman,United States of America,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22793,45-49,Man,Colombia,Bachelor’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22794,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22795,45-49,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$100-$999,Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22796,45-49,Man,Chile,Professional degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +22797,22-24,Man,India,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22798,40-44,Man,Other,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22799,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,Other,2-5 times,,,,,,,,, +22800,30-34,Woman,Russia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +22801,18-21,Woman,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22802,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,I have never written code,,,,,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22803,22-24,Woman,India,,,,,,,,,,,,,,, +22804,30-34,Woman,Japan,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +22805,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22806,45-49,Woman,Brazil,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22807,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22808,22-24,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22809,30-34,Man,Ghana,No formal education past high school,Data Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",,,, +22810,30-34,Man,Romania,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22811,40-44,Man,Australia,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,No (we do not use ML methods),,,,, +22812,30-34,Man,Germany,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,10-14,I do not know,"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22813,40-44,Man,Belgium,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,,,,, +22814,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +22815,25-29,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22816,25-29,Man,Philippines,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$1-$99,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +22817,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22818,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22819,30-34,Man,Turkey,Professional degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +22820,30-34,Man,India,Professional degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22821,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22822,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +22823,22-24,Woman,India,,,,,,,,,,,,,,, +22824,45-49,Man,Brazil,Doctoral degree,Research Scientist,I have never written code,,,,,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22825,18-21,Woman,Taiwan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22826,30-34,Man,Australia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22827,22-24,Woman,India,Master’s degree,Other,3-5 years,Python,,,,,,,,,,, +22828,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22829,30-34,Man,Brazil,Master’s degree,Business Analyst,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22830,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +22831,35-39,Man,Russia,Doctoral degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22832,30-34,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +22833,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22834,30-34,Woman,Canada,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"80,000-89,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22835,35-39,Woman,Russia,Professional degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +22836,18-21,Man,India,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +22837,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22838,40-44,Man,Other,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22839,22-24,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22840,30-34,Man,Italy,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22841,35-39,Man,Kenya,Bachelor’s degree,Product/Project Manager,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22842,25-29,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22843,25-29,Man,India,,,,,,,,,,,,,,, +22844,18-21,Prefer not to say,China,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22845,30-34,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22846,30-34,Man,Other,Doctoral degree,Statistician,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio, +22847,40-44,Man,Italy,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",15-19,I do not know,"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22848,30-34,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22849,45-49,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22850,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22851,30-34,Man,Canada,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,, +22852,35-39,Woman,United States of America,Doctoral degree,Statistician,3-5 years,R,Other,Never,2-3 years,250-999 employees,3-4,I do not know,"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22853,35-39,Prefer not to say,Russia,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +22854,25-29,Man,Japan,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22855,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +22856,22-24,Man,Belarus,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22857,25-29,Man,Peru,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22858,25-29,Man,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22919,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22859,25-29,Woman,Indonesia,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$10,000-$99,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22860,30-34,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22861,35-39,Man,Other,Bachelor’s degree,Data Engineer,10-20 years,Other,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22862,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +22863,25-29,Woman,Morocco,,,,,,,,,,,,,,, +22864,50-54,Man,India,Doctoral degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22865,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22866,35-39,Man,Other,Master’s degree,Currently not employed,1-2 years,,,,,,,,,,,, +22867,50-54,Man,Brazil,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22868,30-34,Woman,United States of America,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22869,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +22870,22-24,Man,Tunisia,Bachelor’s degree,Student,5-10 years,Javascript,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22871,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Currently not employed,5-10 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,, +22872,40-44,Man,Saudi Arabia,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +22873,55-59,Man,Japan,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",,, +22874,25-29,Woman,Indonesia,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,0-49 employees,20+,,,,,, +22875,50-54,Man,Spain,Doctoral degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,20 or more years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +22876,25-29,Man,Argentina,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22877,25-29,Man,China,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22878,22-24,Man,India,Master’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22879,50-54,Man,Germany,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",,SAP Analytics Cloud ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22880,45-49,Man,Other,Master’s degree,Other,5-10 years,Python,None,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,,, +22881,60-69,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22882,22-24,Man,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$1-$99,MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +22883,40-44,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22884,35-39,Woman,United States of America,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"90,000-99,999",$0 ($USD),,, +22885,25-29,Woman,Mexico,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22886,30-34,Man,Turkey,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +22887,18-21,Man,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,, +22888,25-29,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +22889,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22890,25-29,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22891,25-29,Man,United States of America,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22892,18-21,Man,India,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,, +22893,22-24,Man,China,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +22894,25-29,Man,India,No formal education past high school,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Oracle Database ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22895,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22896,25-29,Woman,Russia,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22897,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22898,45-49,Man,Spain,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22899,30-34,Man,United States of America,Doctoral degree,Student,10-20 years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22900,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22901,30-34,Man,India,Doctoral degree,Statistician,10-20 years,R,,,,,,,,,,, +22902,30-34,Woman,Brazil,Professional degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22903,40-44,Man,Brazil,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"7,500-9,999",$0 ($USD),,, +22904,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22905,22-24,Woman,India,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22906,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22907,25-29,Woman,Portugal,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22908,22-24,Man,Turkey,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,SQLite ,,Other +22909,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +22910,22-24,Man,Pakistan,,,,,,,,,,,,,,, +22911,25-29,Man,Indonesia,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22912,25-29,Woman,Argentina,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22913,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +22914,45-49,Man,Japan,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22915,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22916,45-49,Woman,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999",$0 ($USD),PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22917,30-34,Man,Argentina,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22922,55-59,Man,Mexico,Bachelor’s degree,Currently not employed,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22923,25-29,Woman,Egypt,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +22924,25-29,Prefer not to say,Saudi Arabia,Doctoral degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22925,45-49,Man,Netherlands,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22926,25-29,Man,Pakistan,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,Einstein Analytics,"Advanced statistical software (SPSS, SAS, etc.)" +22927,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +22928,70+,Man,Canada,,,,,,,,,,,,,,, +22929,18-21,Man,Romania,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22930,25-29,Man,Ukraine,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22931,30-34,Man,Kenya,Doctoral degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +22932,50-54,Man,Thailand,Bachelor’s degree,Other,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"100,000-124,999",$0 ($USD),MongoDB ,Salesforce,Other +22933,45-49,Man,Portugal,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22934,45-49,Man,Spain,Master’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,Microsoft Access ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22935,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,Other +22936,35-39,Man,Other,Professional degree,Business Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +22937,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22938,40-44,Woman,United States of America,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"70,000-79,999",$0 ($USD),Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +22939,22-24,Woman,Indonesia,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22940,50-54,Man,India,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22941,18-21,Woman,Other,Bachelor’s degree,Student,< 1 years,Other,A personal computer or laptop,,,,,,,,,, +22942,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,< 1 years,SQL,,,,,,,,,,, +22943,22-24,Man,Tunisia,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +22944,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +22945,30-34,Woman,Portugal,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22946,22-24,Man,India,No formal education past high school,Machine Learning Engineer,< 1 years,Python,,,,,,,,,,, +22947,30-34,Man,Mexico,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +22948,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22949,40-44,Man,Indonesia,Professional degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22950,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23190,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22951,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",,,, +22952,25-29,Man,South Africa,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22953,30-34,Man,Spain,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,I do not know,"25,000-29,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22954,25-29,Man,"Iran, Islamic Republic of...",Doctoral degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +22955,22-24,Woman,Tunisia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +22956,45-49,Man,Portugal,Master’s degree,Product/Project Manager,3-5 years,MATLAB,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22957,22-24,Man,Malaysia,Bachelor’s degree,Student,3-5 years,Python,None,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22958,35-39,Man,Ghana,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +22959,22-24,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,Other +22960,30-34,Woman,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +22961,30-34,Man,United States of America,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22962,18-21,Man,Belgium,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22963,25-29,Man,Canada,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22964,25-29,Man,Brazil,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22965,35-39,Man,Russia,No formal education past high school,Software Engineer,10-20 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22966,30-34,Man,Other,Doctoral degree,Research Scientist,5-10 years,MATLAB,,,,,,,,,,, +22967,55-59,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",Amazon Redshift ,,"Advanced statistical software (SPSS, SAS, etc.)" +22968,22-24,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22969,55-59,Man,Netherlands,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,6-25 times,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +22970,35-39,Man,Germany,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Amazon Redshift ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22971,18-21,Woman,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22972,18-21,Man,Colombia,Some college/university study without earning a bachelor’s degree,Statistician,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$10,000-$99,999",Amazon Athena ,, +22973,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,IBM Db2 ,Tableau,Other +22974,30-34,Woman,Turkey,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +22975,25-29,Man,Malaysia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22976,18-21,Woman,China,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +22977,50-54,Man,Singapore,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22978,30-34,Man,Ukraine,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Amazon Athena ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22979,25-29,Man,Other,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"30,000-39,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +22980,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,, +22981,30-34,Man,Viet Nam,,,,,,,,,,,,,,, +22982,35-39,Man,Malaysia,Doctoral degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22983,30-34,Man,Switzerland,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +22984,25-29,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$100-$999,Oracle Database ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +22985,35-39,Man,India,Bachelor’s degree,Other,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",Amazon Redshift ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22986,60-69,Man,Colombia,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,No (we do not use ML methods),"2,000-2,999","$100,000 or more ($USD)",,,Other +22987,25-29,Woman,Germany,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +22988,22-24,Man,India,,,,,,,,,,,,,,, +22989,18-21,Man,Poland,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22990,40-44,Man,United States of America,Bachelor’s degree,Other,20+ years,,,,,,,,,,,, +22991,22-24,Woman,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +22992,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22993,30-34,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"10,000-14,999","$1000-$9,999",Google Cloud Firestore ,Salesforce, +22994,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22995,45-49,Man,Republic of Korea,No formal education past high school,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,, +22996,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,I do not know,"2,000-2,999",$0 ($USD),,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22997,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +22998,25-29,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,2-3 years,50-249 employees,1-2,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +22999,25-29,Man,China,Master’s degree,Other,< 1 years,C++,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23000,25-29,Man,Kenya,Bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23001,22-24,Woman,Poland,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +23002,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +23003,18-21,Man,India,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23004,40-44,Man,Italy,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23005,18-21,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23006,25-29,Man,Pakistan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23007,55-59,Man,France,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23008,25-29,Man,South Korea,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23009,25-29,Woman,Colombia,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,PostgresSQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23010,35-39,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23011,35-39,Man,Spain,Professional degree,Student,I have never written code,,,,,,,,,,,, +23012,22-24,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23013,25-29,Man,Poland,Master’s degree,Data Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23014,25-29,Man,Brazil,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23015,35-39,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23016,25-29,Woman,India,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23017,40-44,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23018,22-24,Man,India,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +23019,35-39,Man,France,,,,,,,,,,,,,,, +23020,30-34,Woman,Netherlands,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23021,25-29,Man,Japan,Doctoral degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23022,22-24,Man,India,Bachelor’s degree,Student,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +23023,45-49,Man,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,SQLite ,,Other +23024,35-39,Man,South Korea,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23025,55-59,Man,United States of America,Master’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"60,000-69,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23026,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +23027,45-49,Man,Chile,Master’s degree,Other,5-10 years,C,None,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23028,25-29,Man,China,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +23029,45-49,Prefer to self-describe,Ireland,Master’s degree,Currently not employed,< 1 years,None,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23030,25-29,Man,Mexico,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23031,25-29,Man,Argentina,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"70,000-79,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23032,18-21,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23033,25-29,Man,Greece,Doctoral degree,Machine Learning Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23034,40-44,Man,Argentina,I prefer not to answer,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,, +23035,18-21,Woman,Indonesia,Bachelor’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23036,25-29,Man,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +23037,35-39,Man,India,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"20,000-24,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23038,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23039,22-24,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23040,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23041,50-54,Man,Argentina,Professional degree,Product/Project Manager,3-5 years,SQL,,,,,,,,,,, +23042,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23043,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23044,35-39,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23045,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +23046,22-24,Woman,India,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),,,,, +23047,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23048,25-29,Man,Russia,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +23049,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23050,30-34,Man,India,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23051,18-21,Man,Egypt,,,,,,,,,,,,,,, +23052,22-24,Man,Greece,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23053,22-24,Man,Indonesia,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23054,22-24,Woman,Nigeria,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23055,25-29,Man,Spain,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23056,22-24,Man,India,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,,,,,,,,, +23057,30-34,Man,Greece,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23058,30-34,Man,Russia,Master’s degree,DBA/Database Engineer,10-20 years,Other,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23059,25-29,Man,India,Master’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23060,25-29,Man,Poland,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23061,25-29,Woman,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23062,22-24,Man,China,Master’s degree,Machine Learning Engineer,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +23063,45-49,Woman,India,Master’s degree,,,,,,,,,,,,,, +23064,35-39,Man,Switzerland,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23065,70+,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23066,22-24,Woman,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23067,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23068,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23341,35-39,Man,Australia,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,,,,,, +23069,25-29,Woman,China,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23070,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23071,18-21,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23072,30-34,Man,France,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23073,25-29,Man,Ghana,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23074,50-54,Man,Other,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23075,22-24,Woman,Indonesia,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23076,25-29,Man,Egypt,Bachelor’s degree,Software Engineer,3-5 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23077,45-49,Man,Taiwan,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23078,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23079,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23080,30-34,Man,Germany,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23081,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,, +23082,25-29,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23083,25-29,Woman,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23084,25-29,Man,Sri Lanka,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +23085,22-24,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23086,18-21,Man,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$100,000 or more ($USD)",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23087,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23088,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,No (we do not use ML methods),$0-999,"$1000-$9,999",Other,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23089,40-44,Man,Singapore,Master’s degree,Data Scientist,10-20 years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,5-10 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",MongoDB ,SAP Analytics Cloud ,"Local development environments (RStudio, JupyterLab, etc.)" +23090,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23091,30-34,Man,India,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +23092,25-29,Woman,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23093,30-34,Woman,India,I prefer not to answer,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23094,25-29,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23095,22-24,Man,Italy,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23096,22-24,Man,Canada,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23097,18-21,Woman,India,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +23098,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,20+ years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23099,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23100,25-29,Woman,United States of America,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23101,30-34,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,Other +23102,18-21,Man,India,Professional degree,Machine Learning Engineer,< 1 years,C++,None,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +23103,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23104,40-44,Prefer not to say,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +23105,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23106,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23107,35-39,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,,,,,,,,,,,, +23108,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23109,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23110,22-24,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23111,35-39,Man,Germany,Doctoral degree,Data Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +23112,18-21,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,,,,,,,,,, +23113,40-44,Man,Other,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23114,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23115,30-34,Woman,Mexico,Some college/university study without earning a bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23116,25-29,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +23117,25-29,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23118,25-29,Man,Israel,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +23119,50-54,Man,Argentina,Professional degree,Other,10-20 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23120,70+,Man,Australia,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +23121,40-44,Man,Pakistan,Professional degree,Data Analyst,< 1 years,C++,A personal computer or laptop,Never,,,,,,,,, +23122,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23123,40-44,Man,United States of America,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23124,18-21,Woman,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +23125,25-29,Man,China,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +23126,60-69,Man,Russia,Doctoral degree,Research Scientist,20+ years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,20 or more years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23127,45-49,Woman,United States of America,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,I do not know,"125,000-149,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23128,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23129,25-29,Man,Indonesia,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +23130,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +23131,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23132,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +23133,22-24,Woman,Morocco,Doctoral degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23134,25-29,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23135,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23136,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,More than 25 times,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23137,25-29,Woman,Other,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23138,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23139,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23140,25-29,Woman,India,,,,,,,,,,,,,,, +23141,25-29,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23142,22-24,Man,Nigeria,Doctoral degree,Machine Learning Engineer,< 1 years,SQL,A personal computer or laptop,,,,,,,,,, +23143,30-34,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23144,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23145,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23146,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23147,50-54,Man,United Kingdom of Great Britain and Northern Ireland,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23148,30-34,Man,Morocco,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23149,45-49,Man,Brazil,Master’s degree,Product/Project Manager,1-2 years,Python,,,,,,,,,,, +23150,60-69,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"100,000-124,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23151,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,MATLAB,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23152,35-39,Man,Spain,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"20,000-24,999","$1000-$9,999",Microsoft SQL Server ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23153,22-24,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23154,18-21,Man,India,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +23155,70+,Man,United States of America,Doctoral degree,Statistician,20+ years,Python,,,,,,,,,,, +23156,35-39,Woman,India,Master’s degree,Research Scientist,3-5 years,R,,,,,,,,,,, +23157,30-34,Man,Indonesia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23158,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,20+ years,Python,Other,Never,20 or more years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23159,50-54,Man,Republic of Korea,Professional degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,3-4 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23160,25-29,Man,Brazil,Bachelor’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",15-19,No (we do not use ML methods),$0-999,"$10,000-$99,999",Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23161,45-49,Prefer not to say,Australia,Doctoral degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,, +23162,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23163,18-21,Woman,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23164,45-49,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23165,50-54,Man,Italy,No formal education past high school,Currently not employed,5-10 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23166,70+,Man,United Arab Emirates,Doctoral degree,Statistician,20+ years,C++,A personal computer or laptop,Never,20 or more years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +23167,25-29,Man,India,Bachelor’s degree,Currently not employed,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23168,18-21,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23169,55-59,Man,Other,Professional degree,Research Scientist,20+ years,MATLAB,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23170,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23171,40-44,Woman,Thailand,I prefer not to answer,Software Engineer,10-20 years,,,,,,,,,,,, +23172,25-29,Man,Other,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +23173,45-49,Man,Spain,Professional degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23174,35-39,Man,Morocco,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +23175,22-24,Man,Pakistan,Master’s degree,Data Scientist,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,I do not use machine learning methods,0-49 employees,10-14,No (we do not use ML methods),"1,000-1,999","$10,000-$99,999",,, +23176,30-34,Man,Egypt,Bachelor’s degree,Data Analyst,1-2 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"7,500-9,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23177,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23178,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23179,55-59,Woman,United States of America,Master’s degree,Other,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23180,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +23181,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,3-5 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"150,000-199,999",$0 ($USD),,, +23182,22-24,Man,Taiwan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23183,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23184,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +23185,25-29,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23186,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23187,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +23188,18-21,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +23189,22-24,Woman,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"5,000-7,499","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23191,22-24,Man,Turkey,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23192,22-24,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23193,22-24,Man,Morocco,Doctoral degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +23194,25-29,Man,Other,Master’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23195,35-39,Woman,India,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,15-19,No (we do not use ML methods),"10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23196,50-54,Man,United States of America,I prefer not to answer,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23197,25-29,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,I do not know,"70,000-79,999",$100-$999,MongoDB ,Microsoft Power BI, +23198,25-29,Woman,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23199,22-24,Man,Russia,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23200,55-59,Man,Germany,Bachelor’s degree,Other,10-20 years,Python,Other,2-5 times,4-5 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,Other +23201,25-29,Man,United States of America,,,,,,,,,,,,,,, +23202,30-34,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,20+,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +23203,50-54,Man,Japan,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23204,35-39,Man,Malaysia,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23205,50-54,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23206,30-34,Man,France,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",,,, +23207,35-39,Man,Ukraine,No formal education past high school,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +23208,18-21,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +23209,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23210,25-29,Woman,Sri Lanka,Professional degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23211,22-24,Man,Morocco,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23212,55-59,Man,Kenya,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,,Other +23213,35-39,Man,Ireland,Master’s degree,Data Analyst,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,Other,,"Local development environments (RStudio, JupyterLab, etc.)" +23214,40-44,Man,Australia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",Amazon Redshift ,Looker,"Local development environments (RStudio, JupyterLab, etc.)" +23215,25-29,Woman,Mexico,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23216,50-54,Man,United States of America,Bachelor’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999",$100-$999,Oracle Database ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23217,35-39,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23521,18-21,Man,South Korea,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +23218,45-49,Woman,Other,Doctoral degree,Business Analyst,20+ years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +23219,22-24,Man,Morocco,I prefer not to answer,,,,,,,,,,,,,, +23220,35-39,Woman,Turkey,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23221,30-34,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$0 ($USD),,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23222,35-39,Man,Other,Master’s degree,Statistician,5-10 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23223,18-21,Man,Nepal,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23224,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,, +23225,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23226,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23227,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,,,,,,,, +23228,18-21,Man,Bangladesh,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +23229,30-34,Man,Morocco,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23230,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23231,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23232,25-29,Woman,India,,,,,,,,,,,,,,, +23233,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23234,25-29,Man,South Africa,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23235,30-34,Man,Greece,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23236,22-24,Man,South Africa,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23237,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23238,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23239,25-29,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,5-9,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23240,30-34,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"80,000-89,999",$0 ($USD),Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23241,18-21,Woman,Belarus,Bachelor’s degree,Student,1-2 years,C++,Other,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23242,55-59,Man,United States of America,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23243,30-34,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,No (we do not use ML methods),"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23244,18-21,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +23245,45-49,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"125,000-149,999","$10,000-$99,999",,,Other +23246,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +23247,25-29,Man,Belarus,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",3-4,I do not know,"7,500-9,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23248,50-54,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +23249,25-29,Man,Brazil,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23250,40-44,Man,Canada,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23251,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23252,18-21,Man,Egypt,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23253,45-49,Man,Nigeria,Professional degree,Research Scientist,I have never written code,,,,,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +23254,35-39,Man,Brazil,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23255,35-39,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23256,40-44,Man,Ukraine,Master’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23257,18-21,Man,India,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23258,30-34,Man,India,Professional degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",1-2,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23259,50-54,Man,France,Doctoral degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",20+,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23260,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23261,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23262,25-29,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,MongoDB ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23263,55-59,Man,South Korea,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23264,25-29,Man,Colombia,Master’s degree,Software Engineer,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23265,18-21,Prefer not to say,India,Bachelor’s degree,Student,5-10 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23266,25-29,Woman,Japan,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,I do not know,,,,, +23267,50-54,Woman,Mexico,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23268,22-24,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,I do not know,$0-999,$1-$99,PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23269,50-54,Man,France,Master’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +23270,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23271,22-24,Woman,India,Bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23272,50-54,Man,Russia,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23273,22-24,Woman,India,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23274,50-54,Woman,United States of America,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23275,40-44,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23276,35-39,Man,Nigeria,Master’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23277,60-69,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$100-$999,,, +23278,25-29,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23279,30-34,Woman,Viet Nam,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,$0-999,,,, +23280,40-44,Man,Canada,Master’s degree,Software Engineer,1-2 years,,,,,,,,,,,, +23281,40-44,Man,Indonesia,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23282,30-34,Man,Japan,I prefer not to answer,Currently not employed,,,,,,,,,,,,, +23283,25-29,Man,Spain,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23284,22-24,Woman,Other,Master’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",Amazon DynamoDB ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23285,30-34,Man,Spain,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23286,30-34,Man,India,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23287,25-29,Man,Nigeria,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +23288,60-69,Man,Italy,Doctoral degree,Research Scientist,20+ years,Python,Other,2-5 times,20 or more years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23289,25-29,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,15-19,I do not know,"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23290,40-44,Man,Germany,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23291,45-49,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23292,40-44,Man,Turkey,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23293,30-34,Woman,France,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +23294,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23295,60-69,Man,Japan,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"4,000-4,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23296,22-24,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23297,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23298,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23299,35-39,Woman,India,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +23300,22-24,Man,Russia,Master’s degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23301,22-24,Woman,Portugal,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23302,25-29,Man,India,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23303,25-29,Man,Pakistan,Master’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +23304,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,I do not know,,,,, +23305,22-24,Man,Other,Doctoral degree,Student,3-5 years,Python,,,,,,,,,,, +23306,35-39,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23307,45-49,Woman,Canada,Bachelor’s degree,Other,5-10 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23308,40-44,Man,Portugal,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,No (we do not use ML methods),$0-999,$0 ($USD),,, +23309,35-39,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"30,000-39,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23310,40-44,Man,Argentina,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +23311,25-29,Woman,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23312,18-21,Man,China,Bachelor’s degree,Student,3-5 years,C,,,,,,,,,,, +23313,35-39,Man,Japan,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23314,25-29,Man,Chile,Professional degree,Data Analyst,1-2 years,Other,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23315,18-21,Man,Canada,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23316,50-54,Man,Other,Bachelor’s degree,Currently not employed,20+ years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +23317,25-29,Woman,Nigeria,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23318,25-29,Man,Other,Doctoral degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23319,30-34,Woman,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,, +23320,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23321,22-24,Man,Russia,Bachelor’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23322,22-24,Man,India,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23323,30-34,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999",$0 ($USD),,,Other +23324,30-34,Man,India,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23325,25-29,Woman,South Africa,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23326,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23327,22-24,Man,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23328,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23329,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23330,25-29,Man,Other,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23331,18-21,Man,Canada,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +23332,30-34,Woman,India,Master’s degree,Currently not employed,10-20 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23333,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23334,25-29,Woman,Canada,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +23335,35-39,Woman,Germany,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23336,25-29,Woman,Saudi Arabia,,,,,,,,,,,,,,, +23337,25-29,Man,Philippines,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23338,22-24,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23339,18-21,Man,South Africa,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23340,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23342,30-34,Man,Singapore,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23343,35-39,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23344,50-54,Man,Canada,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23345,40-44,Man,Japan,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,I do not know,"70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23346,22-24,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23347,35-39,Man,Other,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"25,000-29,999",$100-$999,MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23348,18-21,Man,Romania,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23349,18-21,Woman,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23350,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +23351,25-29,Man,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23352,60-69,Man,Japan,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23353,60-69,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,6-25 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +23354,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +23355,30-34,Man,Nigeria,Master’s degree,Machine Learning Engineer,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +23356,22-24,Woman,India,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23357,25-29,Man,Turkey,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,More than 25 times,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23358,45-49,Man,South Korea,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23359,25-29,Woman,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23360,30-34,Man,Canada,Master’s degree,Research Scientist,10-20 years,Julia,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23361,25-29,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +23362,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +23363,40-44,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23364,25-29,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23365,35-39,Man,Other,Doctoral degree,Student,10-20 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23366,18-21,Man,Poland,Master’s degree,Student,5-10 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23367,22-24,Man,United States of America,Bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23368,60-69,Man,United States of America,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23369,25-29,Woman,Kenya,Doctoral degree,Student,< 1 years,R,A personal computer or laptop,Once,,,,,,,,, +23370,35-39,Man,Ghana,Doctoral degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +23371,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23372,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"250,000-299,999","$100,000 or more ($USD)",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23373,22-24,Woman,Turkey,Master’s degree,Student,,,,,,,,,,,,, +23374,22-24,Woman,Viet Nam,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23375,25-29,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23376,35-39,Man,Spain,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23377,22-24,Man,Mexico,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23378,55-59,Man,Greece,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,20 or more years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23379,25-29,Man,South Africa,Bachelor’s degree,Student,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23380,25-29,Man,China,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23381,25-29,Woman,Singapore,Master’s degree,Student,1-2 years,,,,,,,,,,,, +23382,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23383,18-21,Woman,India,Bachelor’s degree,Data Analyst,,,,,,,,,,,,, +23384,40-44,Man,Australia,Professional degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,,,, +23385,25-29,Man,Brazil,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23386,30-34,Man,Australia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$100-$999,Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23387,40-44,Man,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"250,000-299,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23388,25-29,Man,India,Master’s degree,Statistician,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,, +23389,45-49,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23390,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23391,22-24,Woman,Nigeria,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23392,25-29,Man,United States of America,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23393,22-24,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23394,25-29,Woman,India,Professional degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23395,25-29,Man,United States of America,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23396,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23397,40-44,Man,United States of America,Bachelor’s degree,Business Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23398,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23399,22-24,Man,India,I prefer not to answer,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23400,30-34,Man,Japan,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23401,50-54,Man,United Arab Emirates,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,Microsoft Azure Data Lake Storage ,, +23402,50-54,Man,United States of America,Doctoral degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +23403,30-34,Man,Portugal,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23404,22-24,Man,France,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",Amazon DynamoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23405,22-24,Man,India,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,I do not know,,,,, +23406,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23407,25-29,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$100-$999,PostgresSQL ,Google Data Studio,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23408,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23409,25-29,Man,India,Professional degree,Data Analyst,< 1 years,R,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23410,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,No (we do not use ML methods),"7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23411,18-21,Woman,Nepal,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23412,18-21,Man,Indonesia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23413,35-39,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",20+,,,,,, +23414,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,,,,,, +23415,40-44,Man,Colombia,No formal education past high school,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23416,35-39,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +23417,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23418,50-54,Woman,Portugal,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,,,,,,, +23419,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23420,30-34,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23421,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +23422,30-34,Man,India,Bachelor’s degree,Product/Project Manager,3-5 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Snowflake ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23423,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23424,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23425,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23426,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,,,,,,,,,, +23427,60-69,Man,Brazil,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,No (we do not use ML methods),"60,000-69,999",$100-$999,,,Other +23522,25-29,Woman,Israel,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23428,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,"$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23429,25-29,Man,France,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23430,22-24,Man,Russia,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23431,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23432,30-34,Man,Sri Lanka,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,Other +23433,18-21,Woman,Singapore,Bachelor’s degree,Student,< 1 years,C++,,,,,,,,,,, +23434,40-44,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23435,22-24,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +23436,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23437,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23438,30-34,Man,India,No formal education past high school,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23439,35-39,Woman,Malaysia,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23440,25-29,Man,Morocco,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,I do not know,$0-999,$1-$99,Oracle Database ,,Other +23441,18-21,Man,India,Master’s degree,Data Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23442,50-54,Man,India,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,4-5 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23443,22-24,Man,Nigeria,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23444,18-21,Man,Germany,No formal education past high school,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +23445,50-54,Man,Japan,Doctoral degree,Machine Learning Engineer,20+ years,MATLAB,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,Other +23446,30-34,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23447,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23448,25-29,Woman,China,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +23449,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23450,60-69,Man,Morocco,Master’s degree,DBA/Database Engineer,5-10 years,SQL,A personal computer or laptop,6-25 times,2-3 years,250-999 employees,3-4,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23451,30-34,Woman,Switzerland,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +23452,18-21,Woman,India,,,,,,,,,,,,,,, +23453,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,, +23454,25-29,Man,China,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +23455,35-39,Woman,United States of America,Doctoral degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,,,,,,,, +23456,22-24,Man,Other,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23523,18-21,Man,Canada,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23457,25-29,Woman,Israel,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +23458,35-39,Man,South Korea,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23459,35-39,Man,France,Professional degree,Data Scientist,5-10 years,Python,Other,2-5 times,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23460,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23461,22-24,Man,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23462,18-21,Woman,Taiwan,,,,,,,,,,,,,,, +23463,18-21,Man,Argentina,No formal education past high school,Student,3-5 years,Python,,,,,,,,,,, +23464,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23465,35-39,Man,Singapore,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",MySQL ,Qlik,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23466,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +23467,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23468,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23469,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23470,60-69,Man,United States of America,Doctoral degree,Currently not employed,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23471,25-29,Woman,United States of America,Master’s degree,Business Analyst,,,,,,,,,,,,, +23472,22-24,Man,Egypt,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,,,,,,,, +23473,22-24,Woman,China,,,,,,,,,,,,,,, +23474,45-49,Man,United States of America,,,,,,,,,,,,,,, +23475,18-21,Woman,Pakistan,Bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23476,35-39,Man,Singapore,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,,,Other +23477,18-21,Man,Singapore,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23478,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23479,25-29,Man,Belarus,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Other,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,, +23480,22-24,Woman,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23481,40-44,Man,Chile,Some college/university study without earning a bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$100,000 or more ($USD)",Other,,"Local development environments (RStudio, JupyterLab, etc.)" +23482,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23483,22-24,Man,Japan,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23484,30-34,Man,Germany,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,, +23485,25-29,Man,Morocco,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23486,50-54,Man,Ireland,Bachelor’s degree,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23487,30-34,Man,Japan,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +23488,25-29,Man,Russia,Master’s degree,DBA/Database Engineer,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$100-$999,,,Other +23489,25-29,Woman,Brazil,Master’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",Google Cloud BigQuery ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23490,45-49,Prefer not to say,Australia,Bachelor’s degree,Other,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,PostgresSQL ,,Other +23491,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23492,40-44,Man,Other,,,,,,,,,,,,,,, +23493,30-34,Prefer not to say,United States of America,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23494,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23495,30-34,Woman,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23496,50-54,Man,Germany,Doctoral degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23497,25-29,Man,Mexico,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23498,22-24,Man,India,I prefer not to answer,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23499,22-24,Man,Brazil,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",,,, +23500,25-29,Man,Germany,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,, +23501,25-29,Woman,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,C++,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),,,,, +23502,18-21,Woman,Malaysia,Master’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23503,35-39,Woman,Spain,Doctoral degree,Research Scientist,5-10 years,Javascript,None,2-5 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,Google Cloud BigQuery ,SAP Analytics Cloud ,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23504,45-49,Man,Singapore,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +23505,50-54,Man,Other,Doctoral degree,Statistician,1-2 years,R,A personal computer or laptop,6-25 times,4-5 years,"10,000 or more employees",20+,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23506,40-44,Man,Australia,Bachelor’s degree,Data Engineer,10-20 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23507,55-59,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23508,22-24,Woman,Taiwan,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23509,35-39,Man,Israel,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23510,45-49,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23511,30-34,Man,Germany,Doctoral degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23512,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +23513,22-24,Man,Egypt,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +23514,22-24,Man,Pakistan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +23515,30-34,Man,Egypt,Doctoral degree,Student,5-10 years,C++,A personal computer or laptop,Once,1-2 years,,,,,,,, +23516,25-29,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +23517,40-44,Man,South Africa,Doctoral degree,Other,1-2 years,R,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",20+,I do not know,"60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23518,50-54,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23519,60-69,Man,United States of America,Bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23520,25-29,Man,Canada,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23524,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23525,18-21,Man,France,No formal education past high school,Student,< 1 years,,,,,,,,,,,, +23526,60-69,Man,France,Doctoral degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +23527,35-39,Man,India,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23528,35-39,Man,South Korea,Bachelor’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23529,25-29,Man,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23530,30-34,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,"10,000-14,999",$100-$999,,, +23531,45-49,Man,Nigeria,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23532,25-29,Man,Singapore,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23533,25-29,Man,China,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,More than 25 times,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23534,40-44,Man,India,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23535,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23536,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,20+ years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",Snowflake ,Salesforce,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23537,25-29,Man,Kenya,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23538,25-29,Man,Pakistan,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",Google Cloud BigQuery ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23539,40-44,Man,Japan,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23540,40-44,Man,Russia,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23541,35-39,Man,Germany,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23542,18-21,Prefer not to say,China,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,I do not know,"2,000-2,999",$1-$99,Google Cloud BigQuery ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23543,25-29,Man,China,Master’s degree,Software Engineer,3-5 years,Python,Other,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23544,22-24,Man,India,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$10,000-$99,999",,, +23545,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23546,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23547,22-24,Woman,India,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23548,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23549,35-39,Man,Ireland,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23641,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +23550,25-29,Woman,China,Doctoral degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,IBM Db2 ,Microsoft Power BI, +23551,30-34,Man,South Korea,,,,,,,,,,,,,,, +23552,25-29,Woman,United States of America,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +23553,35-39,Woman,Russia,Master’s degree,Product/Project Manager,I have never written code,,,,,250-999 employees,,,,,,, +23554,22-24,Woman,Tunisia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23555,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23556,25-29,Woman,Netherlands,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +23557,40-44,Man,Singapore,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,6-25 times,3-4 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +23558,22-24,Man,India,Professional degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23559,30-34,Man,China,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23560,45-49,Woman,Ireland,Professional degree,Other,I have never written code,,,,,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23561,22-24,Man,Philippines,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23562,35-39,Man,Poland,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23563,45-49,Man,Brazil,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23564,35-39,Man,Saudi Arabia,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23565,22-24,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23566,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23567,45-49,Man,Taiwan,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +23568,22-24,Woman,Pakistan,Master’s degree,Software Engineer,1-2 years,Python,Other,Never,1-2 years,,,,,,,, +23569,55-59,Woman,Thailand,,,,,,,,,,,,,,, +23570,40-44,Man,United States of America,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23571,25-29,Man,India,Master’s degree,,,,,,,,,,,,,, +23572,35-39,Woman,Australia,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23573,22-24,Woman,United States of America,,,,,,,,,,,,,,, +23574,22-24,Man,Ireland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23575,30-34,Woman,Switzerland,Professional degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23576,30-34,Man,Canada,Master’s degree,Data Engineer,10-20 years,Python,,,,,,,,,,, +23577,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23578,35-39,Man,Egypt,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23579,18-21,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23580,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23581,25-29,Man,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23582,40-44,Man,Brazil,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,More than 25 times,10-20 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23583,30-34,Man,Philippines,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23584,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,SQLite ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23585,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$1-$99,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23586,18-21,Man,Indonesia,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23587,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23588,40-44,Man,Nigeria,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23589,30-34,Woman,Belgium,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",PostgresSQL ,,Other +23590,25-29,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23591,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23592,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23593,45-49,Man,Poland,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23594,50-54,Man,Peru,Doctoral degree,Other,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23595,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23596,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,, +23597,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23598,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23599,30-34,Man,India,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"10,000-14,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23600,22-24,Man,Germany,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23601,25-29,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23602,35-39,Woman,Peru,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +23603,22-24,Man,Japan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23604,35-39,Man,India,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23605,30-34,Woman,Ghana,Bachelor’s degree,Other,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23606,40-44,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23607,30-34,Man,Brazil,Professional degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23608,25-29,Man,Brazil,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",SQLite ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23609,25-29,Man,Pakistan,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23610,40-44,Man,Chile,,,,,,,,,,,,,,, +23611,25-29,Man,Other,Master’s degree,Research Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +23612,25-29,Man,Australia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23613,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23614,22-24,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23615,40-44,Man,Spain,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23616,22-24,Man,India,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,"4,000-4,999",$0 ($USD),,, +23617,22-24,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23618,35-39,Woman,Singapore,Bachelor’s degree,Currently not employed,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +23619,50-54,Man,Peru,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",PostgresSQL ,Other,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23620,22-24,Man,Pakistan,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23621,40-44,Man,Brazil,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,No (we do not use ML methods),"1,000-1,999",$0 ($USD),PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23622,25-29,Woman,Colombia,Bachelor’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23623,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23624,35-39,Man,Germany,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Once,10-20 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23625,35-39,Man,Republic of Korea,Master’s degree,Machine Learning Engineer,1-2 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Amazon Athena ,Amazon QuickSight,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23626,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23627,40-44,Man,United Arab Emirates,Doctoral degree,Business Analyst,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23628,25-29,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23629,55-59,Man,United States of America,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23630,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23631,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23632,25-29,Man,Malaysia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23633,22-24,Man,India,Doctoral degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23634,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23635,22-24,Man,Chile,Professional degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23636,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23637,25-29,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +23638,18-21,Man,Poland,Bachelor’s degree,Student,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23639,30-34,Man,Poland,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23640,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +23642,40-44,Man,Russia,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",3-4,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23643,25-29,Woman,Sweden,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,I do not know,"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23644,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23645,22-24,Man,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23646,35-39,Man,Thailand,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23647,30-34,Man,Spain,,,,,,,,,,,,,,, +23648,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,,,,,,,,,,,, +23649,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +23650,25-29,Prefer not to say,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23651,35-39,Man,Brazil,Professional degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23652,18-21,Man,South Korea,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +23653,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23654,60-69,Man,Japan,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +23655,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),,,,, +23656,25-29,Man,Russia,Doctoral degree,Student,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23657,18-21,Woman,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),,,,, +23658,40-44,Woman,United States of America,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,,,, +23659,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23660,35-39,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23661,35-39,Woman,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23662,22-24,Man,India,Master’s degree,Student,1-2 years,Julia,A personal computer or laptop,Never,1-2 years,,,,,,,, +23663,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,I do not know,"5,000-7,499",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +23664,18-21,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +23665,22-24,Man,Nigeria,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23666,40-44,Man,India,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",IBM Db2 ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23667,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23668,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23669,30-34,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23670,45-49,Man,Russia,I prefer not to answer,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23671,22-24,Woman,Poland,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,I do not know,"3,000-3,999","$10,000-$99,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23672,40-44,Man,Brazil,Master’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23673,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23674,40-44,Man,France,Master’s degree,Product/Project Manager,10-20 years,Other,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23675,30-34,Man,Brazil,Professional degree,Student,< 1 years,Java,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23676,18-21,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23677,30-34,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +23678,35-39,Prefer not to say,Philippines,Master’s degree,Data Analyst,1-2 years,Javascript,Other,More than 25 times,3-4 years,"10,000 or more employees",10-14,No (we do not use ML methods),"5,000-7,499",$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23679,35-39,Man,"Iran, Islamic Republic of...",,,,,,,,,,,,,,, +23680,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23681,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,, +23682,35-39,Man,India,Bachelor’s degree,Product/Project Manager,1-2 years,Python,,,,,,,,,,, +23683,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23684,22-24,Woman,Sri Lanka,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23685,30-34,Man,Russia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23686,40-44,Man,Brazil,Master’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",15-19,No (we do not use ML methods),"30,000-39,999","$10,000-$99,999",Microsoft SQL Server ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +23687,35-39,Woman,India,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,, +23688,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23689,40-44,Man,Greece,Doctoral degree,Research Scientist,< 1 years,Python,,,,,,,,,,, +23690,30-34,Man,Brazil,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23691,35-39,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23692,55-59,Man,Colombia,Professional degree,Student,I have never written code,,,,,,,,,,,, +23693,18-21,Man,India,Bachelor’s degree,Data Scientist,,,,,,,,,,,,, +23694,35-39,Man,Canada,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,,,,,, +23695,25-29,Man,Other,I prefer not to answer,Student,,,,,,,,,,,,, +23696,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$10,000-$99,999",Microsoft SQL Server ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23697,60-69,Man,United States of America,Master’s degree,Data Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",Microsoft Azure Data Lake Storage ,TIBCO Spotfire, +23698,25-29,Woman,United States of America,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23699,25-29,Man,Other,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23700,40-44,Man,Australia,Doctoral degree,Student,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23701,70+,Man,United States of America,Doctoral degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23702,40-44,Man,Turkey,Doctoral degree,Research Scientist,1-2 years,MATLAB,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23703,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,, +23704,25-29,Man,Canada,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +23705,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +23706,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23707,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,I do not know,"4,000-4,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23708,40-44,Man,Saudi Arabia,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23709,22-24,Man,Russia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23710,60-69,Man,United States of America,Doctoral degree,Data Scientist,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23711,22-24,Woman,South Korea,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23712,30-34,Man,Germany,Doctoral degree,Research Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",SQLite ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23713,35-39,Man,India,Bachelor’s degree,Business Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,0,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23714,30-34,Man,Australia,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23715,25-29,Man,Philippines,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23716,25-29,Man,Netherlands,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",20+,I do not know,"50,000-59,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +23717,40-44,Man,Turkey,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23718,30-34,Woman,India,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Once,4-5 years,,,,,,,, +23719,22-24,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +23720,50-54,Woman,Other,Master’s degree,Data Analyst,I have never written code,,,,,50-249 employees,5-9,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23721,40-44,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23722,30-34,Man,Japan,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",1-2,No (we do not use ML methods),,,,, +23723,35-39,Man,Poland,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,4-5 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$1-$99,Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +23724,25-29,Man,France,Doctoral degree,Other,5-10 years,Julia,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23725,30-34,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,Other +23726,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23727,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +23728,25-29,Man,Poland,,,,,,,,,,,,,,, +23729,40-44,Man,United States of America,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23730,30-34,Man,Turkey,Bachelor’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",Microsoft SQL Server ,, +23731,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,10-14,No (we do not use ML methods),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23732,45-49,Man,Viet Nam,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23763,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23733,22-24,Man,Philippines,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23734,18-21,Man,India,Master’s degree,Data Scientist,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$10,000-$99,999",SQLite ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23735,35-39,Woman,United States of America,Doctoral degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23736,30-34,Man,Brazil,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,Other +23737,22-24,Woman,Turkey,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23738,18-21,Man,India,Master’s degree,Software Engineer,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23739,40-44,Man,Other,Master’s degree,Product/Project Manager,20+ years,SQL,,,,,,,,,,, +23740,22-24,Man,India,Doctoral degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23741,40-44,Woman,United States of America,Bachelor’s degree,Other,3-5 years,Other,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23742,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23743,22-24,Woman,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +23744,30-34,Woman,United States of America,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23745,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,, +23746,18-21,Man,Other,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23747,18-21,Man,Portugal,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23748,30-34,Man,India,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,Amazon Redshift ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +23749,22-24,Woman,India,Master’s degree,Student,< 1 years,Java,None,Never,I do not use machine learning methods,,,,,,,, +23750,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +23751,60-69,Man,Netherlands,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23752,30-34,Woman,India,Master’s degree,Currently not employed,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23753,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +23754,25-29,Man,Canada,Bachelor’s degree,Student,10-20 years,Java,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23755,22-24,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +23756,40-44,Man,Brazil,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23757,50-54,Man,Japan,Bachelor’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23758,25-29,Man,Germany,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +23759,25-29,Man,India,Master’s degree,Research Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +23760,35-39,Woman,"Iran, Islamic Republic of...",Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23761,45-49,Man,Japan,Master’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23762,22-24,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23764,40-44,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,, +23765,30-34,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23766,35-39,Man,Thailand,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,MySQL ,, +23767,45-49,Man,Japan,Doctoral degree,Research Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23768,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,,,,,,,, +23769,22-24,Man,Bangladesh,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23770,18-21,Man,China,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23771,35-39,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,5-9,I do not know,"5,000-7,499","$1000-$9,999",,, +23772,35-39,Man,Russia,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",,,, +23773,22-24,Man,Japan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23774,50-54,Man,Saudi Arabia,Master’s degree,Product/Project Manager,20+ years,,,,,,,,,,,, +23775,35-39,Man,United States of America,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23776,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23777,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +23778,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23779,22-24,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +23780,25-29,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,I do not know,,,,, +23781,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +23782,40-44,Man,Colombia,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",MongoDB ,,"Advanced statistical software (SPSS, SAS, etc.)" +23783,25-29,Man,Singapore,Bachelor’s degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23784,25-29,Man,Japan,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23785,25-29,Man,Saudi Arabia,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23786,18-21,Woman,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,Google Cloud SQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23787,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23788,45-49,Man,Egypt,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23789,40-44,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$100,000 or more ($USD)",Microsoft SQL Server ,Alteryx ,"Local development environments (RStudio, JupyterLab, etc.)" +23790,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,I do not know,"300,000-500,000","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23791,50-54,Man,Other,Professional degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23792,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23793,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23794,22-24,Woman,United Arab Emirates,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23795,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23796,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23797,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,I do not know,$0-999,"$1000-$9,999",SQLite ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23798,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,, +23799,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Other,,,,,,,,,,, +23800,30-34,Woman,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23801,45-49,Woman,United States of America,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23802,18-21,Man,Turkey,I prefer not to answer,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +23803,22-24,Man,Japan,Master’s degree,Student,1-2 years,C,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23804,25-29,Man,Republic of Korea,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23805,35-39,Woman,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23806,18-21,Man,Other,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +23807,35-39,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23808,22-24,Woman,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23809,25-29,Woman,Ireland,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +23810,30-34,Man,France,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23811,30-34,Man,United States of America,Professional degree,Currently not employed,5-10 years,Javascript,A personal computer or laptop,Never,4-5 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23812,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +23813,45-49,Man,Italy,No formal education past high school,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,, +23814,40-44,Man,South Korea,Doctoral degree,Currently not employed,10-20 years,Python,,,,,,,,,,, +23815,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23816,40-44,Man,Spain,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23817,25-29,Man,Belarus,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"7,500-9,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23818,35-39,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),,,,, +23819,30-34,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +23820,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23821,22-24,Man,India,Bachelor’s degree,Other,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23822,35-39,Woman,Ireland,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23823,25-29,Man,Taiwan,,,,,,,,,,,,,,, +23824,25-29,Woman,Singapore,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23825,25-29,Man,"Iran, Islamic Republic of...",Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23826,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +23827,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +23828,30-34,Man,Kenya,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,, +23829,25-29,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23830,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23831,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,,,,,,,,, +23832,60-69,Man,United States of America,Bachelor’s degree,Other,5-10 years,Julia,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23833,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23834,25-29,Man,Spain,,,,,,,,,,,,,,, +23835,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23836,25-29,Woman,United States of America,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23837,50-54,Woman,Taiwan,Professional degree,Software Engineer,20+ years,,,,,,,,,,,, +23838,40-44,Man,Russia,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23839,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23840,25-29,Man,United States of America,Master’s degree,Student,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23841,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,Other,6-25 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23842,50-54,Man,Other,Doctoral degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23843,30-34,Woman,India,Doctoral degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +23844,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +23845,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +23846,30-34,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23847,18-21,Man,China,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23848,35-39,Man,Australia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23849,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23850,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23851,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +23852,18-21,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23853,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23854,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +23920,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23855,30-34,Man,South Korea,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +23856,30-34,Man,United States of America,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +23857,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23858,30-34,Man,South Korea,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23859,25-29,Man,Mexico,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23860,40-44,Man,Other,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"100,000-124,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23861,22-24,Man,Other,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23862,30-34,Man,Sri Lanka,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23863,22-24,Man,Germany,,,,,,,,,,,,,,, +23864,22-24,Woman,Thailand,Master’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,, +23865,25-29,Nonbinary,United States of America,Doctoral degree,Student,5-10 years,C,A personal computer or laptop,2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23866,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +23867,35-39,Man,Ukraine,,,,,,,,,,,,,,, +23868,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23869,25-29,Man,Italy,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,,,,,,,, +23870,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,,,,,, +23871,35-39,Man,Brazil,Doctoral degree,Data Scientist,10-20 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +23872,30-34,Woman,India,Bachelor’s degree,DBA/Database Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",3-4,No (we do not use ML methods),$0-999,$0 ($USD),,, +23873,18-21,Man,Turkey,Bachelor’s degree,Student,< 1 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +23874,55-59,Man,Republic of Korea,Doctoral degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23875,22-24,Woman,Turkey,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,,,, +23876,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23877,40-44,Man,Russia,Professional degree,Software Engineer,1-2 years,C++,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23878,22-24,Man,Russia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +23879,18-21,Man,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23880,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,, +23881,45-49,Man,India,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23882,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23883,25-29,Man,Brazil,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),,,,, +23884,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23885,30-34,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,, +23886,40-44,Man,India,Doctoral degree,Other,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23887,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23888,30-34,Man,Brazil,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23889,22-24,Man,Nigeria,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23890,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23891,30-34,Man,India,Doctoral degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$100,000 or more ($USD)",,Alteryx ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23892,35-39,Man,Germany,Doctoral degree,Research Scientist,5-10 years,MATLAB,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23893,22-24,Woman,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23894,18-21,Man,India,,,,,,,,,,,,,,, +23895,22-24,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23896,55-59,Woman,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23897,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23898,22-24,Woman,Ukraine,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23899,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +23900,22-24,Man,United States of America,Doctoral degree,Student,5-10 years,Bash,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23901,30-34,Man,Poland,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23902,22-24,Man,Brazil,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +23903,55-59,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Scientist,I have never written code,,,,,250-999 employees,,,,,,, +23904,18-21,Man,India,Professional degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +23905,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +23906,25-29,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23907,25-29,Man,Nigeria,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23908,40-44,Man,Taiwan,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23909,35-39,Man,Russia,Bachelor’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,I do not know,"30,000-39,999",$0 ($USD),,, +23910,60-69,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",Microsoft SQL Server ,, +23911,22-24,Woman,Other,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23912,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23913,45-49,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +23914,25-29,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23915,22-24,Man,Egypt,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +23916,18-21,Man,Nigeria,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,,, +23917,25-29,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23918,25-29,Man,South Korea,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23919,18-21,Man,Pakistan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +23921,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23922,25-29,Man,Greece,Bachelor’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$10,000-$99,999",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23923,35-39,Man,Canada,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23924,40-44,Man,Thailand,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23925,35-39,Man,Turkey,Bachelor’s degree,Software Engineer,20+ years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"2,000-2,999",$100-$999,Microsoft SQL Server ,,Other +23926,22-24,Man,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23927,30-34,Man,India,Professional degree,Research Scientist,3-5 years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23928,18-21,Woman,Indonesia,No formal education past high school,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23929,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23930,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23931,25-29,Woman,Sri Lanka,Bachelor’s degree,Software Engineer,1-2 years,Bash,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,50-249 employees,1-2,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23932,25-29,Woman,United States of America,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23933,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23934,45-49,Man,Portugal,Bachelor’s degree,Other,20+ years,Other,A personal computer or laptop,Never,20 or more years,250-999 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23935,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23936,18-21,Woman,Egypt,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23937,60-69,Man,United States of America,Professional degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"250,000-299,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23938,35-39,Man,United States of America,Bachelor’s degree,Other,< 1 years,None,None,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23939,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23940,45-49,Man,Italy,No formal education past high school,Research Scientist,20+ years,C,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"25,000-29,999",$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23941,25-29,Man,Nigeria,Master’s degree,Statistician,I have never written code,,,,,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,, +23942,40-44,Man,Pakistan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23943,25-29,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23944,30-34,Man,India,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",,,, +23945,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,, +23946,22-24,Woman,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"125,000-149,999",$0 ($USD),,, +23947,22-24,Man,Belarus,Bachelor’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23948,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23949,25-29,Woman,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23950,25-29,Man,Chile,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23951,35-39,Man,Russia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),,,,, +23952,18-21,Man,Malaysia,I prefer not to answer,Student,< 1 years,Julia,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +23953,22-24,Woman,Germany,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +23954,30-34,Man,Canada,No formal education past high school,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23955,35-39,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +23956,35-39,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +23957,22-24,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23958,30-34,Man,Germany,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23959,22-24,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,$0-999,$1-$99,,, +23960,35-39,Man,Other,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23961,30-34,Man,South Africa,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23962,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23963,35-39,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23964,60-69,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23965,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23966,25-29,Woman,United States of America,Master’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +23967,25-29,Woman,Morocco,Doctoral degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +23968,45-49,Man,Other,No formal education past high school,Student,I have never written code,,,,,,,,,,,, +23969,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23970,35-39,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23971,30-34,Man,Portugal,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",Microsoft SQL Server ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +23972,25-29,Man,Russia,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23973,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23974,35-39,Man,India,Doctoral degree,Other,5-10 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +23975,25-29,Man,Colombia,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,,,,,,, +23976,30-34,Man,Israel,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +23977,35-39,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",Oracle Database ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +23978,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23979,35-39,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,,,,,,,,, +23980,22-24,Woman,Germany,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24159,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,Never,,,,,,,,, +23981,18-21,Man,Other,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +23982,40-44,Woman,Ireland,Master’s degree,Data Analyst,1-2 years,Javascript,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23983,22-24,Man,Other,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23984,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23985,30-34,Man,Other,Doctoral degree,Research Scientist,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23986,40-44,Man,Pakistan,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,20 or more years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$100,000 or more ($USD)",Other,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +23987,30-34,Woman,United States of America,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",,,, +23988,35-39,Man,Turkey,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +23989,25-29,Man,Greece,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +23990,18-21,Man,Russia,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"300,000-500,000","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +23991,35-39,Woman,Japan,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23992,22-24,Man,Republic of Korea,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23993,25-29,Man,Republic of Korea,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +23994,35-39,Man,Spain,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +23995,22-24,Man,India,Master’s degree,Data Analyst,< 1 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +23996,25-29,Man,India,I prefer not to answer,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +23997,22-24,Man,Italy,Bachelor’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,,,,,,,, +23998,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +23999,30-34,Man,Greece,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",1-2,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24000,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24001,25-29,Woman,Viet Nam,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24002,30-34,Man,Russia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24003,22-24,Man,Nigeria,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24004,35-39,Man,France,Doctoral degree,Research Scientist,10-20 years,Julia,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Other,,"Advanced statistical software (SPSS, SAS, etc.)" +24005,45-49,Man,India,Bachelor’s degree,Software Engineer,10-20 years,R,None,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24006,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24007,25-29,Woman,Australia,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +24008,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24009,60-69,Man,France,Doctoral degree,Currently not employed,3-5 years,Other,A personal computer or laptop,Never,5-10 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24010,22-24,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,, +24011,45-49,Woman,India,Master’s degree,Other,3-5 years,Python,None,Never,,,,,,,,, +24012,25-29,Man,India,Bachelor’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24013,35-39,Man,Brazil,Bachelor’s degree,Other,10-20 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24014,40-44,Woman,Italy,Professional degree,Other,,,,,,,,,,,,, +24015,35-39,Man,Russia,,,,,,,,,,,,,,, +24016,45-49,Man,India,Professional degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24017,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,,,,,,,,,,,,,, +24018,40-44,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,, +24019,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,5-10 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +24020,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24021,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24022,45-49,Man,United Kingdom of Great Britain and Northern Ireland,I prefer not to answer,Software Engineer,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24023,22-24,Man,Canada,Master’s degree,Student,3-5 years,Julia,,,,,,,,,,, +24024,22-24,Man,Morocco,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +24025,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24026,30-34,Man,Russia,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"60,000-69,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24027,45-49,Woman,Brazil,Master’s degree,Currently not employed,< 1 years,Other,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24028,25-29,Woman,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24029,45-49,Man,Spain,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +24030,22-24,Man,Republic of Korea,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24031,35-39,Man,Canada,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24032,25-29,Woman,Canada,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24033,35-39,Man,Romania,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24034,18-21,Man,India,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24035,22-24,Prefer not to say,China,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24036,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24037,22-24,Woman,India,I prefer not to answer,Software Engineer,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24038,30-34,Man,Japan,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24039,25-29,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24040,45-49,Man,United States of America,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24041,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$1-$99,,, +24042,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +24043,55-59,Man,Sweden,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24044,35-39,Man,India,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24045,18-21,Man,Argentina,,,,,,,,,,,,,,, +24046,30-34,Woman,Brazil,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24047,25-29,Man,Canada,Master’s degree,,,,,,,,,,,,,, +24048,30-34,Man,Mexico,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,,,,,,, +24049,25-29,Woman,Brazil,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24050,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24051,25-29,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"30,000-39,999",$100-$999,,,Other +24052,30-34,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +24053,22-24,Man,Saudi Arabia,Bachelor’s degree,Student,3-5 years,Python,None,,,,,,,,,, +24054,22-24,Man,Colombia,Bachelor’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24055,50-54,Man,Japan,,,,,,,,,,,,,,, +24056,35-39,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,No (we do not use ML methods),"10,000-14,999",$100-$999,,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +24057,35-39,Man,Nigeria,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24058,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24059,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +24060,25-29,Man,Pakistan,Master’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +24061,18-21,Man,China,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24062,30-34,Man,Turkey,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$1-$99,SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +24063,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +24064,25-29,Woman,Other,Bachelor’s degree,,,,,,,,,,,,,, +24065,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24066,30-34,Woman,Other,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24067,18-21,Prefer not to say,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24068,25-29,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24069,18-21,Man,Japan,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24070,30-34,Man,Greece,Doctoral degree,Other,10-20 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24071,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24072,22-24,Woman,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24073,25-29,Man,Other,Bachelor’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24074,35-39,Man,Italy,Master’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +24075,25-29,Man,Spain,Doctoral degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24076,45-49,Man,Nigeria,Master’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24077,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +24078,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Snowflake ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +24079,35-39,Man,United States of America,Bachelor’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24080,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +24081,25-29,Man,Brazil,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24082,35-39,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,SQL,A personal computer or laptop,More than 25 times,4-5 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"200,000-249,999","$100,000 or more ($USD)",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24083,30-34,Man,Germany,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24084,18-21,Woman,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24085,18-21,Woman,Singapore,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$100,000 or more ($USD)",,Qlik,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24086,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24087,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24088,18-21,Man,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24089,22-24,Woman,Poland,Master’s degree,Student,1-2 years,SQL,,,,,,,,,,, +24090,30-34,Woman,United States of America,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24091,22-24,Man,Turkey,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24092,40-44,Man,Russia,,,,,,,,,,,,,,, +24093,22-24,Man,India,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24094,30-34,Man,Turkey,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +24095,25-29,Man,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24096,40-44,Man,India,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24097,40-44,Man,Other,Master’s degree,Statistician,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,3-4,No (we do not use ML methods),"10,000-14,999",$1-$99,Amazon Redshift ,,Other +24098,40-44,Woman,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24099,30-34,Woman,Nigeria,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +24100,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24101,35-39,Man,United States of America,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24102,30-34,Woman,India,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24103,30-34,Prefer not to say,Italy,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,I do not know,"50,000-59,999",$0 ($USD),,, +24104,50-54,Man,Mexico,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +24105,30-34,Man,Peru,I prefer not to answer,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24106,55-59,Man,Republic of Korea,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24107,18-21,Woman,India,Master’s degree,Data Scientist,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24108,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24109,25-29,Woman,Russia,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +24110,18-21,Man,Romania,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24111,22-24,Woman,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24112,25-29,Man,Other,Doctoral degree,Student,3-5 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,, +24113,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24114,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24115,30-34,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24116,50-54,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$1-$99,PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +24117,25-29,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24118,40-44,Woman,Ukraine,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,"25,000-29,999",,,, +24119,45-49,Man,Other,Master’s degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +24120,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24121,18-21,Woman,Bangladesh,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24122,25-29,Man,United States of America,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,,Other +24123,22-24,Man,India,Professional degree,Currently not employed,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +24124,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24125,25-29,Man,Portugal,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +24126,25-29,Man,Poland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24127,25-29,Man,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24128,18-21,Man,Brazil,Bachelor’s degree,Student,3-5 years,Julia,,,,,,,,,,, +24129,30-34,Man,Spain,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24130,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24131,60-69,Woman,United States of America,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +24132,45-49,Man,Singapore,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999","$10,000-$99,999",PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +24133,22-24,Man,Turkey,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +24134,25-29,Man,Egypt,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24135,25-29,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24136,30-34,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24137,18-21,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +24138,30-34,Woman,United States of America,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +24139,40-44,Woman,United States of America,Master’s degree,Currently not employed,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24140,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24141,30-34,Man,United States of America,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,More than 25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24142,50-54,Man,United States of America,Master’s degree,DBA/Database Engineer,20+ years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24143,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24144,45-49,Man,Switzerland,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24145,40-44,Man,United States of America,Doctoral degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24146,22-24,Woman,South Korea,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24147,40-44,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",Microsoft SQL Server ,,Other +24148,30-34,Man,Canada,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24149,40-44,Man,Brazil,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24150,30-34,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24151,35-39,Man,Taiwan,Doctoral degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24152,22-24,Man,Switzerland,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24153,25-29,Man,India,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24154,30-34,Man,India,No formal education past high school,Other,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24155,45-49,Man,Japan,,,,,,,,,,,,,,, +24156,25-29,Woman,China,Professional degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24157,30-34,Man,Germany,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24158,22-24,Woman,Romania,Master’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,Once,Under 1 year,50-249 employees,5-9,I do not know,,,,, +24161,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +24162,22-24,Man,Japan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24163,30-34,Man,Argentina,Master’s degree,Other,10-20 years,None,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",10-14,I do not know,"5,000-7,499",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24164,40-44,Man,Brazil,Professional degree,,,,,,,,,,,,,, +24165,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24166,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,0-49 employees,5-9,I do not know,$0-999,$0 ($USD),,, +24167,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24168,22-24,Man,Sri Lanka,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24169,30-34,Man,Spain,Master’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24170,50-54,Man,Spain,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,, +24171,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24172,25-29,Woman,Viet Nam,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,More than 25 times,2-3 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$10,000-$99,999",Amazon Athena ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24173,25-29,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +24174,25-29,Woman,Brazil,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,3-4 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24175,35-39,Man,India,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24176,40-44,Woman,France,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24177,35-39,Man,Other,Master’s degree,DBA/Database Engineer,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24178,25-29,Woman,South Africa,Professional degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24179,35-39,Man,India,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24180,25-29,Man,United Arab Emirates,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24181,25-29,Man,France,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24182,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24183,25-29,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24184,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,I do not know,$0-999,$100-$999,MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24185,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24186,25-29,Man,Canada,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,Amazon Redshift ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24187,22-24,Woman,Indonesia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24188,60-69,Man,United States of America,Bachelor’s degree,Other,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24217,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24189,25-29,Woman,Poland,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24190,18-21,Woman,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24191,30-34,Man,Spain,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24192,30-34,Man,India,Master’s degree,Business Analyst,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$100,000 or more ($USD)",,,Other +24193,18-21,Man,Other,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24194,40-44,Man,Spain,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +24195,30-34,Woman,Other,Master’s degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24196,22-24,Man,Japan,,,,,,,,,,,,,,, +24197,40-44,Man,Other,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"80,000-89,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24198,30-34,Man,Spain,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24199,25-29,Woman,Canada,Bachelor’s degree,Research Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24200,25-29,Man,India,Doctoral degree,Data Analyst,I have never written code,,,,,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24201,22-24,Woman,United States of America,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24202,45-49,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,Amazon Redshift ,,Other +24203,25-29,Man,United States of America,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24204,70+,Man,Italy,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24205,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24206,25-29,Woman,India,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24207,45-49,Man,Australia,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24208,22-24,Woman,India,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24209,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24210,25-29,Man,India,Doctoral degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",MongoDB ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24211,18-21,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,,,,,,,,, +24212,30-34,Woman,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24213,25-29,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24214,22-24,Woman,Other,Bachelor’s degree,Student,1-2 years,Java,,,,,,,,,,, +24215,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +24216,55-59,Man,United Arab Emirates,Master’s degree,Product/Project Manager,3-5 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,, +24309,22-24,Man,Poland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +24218,55-59,Man,Singapore,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24219,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24220,35-39,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24221,40-44,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","> $500,000","$100,000 or more ($USD)",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24222,45-49,Woman,Australia,Bachelor’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"90,000-99,999","$100,000 or more ($USD)",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24223,35-39,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24224,40-44,Man,United States of America,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24225,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,,,,, +24226,25-29,Man,Brazil,Professional degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24227,35-39,Man,Belarus,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24228,35-39,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,,, +24229,30-34,Man,United States of America,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24230,50-54,Woman,Netherlands,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24231,35-39,Man,Japan,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,No (we do not use ML methods),,,,, +24232,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24233,25-29,Man,Switzerland,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24234,45-49,Man,Spain,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,20 or more years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$100,000 or more ($USD)",Microsoft SQL Server ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +24235,30-34,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,20+,I do not know,"20,000-24,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24236,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +24237,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24238,55-59,Man,United States of America,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,0,I do not know,"125,000-149,999",$0 ($USD),,, +24239,40-44,Man,Switzerland,Doctoral degree,Research Scientist,10-20 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,5-10 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$100,000 or more ($USD)",MySQL ,Qlik,"Advanced statistical software (SPSS, SAS, etc.)" +24240,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Other,3-5 years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24241,22-24,Man,China,Some college/university study without earning a bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24242,22-24,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24243,22-24,Man,United States of America,Bachelor’s degree,Statistician,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24244,30-34,Man,Other,I prefer not to answer,Currently not employed,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24245,30-34,Man,China,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",15-19,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24310,22-24,Man,Italy,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24246,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24247,30-34,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$1-$99,,Alteryx ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24248,22-24,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24249,30-34,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,Other,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24250,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +24251,18-21,Man,Ukraine,,,,,,,,,,,,,,, +24252,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24253,22-24,Man,France,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24254,25-29,Man,Canada,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"40,000-49,999","$1000-$9,999",,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24255,40-44,Man,Canada,No formal education past high school,Other,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24256,40-44,Woman,Morocco,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,"$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24257,25-29,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",,Amazon QuickSight, +24258,40-44,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24259,40-44,Woman,Sweden,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24260,45-49,Man,United States of America,Master’s degree,Software Engineer,5-10 years,,,,,,,,,,,, +24261,40-44,Man,Singapore,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",Oracle Database ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24262,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24263,22-24,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24264,22-24,Man,Thailand,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),,,,, +24265,18-21,Woman,India,,,,,,,,,,,,,,, +24266,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24267,22-24,Woman,South Korea,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24268,40-44,Man,Colombia,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",IBM Db2 ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24269,25-29,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +24270,25-29,Woman,Pakistan,Master’s degree,Research Scientist,3-5 years,Java,,,,,,,,,,, +24271,25-29,Woman,Netherlands,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24272,25-29,Man,Japan,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24273,18-21,Man,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,, +24274,55-59,Man,Australia,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24275,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +24276,18-21,Man,Taiwan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24277,35-39,Man,India,Doctoral degree,Research Scientist,< 1 years,MATLAB,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,, +24278,25-29,Man,Canada,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24279,25-29,Man,Mexico,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,I do not know,,,,, +24280,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24281,45-49,Man,Japan,No formal education past high school,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,No (we do not use ML methods),$0-999,"$10,000-$99,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24282,40-44,Man,Russia,Professional degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24283,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24284,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,, +24285,45-49,Man,Thailand,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24286,35-39,Man,India,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24287,35-39,Man,Japan,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24288,22-24,Man,Other,Master’s degree,Student,10-20 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24289,35-39,Man,"Iran, Islamic Republic of...",Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24290,25-29,Man,Other,,,,,,,,,,,,,,, +24291,22-24,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24292,22-24,Man,Russia,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24293,18-21,Man,Other,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24294,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24295,25-29,Woman,Egypt,Professional degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +24296,45-49,Man,China,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24297,30-34,Man,Kenya,Bachelor’s degree,Student,1-2 years,MATLAB,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24298,30-34,Man,Colombia,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24299,18-21,Man,India,,,,,,,,,,,,,,, +24300,18-21,Man,Singapore,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24301,25-29,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,I do not know,"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24302,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24303,45-49,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +24304,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24305,25-29,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24306,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24307,25-29,Man,India,Master’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24308,22-24,Man,Taiwan,,,,,,,,,,,,,,, +24311,22-24,Woman,Bangladesh,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24312,30-34,Prefer not to say,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24313,35-39,Woman,Brazil,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$1-$99,,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24314,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24315,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +24316,35-39,Man,Germany,Doctoral degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24317,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C++,,,,,,,,,,, +24318,70+,Man,Poland,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24319,18-21,Man,Malaysia,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24320,25-29,Man,Portugal,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24321,40-44,Woman,Italy,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24322,45-49,Man,United States of America,Master’s degree,Other,,,,,,,,,,,,, +24323,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24324,22-24,Man,United States of America,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24325,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +24326,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24327,30-34,Man,Nigeria,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24328,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,None,Never,20 or more years,,,,,,,, +24329,40-44,Man,Spain,Master’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24330,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24331,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24332,35-39,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24333,22-24,Man,India,Doctoral degree,Student,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24334,35-39,Man,Brazil,Master’s degree,Student,20+ years,Python,A personal computer or laptop,Once,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24335,30-34,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24336,35-39,Man,Germany,Professional degree,Other,5-10 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,"20,000-24,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24337,45-49,Man,Canada,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24338,25-29,Woman,Nigeria,Master’s degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"2,000-2,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24339,25-29,Man,Brazil,Master’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +24340,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,,,,,,,,,,,, +24341,18-21,Man,Singapore,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24342,40-44,Man,Japan,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,10-20 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$1000-$9,999",MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +24343,22-24,Woman,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,,, +24344,50-54,Man,Canada,Doctoral degree,Other,3-5 years,R,A personal computer or laptop,Once,1-2 years,50-249 employees,0,I do not know,"50,000-59,999",$1-$99,,, +24345,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24346,25-29,Man,China,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +24347,25-29,Man,Tunisia,Master’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24348,70+,Man,Portugal,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,I do not know,"40,000-49,999",$0 ($USD),,, +24349,35-39,Man,United States of America,Master’s degree,Other,10-20 years,C++,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,Other +24350,25-29,Man,Russia,Bachelor’s degree,Currently not employed,3-5 years,Python,None,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24351,45-49,Woman,Sweden,Professional degree,Other,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24352,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,Other,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24353,18-21,Man,Poland,No formal education past high school,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24354,22-24,Man,China,Master’s degree,Student,1-2 years,,,,,,,,,,,, +24355,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24356,45-49,Woman,Other,I prefer not to answer,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,15-19,I do not know,$0-999,$100-$999,,,Other +24357,22-24,Man,Kenya,Bachelor’s degree,Student,< 1 years,R,,,,,,,,,,, +24358,55-59,Man,India,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24359,22-24,Man,India,Master’s degree,Data Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",,,Other +24360,30-34,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24361,18-21,Man,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24362,30-34,Man,Sweden,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +24363,18-21,Man,India,,,,,,,,,,,,,,, +24364,30-34,Man,Other,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24365,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$100-$999,Microsoft Access ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24366,30-34,Man,Brazil,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$1000-$9,999",Google Cloud BigQuery ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24367,18-21,Woman,Nigeria,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24368,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24369,25-29,Man,India,Master’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +24370,22-24,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24371,40-44,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,Other +24372,22-24,Man,Tunisia,Bachelor’s degree,Machine Learning Engineer,1-2 years,R,,,,,,,,,,, +24373,18-21,Man,United States of America,Bachelor’s degree,,,,,,,,,,,,,, +24641,22-24,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24374,25-29,Woman,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,MySQL ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +24375,40-44,Woman,India,Doctoral degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24376,22-24,Woman,Morocco,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,,,,, +24377,35-39,Man,South Africa,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24378,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24379,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24380,40-44,Man,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24381,40-44,Man,Pakistan,Professional degree,,,,,,,,,,,,,, +24382,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24383,30-34,Man,Japan,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24384,35-39,Woman,Sweden,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$100,000 or more ($USD)",,, +24385,25-29,Man,Egypt,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24386,18-21,Man,Nepal,Professional degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24387,30-34,Man,India,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"15,000-19,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24388,45-49,Woman,Italy,I prefer not to answer,Data Analyst,20+ years,Python,Other,Never,5-10 years,50-249 employees,0,I do not know,"1,000-1,999","$10,000-$99,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +24389,25-29,Woman,Pakistan,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,Other +24390,25-29,Man,India,Master’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24391,18-21,Man,Philippines,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +24392,45-49,Man,India,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"10,000 or more employees",20+,I do not know,"20,000-24,999","$1000-$9,999",Amazon Redshift ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24393,22-24,Woman,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24394,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24395,18-21,Man,India,Bachelor’s degree,Student,,,,,,,,,,,,, +24396,22-24,Man,Russia,No formal education past high school,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24397,40-44,Woman,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,Amazon Athena ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24398,40-44,Man,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24399,25-29,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,I do not know,"60,000-69,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24400,30-34,Man,Kenya,Professional degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24401,25-29,Woman,Brazil,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$10,000-$99,999",,,Other +24402,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24403,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24768,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24404,55-59,Man,United States of America,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24405,18-21,Man,Australia,Master’s degree,Student,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +24406,50-54,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24407,25-29,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24408,22-24,Woman,India,Master’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,I do not know,"15,000-19,999",$100-$999,Microsoft SQL Server ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +24409,22-24,Man,France,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24410,22-24,Man,Taiwan,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24411,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24412,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,4-5 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24413,22-24,Man,China,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24414,22-24,Man,Kenya,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24415,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24416,40-44,Man,India,Bachelor’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",Amazon DynamoDB ,Qlik,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24417,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24418,35-39,Man,Other,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24419,35-39,Man,Singapore,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,I do not know,"90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24420,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24421,22-24,Man,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24422,18-21,Man,Egypt,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24423,45-49,Man,Canada,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,20 or more years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24424,22-24,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +24425,22-24,Woman,Turkey,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24426,30-34,Man,Israel,Master’s degree,Data Scientist,10-20 years,Python,Other,Never,2-3 years,0-49 employees,3-4,I do not know,"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24427,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24428,25-29,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +24429,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24430,25-29,Woman,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24802,18-21,Woman,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +24431,25-29,Man,Chile,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24432,35-39,Man,Brazil,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,"Advanced statistical software (SPSS, SAS, etc.)" +24433,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24434,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,1-2 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +24435,22-24,Man,United States of America,Doctoral degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +24436,25-29,Man,Mexico,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24437,40-44,Woman,Germany,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",,,Other +24438,40-44,Man,Morocco,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24439,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24440,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24441,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +24442,30-34,Prefer not to say,Other,I prefer not to answer,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,Other +24443,22-24,Woman,Indonesia,Bachelor’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,3-4 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24444,30-34,Woman,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,, +24445,18-21,Woman,Russia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +24446,45-49,Man,India,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,, +24447,35-39,Man,India,Doctoral degree,Product/Project Manager,I have never written code,,,,,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24448,30-34,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,0,No (we do not use ML methods),"90,000-99,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24449,25-29,Woman,United States of America,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +24450,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24451,55-59,Prefer not to say,Japan,,,,,,,,,,,,,,, +24452,50-54,Man,Japan,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,50-249 employees,1-2,No (we do not use ML methods),,,,, +24453,30-34,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,,,,,,, +24454,30-34,Man,Russia,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,"25,000-29,999",$1-$99,,, +24455,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24456,22-24,Man,Japan,Professional degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24457,45-49,Man,United Arab Emirates,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"150,000-199,999","$1000-$9,999",Microsoft SQL Server ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24458,25-29,Man,Italy,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,, +24459,45-49,Man,United States of America,Master’s degree,Business Analyst,20+ years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",Amazon Redshift ,Alteryx ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24460,35-39,Man,Kenya,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24461,25-29,Man,South Korea,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24462,35-39,Man,India,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,SQLite ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24463,40-44,Woman,France,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24464,18-21,Man,India,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +24465,40-44,Woman,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,,,,, +24466,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24467,22-24,Woman,Turkey,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +24468,18-21,Man,China,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +24469,25-29,Woman,Canada,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24470,30-34,Man,Russia,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24471,35-39,Man,Other,Master’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24472,25-29,Man,India,Professional degree,Data Engineer,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +24473,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"50,000-59,999",$0 ($USD),,, +24474,30-34,Man,Brazil,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24475,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24476,40-44,Man,Morocco,No formal education past high school,Currently not employed,5-10 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24477,30-34,Man,Poland,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,I do not know,,,,, +24478,18-21,Man,Spain,Some college/university study without earning a bachelor’s degree,Student,1-2 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24479,45-49,Man,United States of America,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24480,40-44,Man,United States of America,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24481,22-24,Woman,Canada,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24482,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24483,25-29,Woman,Egypt,Bachelor’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24484,18-21,Man,Other,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24485,30-34,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24486,22-24,Woman,South Korea,Bachelor’s degree,,,,,,,,,,,,,, +24487,35-39,Man,Ukraine,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24488,18-21,Woman,Thailand,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,10-14,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$10,000-$99,999",,, +24489,18-21,Man,China,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24490,22-24,Woman,Turkey,,,,,,,,,,,,,,, +24491,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24492,25-29,Man,South Africa,Professional degree,Other,< 1 years,Python,,,,,,,,,,, +24493,18-21,Man,Germany,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24494,35-39,Man,Chile,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24891,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24495,22-24,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"7,500-9,999",$1-$99,,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24496,22-24,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",5-9,I do not know,"2,000-2,999",$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24497,30-34,Woman,Germany,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,20+,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24498,25-29,Man,Germany,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24499,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24500,40-44,Man,Germany,Bachelor’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24501,25-29,Man,Poland,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24502,30-34,Man,Israel,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24503,60-69,Man,Japan,Master’s degree,Research Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24504,50-54,Man,Other,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24505,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +24506,40-44,Man,India,Master’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,,Other +24507,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24508,30-34,Man,South Africa,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",,,, +24509,45-49,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24510,25-29,Woman,China,I prefer not to answer,Data Engineer,3-5 years,Python,None,Never,1-2 years,250-999 employees,15-19,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24511,30-34,Woman,Canada,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,Other +24512,55-59,Man,India,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24513,22-24,Man,India,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24514,35-39,Man,United States of America,Doctoral degree,Data Scientist,20+ years,R,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999",$1-$99,Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +24515,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24516,25-29,Man,Republic of Korea,Master’s degree,Research Scientist,1-2 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,, +24517,22-24,Man,Tunisia,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24518,30-34,Nonbinary,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Once,4-5 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24519,45-49,Man,Japan,,,,,,,,,,,,,,, +24520,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,I do not know,,,,, +24521,45-49,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24522,55-59,Man,Italy,Some college/university study without earning a bachelor’s degree,Currently not employed,20+ years,,,,,,,,,,,, +24523,40-44,Man,Russia,Professional degree,Software Engineer,20+ years,Python,None,Never,I do not use machine learning methods,"1000-9,999 employees",0,I do not know,,,,, +24980,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24524,45-49,Woman,Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24525,18-21,Man,Philippines,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24526,25-29,Man,Morocco,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$10,000-$99,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24527,40-44,Man,Taiwan,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24528,22-24,Prefer not to say,Other,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,15-19,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24529,30-34,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Other,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,"25,000-29,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +24530,22-24,Woman,Ukraine,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24531,40-44,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,, +24532,30-34,Woman,United States of America,Doctoral degree,Research Scientist,5-10 years,Python,None,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24533,40-44,Woman,France,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24534,22-24,Woman,India,I prefer not to answer,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24535,25-29,Man,Brazil,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24536,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,$0-999,$0 ($USD),,, +24537,22-24,Man,South Africa,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24538,25-29,Man,India,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24539,22-24,Man,India,Bachelor’s degree,Currently not employed,5-10 years,,,,,,,,,,,, +24540,18-21,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +24541,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +24542,30-34,Man,Belgium,Master’s degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"60,000-69,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24543,40-44,Man,India,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +24544,70+,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999",$1-$99,PostgresSQL ,,Other +24545,30-34,Woman,India,Master’s degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24546,25-29,Man,Greece,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24547,25-29,Woman,India,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,, +24548,25-29,Man,Tunisia,Master’s degree,Data Engineer,,,,,,,,,,,,, +24549,60-69,Woman,Canada,Bachelor’s degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24550,18-21,Man,Tunisia,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24551,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24552,18-21,Man,United States of America,Bachelor’s degree,Software Engineer,1-2 years,,,,,,,,,,,, +24553,30-34,Man,Other,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,Other +24554,22-24,Man,Netherlands,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +24555,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24556,60-69,Man,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25397,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24557,35-39,Man,Greece,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +24558,22-24,Prefer to self-describe,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$0 ($USD),,,Other +24559,30-34,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24560,30-34,Man,Russia,Professional degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",,Einstein Analytics,"Local development environments (RStudio, JupyterLab, etc.)" +24561,30-34,Prefer not to say,Israel,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24562,22-24,Woman,Mexico,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24563,60-69,Man,Netherlands,Master’s degree,Other,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,20 or more years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24564,30-34,Man,Germany,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24565,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24566,25-29,Man,United States of America,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +24567,30-34,Woman,Russia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24568,30-34,Man,Switzerland,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24569,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,I do not know,"125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24570,22-24,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24571,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24572,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24573,35-39,Man,Colombia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24574,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +24575,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),MySQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24576,40-44,Woman,Tunisia,Doctoral degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,I do not know,,,,, +24577,25-29,Woman,Turkey,Bachelor’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,Never,1-2 years,50-249 employees,0,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,, +24578,22-24,Man,Brazil,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24579,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24580,25-29,Man,Turkey,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +24581,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24582,25-29,Man,Thailand,I prefer not to answer,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24583,30-34,Man,Kenya,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,I do not know,"10,000-14,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +24584,25-29,Woman,Peru,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",15-19,No (we do not use ML methods),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24737,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24585,35-39,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24586,30-34,Man,Turkey,Doctoral degree,Software Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24587,18-21,Woman,India,I prefer not to answer,Student,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24588,25-29,Man,Spain,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24589,25-29,Man,Nigeria,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24590,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +24591,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"100,000-124,999",$0 ($USD),,, +24592,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24593,60-69,Man,Japan,Bachelor’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24594,30-34,Man,Poland,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24595,35-39,Man,United States of America,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"150,000-199,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24596,25-29,Man,South Korea,Some college/university study without earning a bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$10,000-$99,999",Google Cloud SQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24597,30-34,Man,Brazil,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",,Qlik, +24598,50-54,Man,Argentina,Master’s degree,Business Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999","$1000-$9,999",,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24599,35-39,Man,France,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"70,000-79,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24600,25-29,Man,Peru,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24601,45-49,Woman,India,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +24602,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24603,35-39,Man,Italy,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24604,30-34,Man,Other,,,,,,,,,,,,,,, +24605,30-34,Nonbinary,Turkey,Bachelor’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",3-4,I do not know,,,,, +24606,25-29,Woman,Italy,Master’s degree,Business Analyst,< 1 years,R,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",3-4,I do not know,"25,000-29,999",$100-$999,,, +24607,25-29,Man,United States of America,Master’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24608,30-34,Man,Germany,Master’s degree,Currently not employed,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24609,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24610,60-69,Man,Colombia,Some college/university study without earning a bachelor’s degree,Other,20+ years,Python,A personal computer or laptop,Never,20 or more years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24642,35-39,Man,Thailand,Bachelor’s degree,Product/Project Manager,10-20 years,C++,A personal computer or laptop,Never,20 or more years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24611,50-54,Woman,Canada,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24612,45-49,Man,South Korea,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +24613,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",MongoDB ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24614,30-34,Woman,Other,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +24615,35-39,Man,Poland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24616,35-39,Prefer not to say,Australia,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,,Other +24617,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,5-10 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24618,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,, +24619,30-34,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24620,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24621,30-34,Woman,Belarus,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24622,18-21,Man,South Korea,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24623,22-24,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24624,35-39,Woman,United States of America,Master’s degree,,,,,,,,,,,,,, +24625,25-29,Man,Republic of Korea,,,,,,,,,,,,,,, +24626,22-24,Man,Other,Master’s degree,Data Engineer,,,,,,,,,,,,, +24627,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Product/Project Manager,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24628,35-39,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +24629,25-29,Woman,Other,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24630,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24631,45-49,Man,South Korea,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",0,I do not know,"100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24632,45-49,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,,,,,,,,, +24633,22-24,Man,Mexico,Bachelor’s degree,Business Analyst,1-2 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24634,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24635,22-24,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,20+,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24636,45-49,Man,Nigeria,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24637,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24638,30-34,Prefer not to say,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24639,50-54,Man,United States of America,Professional degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +24640,25-29,Man,Germany,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24643,25-29,Man,Bangladesh,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$10,000-$99,999",Google Cloud BigQuery ,,"Advanced statistical software (SPSS, SAS, etc.)" +24644,30-34,Man,United States of America,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24645,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24646,40-44,Man,Ukraine,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24647,22-24,Man,Viet Nam,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24648,22-24,Woman,Argentina,Master’s degree,Data Engineer,1-2 years,Python,,,,,,,,,,, +24649,18-21,Man,France,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +24650,45-49,Woman,Japan,,,,,,,,,,,,,,, +24651,22-24,Man,Saudi Arabia,Bachelor’s degree,Currently not employed,3-5 years,C++,,,,,,,,,,, +24652,25-29,Man,China,Bachelor’s degree,Software Engineer,,,,,,,,,,,,, +24653,60-69,Man,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",MySQL ,,Other +24654,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +24655,18-21,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24656,25-29,Woman,Belgium,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24657,30-34,Man,India,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),,,,, +24658,30-34,Man,Singapore,,,,,,,,,,,,,,, +24659,40-44,Woman,Sweden,Master’s degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +24660,40-44,Man,Kenya,Master’s degree,Product/Project Manager,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24661,22-24,Man,Japan,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,,,,,, +24662,60-69,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +24663,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +24664,25-29,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24665,25-29,Man,Kenya,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,, +24666,22-24,Man,India,Master’s degree,Student,< 1 years,Other,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24667,60-69,Man,Japan,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,4-5 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,,,Other +24668,30-34,Man,Taiwan,Master’s degree,Other,5-10 years,Python,Other,Never,3-4 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,, +24669,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,R,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24670,30-34,Man,Turkey,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24671,40-44,Man,Philippines,,,,,,,,,,,,,,, +24672,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24673,30-34,Man,Turkey,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,"$1000-$9,999",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24674,22-24,Man,India,Bachelor’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,More than 25 times,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",MySQL ,Microsoft Power BI,Other +24675,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24676,55-59,Man,Brazil,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24735,55-59,Man,Other,Doctoral degree,Statistician,I have never written code,,,,,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +24677,22-24,Man,Pakistan,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,I do not use machine learning methods,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24678,22-24,Man,Pakistan,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +24679,30-34,Woman,Brazil,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,,,,,,,,, +24680,35-39,Man,United States of America,Master’s degree,Business Analyst,3-5 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",3-4,I do not know,"125,000-149,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24681,18-21,Man,Japan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24682,25-29,Man,Mexico,Master’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24683,30-34,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24684,25-29,Man,India,Master’s degree,Data Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Microsoft Power BI,Other +24685,60-69,Man,Netherlands,Doctoral degree,Research Scientist,20+ years,Python,Other,Never,20 or more years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$1-$99,,,Other +24686,60-69,Man,Brazil,Master’s degree,Product/Project Manager,20+ years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,,, +24687,30-34,Man,Japan,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24688,18-21,Woman,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24689,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24690,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +24691,30-34,Man,Canada,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24692,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24693,35-39,Man,Argentina,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +24694,35-39,Man,India,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24695,40-44,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24696,30-34,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24697,30-34,Man,Brazil,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24698,30-34,Man,Sweden,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",,, +24699,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,, +24700,18-21,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +24701,35-39,Man,United States of America,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,No (we do not use ML methods),"150,000-199,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24702,35-39,Man,Germany,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"70,000-79,999",,,, +24703,45-49,Man,Japan,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24704,18-21,Man,Spain,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +24705,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24706,25-29,Man,Nigeria,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Once,,,,,,,,, +24736,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24707,35-39,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24708,18-21,Woman,Other,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24709,45-49,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24710,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +24711,35-39,Man,Indonesia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24712,45-49,Man,Spain,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24713,40-44,Man,Chile,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24714,35-39,Man,Switzerland,Master’s degree,Data Engineer,5-10 years,SQL,A personal computer or laptop,Never,3-4 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$100,000 or more ($USD)",Microsoft SQL Server ,Other,Other +24715,22-24,Man,Indonesia,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24716,45-49,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,Other,2-5 times,5-10 years,"1000-9,999 employees",20+,I do not know,"125,000-149,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +24717,30-34,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,I do not know,"80,000-89,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24718,22-24,Woman,Philippines,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24719,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24720,35-39,Man,Colombia,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24721,22-24,Man,Spain,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,0,,,,,, +24722,18-21,Man,India,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,, +24723,25-29,Man,India,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24724,25-29,Man,Greece,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24725,35-39,Woman,Nigeria,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24726,35-39,Woman,Canada,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +24727,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,3-5 years,SQL,,,,,,,,,,, +24728,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24729,18-21,Man,Egypt,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24730,30-34,Man,Japan,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24731,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24732,40-44,Man,Belarus,Professional degree,Software Engineer,20+ years,C++,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,, +24733,60-69,Man,Brazil,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24734,40-44,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Other,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24738,40-44,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24739,35-39,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24740,30-34,Man,Argentina,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24741,22-24,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24742,35-39,Man,Other,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,No (we do not use ML methods),"7,500-9,999",$1-$99,IBM Db2 ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24743,18-21,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Business Analyst,1-2 years,Javascript,,,,,,,,,,, +24744,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24745,35-39,Man,Ukraine,I prefer not to answer,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24746,25-29,Man,Netherlands,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +24747,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24748,18-21,Woman,Nepal,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24749,35-39,Man,Other,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24750,45-49,Man,Israel,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24751,30-34,Woman,Other,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,Other +24752,18-21,Man,Other,No formal education past high school,Student,I have never written code,,,,,,,,,,,, +24753,22-24,Man,Greece,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24754,25-29,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24755,25-29,Woman,United States of America,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$100,000 or more ($USD)",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24756,60-69,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$1000-$9,999",MongoDB ,,Other +24757,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24758,40-44,Man,South Korea,,,,,,,,,,,,,,, +24759,50-54,Man,Singapore,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24760,22-24,Man,India,Master’s degree,Student,1-2 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24761,30-34,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24762,30-34,Man,Japan,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24763,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24764,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24765,30-34,Man,Ireland,,,,,,,,,,,,,,, +24766,22-24,Woman,Malaysia,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24767,22-24,Man,Italy,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24769,25-29,Man,Indonesia,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24770,40-44,Man,India,Master’s degree,Research Scientist,10-20 years,Python,,,,,,,,,,, +24771,25-29,Man,Other,Bachelor’s degree,Business Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$1000-$9,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24772,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24773,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +24774,18-21,Man,Indonesia,Some college/university study without earning a bachelor’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,,,,, +24775,35-39,Man,Colombia,Professional degree,,,,,,,,,,,,,, +24776,40-44,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",Snowflake ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +24777,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24778,40-44,Nonbinary,Ireland,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,I do not know,"2,000-2,999",$0 ($USD),,,Other +24779,45-49,Man,Belgium,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +24780,22-24,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24781,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +24782,40-44,Man,Japan,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"125,000-149,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24783,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +24784,18-21,Man,China,Bachelor’s degree,Student,< 1 years,Python,None,Never,Under 1 year,,,,,,,, +24785,25-29,Woman,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24786,18-21,Man,Spain,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24787,30-34,Man,India,Master’s degree,Other,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,I do not know,"40,000-49,999",$0 ($USD),,, +24788,25-29,Man,Nigeria,Bachelor’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,, +24789,35-39,Man,United States of America,Bachelor’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$10,000-$99,999",Oracle Database ,, +24790,40-44,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +24791,18-21,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24792,35-39,Woman,Brazil,Bachelor’s degree,Data Analyst,< 1 years,R,,,,,,,,,,, +24793,25-29,Man,Pakistan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24794,40-44,Man,Mexico,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24795,25-29,Woman,United States of America,Bachelor’s degree,Other,< 1 years,Python,,,,,,,,,,, +24796,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +24797,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24798,18-21,Prefer not to say,Other,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24799,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",20+,,,,,, +24800,22-24,Woman,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +24801,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",,,,,,, +24803,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,10-14,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24804,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +24805,25-29,Man,South Africa,No formal education past high school,Currently not employed,3-5 years,Javascript,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24806,30-34,Man,Turkey,Doctoral degree,Data Scientist,3-5 years,MATLAB,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,No (we do not use ML methods),$0-999,$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +24807,18-21,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24808,22-24,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24809,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24810,25-29,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24811,22-24,Woman,India,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,IBM Db2 ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24812,22-24,Man,Mexico,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +24813,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,,,,,, +24814,22-24,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24815,18-21,Man,Indonesia,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24816,30-34,Man,India,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24817,25-29,Man,Peru,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MySQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24818,18-21,Man,Nigeria,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24819,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24820,30-34,Man,Australia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24821,40-44,Man,Other,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24822,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Julia,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24823,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +24824,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24825,50-54,Man,Ukraine,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24826,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24827,60-69,Man,India,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24828,25-29,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +24829,40-44,Man,Germany,I prefer not to answer,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24830,40-44,Man,Argentina,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24831,18-21,Man,Indonesia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24832,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$1-$99,,,Other +24833,50-54,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,Other,Never,20 or more years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",Google Cloud BigQuery ,,Other +24834,30-34,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24835,60-69,Man,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24836,22-24,Man,Nepal,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24837,25-29,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24838,35-39,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"90,000-99,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24839,22-24,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,MongoDB ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24840,22-24,Prefer not to say,Other,Master’s degree,Software Engineer,3-5 years,,,,,,,,,,,, +24841,30-34,Woman,Australia,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24842,22-24,Man,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24843,25-29,Man,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24844,22-24,Man,China,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +24845,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24846,30-34,Man,United States of America,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"60,000-69,999",$0 ($USD),,, +24847,50-54,Man,South Korea,Doctoral degree,Research Scientist,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24848,25-29,Man,India,Master’s degree,Other,< 1 years,None,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,No (we do not use ML methods),"1,000-1,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24849,25-29,Man,Other,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24850,30-34,Man,Japan,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24851,40-44,Man,Sweden,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,Microsoft Azure Data Lake Storage ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24852,45-49,Woman,India,Master’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24853,22-24,Man,Romania,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24854,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24855,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24856,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24857,25-29,Man,Other,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24858,22-24,Man,India,,,,,,,,,,,,,,, +24859,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24860,25-29,Man,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24861,40-44,Man,Japan,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +24862,22-24,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24863,25-29,Man,India,Professional degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24864,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,Sisense ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24865,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$10,000-$99,999",Amazon Athena ,Amazon QuickSight,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24866,50-54,Man,Russia,Doctoral degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999","$100,000 or more ($USD)",,, +24867,30-34,Man,Other,Master’s degree,Research Scientist,5-10 years,Julia,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,I do not know,"10,000-14,999",$0 ($USD),,,Other +24868,22-24,Woman,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999",$1-$99,MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24869,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +24870,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24871,25-29,Man,France,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24872,18-21,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24873,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24874,25-29,Man,Netherlands,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +24875,40-44,Woman,United States of America,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",0,I do not know,"40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +24876,18-21,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24877,30-34,Man,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,MySQL ,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +24878,35-39,Man,South Africa,Some college/university study without earning a bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24879,25-29,Man,United States of America,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24880,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +24881,22-24,Man,Canada,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,I do not know,"40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24882,30-34,Man,Colombia,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24883,30-34,Man,Mexico,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24884,40-44,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24885,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24886,35-39,Woman,Tunisia,Professional degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24887,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24888,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Once,Under 1 year,,,,,,,, +24889,25-29,Prefer to self-describe,India,Master’s degree,Other,3-5 years,Python,Other,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24890,30-34,Man,United States of America,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +24892,55-59,Man,Spain,Bachelor’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +24893,22-24,Woman,India,Professional degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24894,30-34,Man,United States of America,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +24895,25-29,Woman,China,Master’s degree,Machine Learning Engineer,3-5 years,Python,None,Never,,,,,,,,, +24896,35-39,Man,India,,,,,,,,,,,,,,, +24897,22-24,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24898,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24899,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24900,25-29,Man,India,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24901,22-24,Woman,India,Master’s degree,Student,1-2 years,R,,,,,,,,,,, +24902,35-39,Man,Brazil,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$10,000-$99,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24903,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$1-$99,IBM Db2 ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24904,30-34,Man,Turkey,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24905,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24906,22-24,Man,Japan,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24907,35-39,Man,India,Doctoral degree,Student,5-10 years,Python,,,,,,,,,,, +24908,22-24,Woman,Russia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24909,40-44,Woman,India,Master’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24910,25-29,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +24911,18-21,Man,India,Bachelor’s degree,Student,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24912,30-34,Man,United States of America,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24913,25-29,Man,Canada,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24914,35-39,Man,Japan,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24915,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,3-4,I do not know,$0-999,$0 ($USD),,, +24916,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24917,50-54,Man,Other,Doctoral degree,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24918,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +24919,25-29,Woman,India,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24920,30-34,Man,China,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24921,25-29,Man,Canada,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,,,,, +24922,35-39,Prefer not to say,Indonesia,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24923,30-34,Man,Brazil,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +24981,35-39,Man,Singapore,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,I do not know,"70,000-79,999",,,, +24924,35-39,Man,Turkey,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24925,18-21,Man,Russia,,,,,,,,,,,,,,, +24926,25-29,Man,Bangladesh,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24927,70+,Man,United States of America,Doctoral degree,Statistician,20+ years,R,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +24928,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24929,35-39,Man,Romania,Bachelor’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24930,25-29,Man,Japan,Master’s degree,,,,,,,,,,,,,, +24931,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,50-249 employees,10-14,I do not know,$0-999,$1-$99,,, +24932,35-39,Man,Other,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24933,45-49,Man,Greece,Master’s degree,Business Analyst,20+ years,SQL,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24934,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24935,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$100-$999,Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24936,30-34,Man,Viet Nam,Bachelor’s degree,Software Engineer,10-20 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,I do not know,"30,000-39,999","$100,000 or more ($USD)",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24937,22-24,Woman,Indonesia,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24938,25-29,Man,United States of America,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24939,50-54,Man,Japan,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24940,35-39,Woman,Chile,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Once,5-10 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24941,22-24,Man,India,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24942,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +24943,45-49,Man,United States of America,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +24944,70+,Prefer not to say,Other,I prefer not to answer,Software Engineer,I have never written code,,,,,"10,000 or more employees",20+,I do not know,,,,, +24945,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24946,40-44,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24947,25-29,Man,India,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +24948,22-24,Man,India,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$1-$99,Amazon Redshift ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +24949,25-29,Man,South Africa,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +24950,30-34,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24951,45-49,Man,Italy,Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24952,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Statistician,I have never written code,,,,,250-999 employees,5-9,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25045,25-29,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24953,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",,,, +24954,22-24,Man,Indonesia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24955,30-34,Man,Canada,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24956,25-29,Woman,Pakistan,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,, +24957,18-21,Man,India,I prefer not to answer,Other,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,Other +24958,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +24959,22-24,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24960,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24961,25-29,Man,Canada,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24962,60-69,Man,Japan,Bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24963,25-29,Woman,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",0,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24964,18-21,Man,Russia,Bachelor’s degree,Student,< 1 years,Python,None,More than 25 times,Under 1 year,,,,,,,, +24965,35-39,Man,Other,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",Google Cloud Firestore ,,Other +24966,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24967,30-34,Man,India,Bachelor’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",MongoDB ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +24968,40-44,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,I do not know,"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24969,25-29,Woman,United States of America,Bachelor’s degree,,,,,,,,,,,,,, +24970,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,,,,,, +24971,25-29,Man,Other,Master’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24972,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24973,30-34,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,, +24974,25-29,Woman,Japan,Master’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24975,45-49,Man,Poland,Professional degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"1000-9,999 employees",10-14,I do not know,"30,000-39,999","$1000-$9,999",Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +24976,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Software Engineer,< 1 years,Javascript,,,,,,,,,,, +24977,30-34,Man,Tunisia,,,,,,,,,,,,,,, +24978,30-34,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24979,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25612,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +24982,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,No (we do not use ML methods),"70,000-79,999",$100-$999,SQLite ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +24983,22-24,Man,India,Bachelor’s degree,DBA/Database Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24984,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24985,22-24,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +24986,18-21,Man,Brazil,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24987,18-21,Woman,Turkey,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24988,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24989,30-34,Man,Belgium,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24990,30-34,Man,India,Master’s degree,Other,,,,,,,,,,,,, +24991,50-54,Man,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,6-25 times,1-2 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +24992,22-24,Man,Egypt,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +24993,50-54,Man,Australia,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,0,I do not know,"90,000-99,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +24994,18-21,Man,India,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24995,25-29,Man,China,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +24996,30-34,Man,Russia,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +24997,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +24998,35-39,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +24999,25-29,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25000,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25001,45-49,Man,Nigeria,Bachelor’s degree,Data Scientist,,,,,,,,,,,,, +25002,30-34,Man,Ukraine,Bachelor’s degree,Product/Project Manager,< 1 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25003,22-24,Woman,United States of America,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25004,35-39,Man,United Arab Emirates,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25005,25-29,Man,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25006,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25007,18-21,Man,India,Master’s degree,Software Engineer,3-5 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",Google Cloud Firestore ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25008,40-44,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25009,22-24,Man,Portugal,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25010,18-21,Man,Spain,Bachelor’s degree,Student,5-10 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,, +25011,25-29,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +25012,60-69,Man,Germany,Professional degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",,, +25013,18-21,Man,Peru,Bachelor’s degree,Other,3-5 years,MATLAB,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,Other +25014,35-39,Man,Spain,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,"10,000 or more employees",0,,,,,, +25015,30-34,Prefer not to say,India,Doctoral degree,Student,1-2 years,Python,,,,,,,,,,, +25016,22-24,Man,Tunisia,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +25017,25-29,Man,Ukraine,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25018,35-39,Man,India,Doctoral degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25019,55-59,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Once,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25020,30-34,Man,Spain,Doctoral degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25021,18-21,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25022,35-39,Man,United States of America,Master’s degree,Statistician,5-10 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,4-5 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +25023,50-54,Man,India,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",Microsoft SQL Server ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25024,25-29,Man,United States of America,Master’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25025,45-49,Man,Australia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25026,55-59,Woman,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25027,18-21,Man,India,,,,,,,,,,,,,,, +25028,25-29,Man,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,C++,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,Other +25029,40-44,Man,Egypt,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,No (we do not use ML methods),"15,000-19,999",$100-$999,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25030,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,,,,,, +25031,30-34,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25032,22-24,Man,Colombia,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,0,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25033,22-24,Man,China,Master’s degree,Student,1-2 years,,,,,,,,,,,, +25034,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25035,45-49,Man,Germany,Doctoral degree,Research Scientist,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),,,,, +25036,25-29,Man,Brazil,Professional degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +25037,25-29,Man,France,Master’s degree,,,,,,,,,,,,,, +25038,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25039,35-39,Man,Argentina,Master’s degree,Software Engineer,,,,,,,,,,,,, +25040,22-24,Man,Kenya,Bachelor’s degree,Data Analyst,< 1 years,R,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25041,45-49,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25042,35-39,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25043,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,DBA/Database Engineer,20+ years,Java,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,I do not know,"30,000-39,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25044,18-21,Woman,Indonesia,Doctoral degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25046,55-59,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25047,25-29,Man,United Arab Emirates,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25048,40-44,Man,Japan,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25049,40-44,Man,United States of America,Bachelor’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,,,,,,,, +25050,35-39,Nonbinary,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"200,000-249,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25051,35-39,Man,United Arab Emirates,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25052,40-44,Man,Saudi Arabia,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,50-249 employees,20+,,,,,, +25053,25-29,Woman,United States of America,Master’s degree,Data Scientist,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$10,000-$99,999",Google Cloud BigQuery ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25054,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,Other +25055,25-29,Woman,United States of America,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25056,25-29,Man,Japan,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,"1000-9,999 employees",1-2,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25057,30-34,Man,Netherlands,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +25058,30-34,Man,France,Master’s degree,Machine Learning Engineer,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25059,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,Other,Never,I do not use machine learning methods,,,,,,,, +25060,35-39,Man,Spain,Doctoral degree,Data Scientist,5-10 years,Python,Other,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +25061,22-24,Woman,Ukraine,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25062,22-24,Man,France,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +25063,30-34,Man,India,Professional degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25064,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"5,000-7,499","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25065,30-34,Woman,Netherlands,Doctoral degree,Machine Learning Engineer,5-10 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,5-10 years,0-49 employees,0,I do not know,"40,000-49,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25066,25-29,Man,Japan,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25067,40-44,Man,Indonesia,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25068,40-44,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25069,25-29,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25070,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",5-9,I do not know,"60,000-69,999",$0 ($USD),,,Other +25071,25-29,Man,Russia,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +25072,25-29,Man,France,Doctoral degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,I do not know,"15,000-19,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25073,18-21,Man,Other,Bachelor’s degree,Student,5-10 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25103,25-29,Man,India,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,, +25613,35-39,Prefer not to say,India,Doctoral degree,Data Scientist,,,,,,,,,,,,, +25074,25-29,Man,Chile,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25075,45-49,Man,Republic of Korea,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25076,22-24,Man,Mexico,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$100-$999,,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25077,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25078,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +25079,22-24,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25080,30-34,Woman,Nigeria,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25081,45-49,Man,France,Doctoral degree,Product/Project Manager,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,, +25082,25-29,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25083,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +25084,25-29,Man,Israel,Bachelor’s degree,Software Engineer,5-10 years,Python,None,Never,Under 1 year,0-49 employees,0,,,,,, +25085,22-24,Man,Belarus,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,,,,,,, +25086,22-24,Man,India,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25087,60-69,Man,Portugal,Doctoral degree,Other,20+ years,C,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25088,25-29,Woman,Brazil,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25089,50-54,Man,United States of America,Bachelor’s degree,Business Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$1-$99,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25090,40-44,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),"25,000-29,999",$1-$99,IBM Db2 ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25091,35-39,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25092,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25093,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25094,30-34,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$100,000 or more ($USD)",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +25095,25-29,Man,Netherlands,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25096,25-29,Nonbinary,Other,Bachelor’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +25097,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25098,35-39,Woman,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25099,45-49,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25100,30-34,Man,United States of America,Master’s degree,Research Scientist,10-20 years,Python,Other,Never,10-20 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25101,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25102,35-39,Man,Poland,Master’s degree,Student,5-10 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25163,40-44,Man,Other,Master’s degree,Data Analyst,5-10 years,Python,,,,,,,,,,, +25104,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25105,35-39,Man,India,Professional degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$100-$999,MySQL ,Amazon QuickSight, +25106,35-39,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +25107,18-21,Man,India,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +25108,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +25109,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25110,22-24,Man,Nepal,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25111,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25112,22-24,Woman,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25113,25-29,Man,Italy,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,"40,000-49,999","$1000-$9,999",,, +25114,25-29,Man,Ukraine,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25115,35-39,Man,India,Master’s degree,Business Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +25116,22-24,Man,Morocco,Master’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25117,45-49,Man,Japan,Doctoral degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,1-2 years,0-49 employees,0,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25118,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Bash,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",,Other,"Advanced statistical software (SPSS, SAS, etc.)" +25119,35-39,Man,Other,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,3-4 years,250-999 employees,3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25120,25-29,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25121,30-34,Woman,Other,Master’s degree,Data Scientist,1-2 years,C++,None,Once,,,,,,,,, +25122,40-44,Woman,Nigeria,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +25123,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +25124,30-34,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,Other,2-5 times,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"250,000-299,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25125,40-44,Man,United States of America,Bachelor’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +25126,22-24,Man,Taiwan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25127,50-54,Man,United States of America,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25128,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25129,60-69,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25130,35-39,Man,Romania,Master’s degree,Software Engineer,10-20 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",,,, +25131,45-49,Man,Spain,Doctoral degree,Research Scientist,20+ years,C++,A personal computer or laptop,More than 25 times,20 or more years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25132,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,< 1 years,R,A personal computer or laptop,Never,,,,,,,,, +25133,35-39,Man,United States of America,Master’s degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),,,,, +25614,22-24,Man,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25134,60-69,Man,Israel,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25135,55-59,Man,Singapore,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25136,30-34,Man,Japan,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25137,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$100,000 or more ($USD)",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25138,35-39,Man,United Arab Emirates,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25139,25-29,Man,Pakistan,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25140,22-24,Man,France,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25141,22-24,Man,Pakistan,,,,,,,,,,,,,,, +25142,22-24,Woman,Nigeria,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25143,18-21,Man,Indonesia,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25144,45-49,Man,Argentina,Master’s degree,Product/Project Manager,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25145,30-34,Man,China,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25146,30-34,Nonbinary,United States of America,Bachelor’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),PostgresSQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25147,30-34,Man,India,Doctoral degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +25148,25-29,Man,Kenya,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25149,25-29,Man,Turkey,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25150,25-29,Prefer not to say,India,Bachelor’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25151,22-24,Man,Belgium,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25152,35-39,Man,South Africa,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,MySQL ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +25153,30-34,Man,Italy,Master’s degree,Statistician,3-5 years,R,,,,,,,,,,, +25154,18-21,Woman,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25155,45-49,Man,United States of America,Master’s degree,Data Analyst,20+ years,R,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",MySQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +25156,22-24,Man,Taiwan,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25157,40-44,Man,Bangladesh,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25158,30-34,Man,South Korea,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25159,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"2,000-2,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25160,50-54,Woman,Portugal,Doctoral degree,Statistician,10-20 years,Julia,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,,,,,, +25161,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25162,25-29,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25164,35-39,Woman,Other,Doctoral degree,Research Scientist,< 1 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25165,18-21,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +25166,30-34,Man,Russia,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"40,000-49,999",$0 ($USD),PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25167,22-24,Man,Other,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25168,30-34,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25169,30-34,Nonbinary,United States of America,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +25170,35-39,Man,Turkey,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25171,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25172,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25173,30-34,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,, +25174,30-34,Man,Other,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25175,35-39,Man,Brazil,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25176,22-24,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25177,30-34,Man,Brazil,Bachelor’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +25178,25-29,Prefer not to say,India,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25179,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25180,25-29,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25181,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25182,35-39,Man,United States of America,Master’s degree,Currently not employed,5-10 years,Python,None,Never,Under 1 year,,,,,,,, +25183,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25184,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25185,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,R,Other,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,"$100,000 or more ($USD)",MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +25186,22-24,Man,Other,Bachelor’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,,,,,,,,, +25187,35-39,Woman,China,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,,, +25188,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25189,22-24,Woman,Other,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,, +25190,25-29,Woman,Russia,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +25191,60-69,Man,Singapore,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$1000-$9,999",Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25192,45-49,Man,Sweden,Doctoral degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25193,22-24,Woman,Singapore,Bachelor’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25194,25-29,Man,Taiwan,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25195,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,,,,,,,,,, +25196,40-44,Man,Singapore,Doctoral degree,Software Engineer,5-10 years,C++,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",0,No (we do not use ML methods),,,,, +25197,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25198,35-39,Woman,India,,,,,,,,,,,,,,, +25199,35-39,Man,Netherlands,Master’s degree,Other,20+ years,Python,Other,6-25 times,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$10,000-$99,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +25200,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25201,18-21,Man,Brazil,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25202,60-69,Man,United States of America,Master’s degree,Data Scientist,20+ years,R,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25203,22-24,Woman,Taiwan,Master’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +25204,25-29,Woman,India,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25205,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25206,30-34,Woman,Russia,Professional degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25207,35-39,Man,Japan,Bachelor’s degree,Software Engineer,1-2 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +25208,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25209,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25210,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +25211,22-24,Woman,India,,,,,,,,,,,,,,, +25212,50-54,Man,Brazil,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25213,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25214,55-59,Man,Peru,Master’s degree,Product/Project Manager,20+ years,C,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,PostgresSQL ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25215,35-39,Man,Russia,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25216,25-29,Man,Indonesia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$100,000 or more ($USD)",Other,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25217,25-29,Man,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25218,25-29,Man,Greece,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25219,30-34,Woman,Brazil,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +25250,50-54,Man,Japan,Doctoral degree,Statistician,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25220,30-34,Man,Canada,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,5-10 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25221,50-54,Man,United States of America,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25222,30-34,Man,Germany,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"2,000-2,999",$1-$99,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25223,35-39,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25224,25-29,Man,India,Master’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,"1000-9,999 employees",20+,No (we do not use ML methods),"5,000-7,499",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25225,35-39,Man,India,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25226,60-69,Man,Other,Master’s degree,Data Scientist,20+ years,Javascript,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25227,40-44,Man,Malaysia,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +25228,30-34,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +25229,25-29,Man,Chile,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,4-5 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25230,22-24,Woman,India,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25231,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,, +25232,22-24,Man,Spain,Bachelor’s degree,Student,3-5 years,None,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25233,22-24,Prefer to self-describe,Greece,Bachelor’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,2-3 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +25234,35-39,Man,France,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,More than 25 times,20 or more years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25235,22-24,Man,Other,Master’s degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25236,25-29,Man,India,I prefer not to answer,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25237,40-44,Man,France,Doctoral degree,,,,,,,,,,,,,, +25238,25-29,Woman,Turkey,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$1000-$9,999",,,Other +25239,18-21,Man,Greece,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25240,22-24,Man,Other,Doctoral degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +25241,25-29,Man,Russia,Master’s degree,,,,,,,,,,,,,, +25242,45-49,Man,Brazil,Doctoral degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25243,40-44,Man,Portugal,Doctoral degree,Statistician,I have never written code,,,,,0-49 employees,0,I do not know,"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25244,22-24,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25245,22-24,Woman,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25246,30-34,Man,India,Bachelor’s degree,Software Engineer,,,,,,,,,,,,, +25247,25-29,Woman,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,,,,,, +25248,22-24,Man,Thailand,Bachelor’s degree,Business Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",,,, +25249,25-29,Man,Other,Bachelor’s degree,Statistician,3-5 years,SQL,A personal computer or laptop,More than 25 times,2-3 years,0-49 employees,3-4,No (we do not use ML methods),"25,000-29,999",$100-$999,Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25251,18-21,Man,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +25252,45-49,Man,United States of America,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25253,22-24,Man,Kenya,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25254,25-29,Man,India,Master’s degree,Research Scientist,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$1-$99,PostgresSQL ,, +25255,30-34,Woman,Singapore,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25256,45-49,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +25257,22-24,Woman,Russia,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25258,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25259,40-44,Man,Brazil,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25260,35-39,Woman,Brazil,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25261,45-49,Man,South Korea,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25262,40-44,Man,Argentina,Master’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25263,45-49,Man,Spain,No formal education past high school,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25264,22-24,Man,Russia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25265,35-39,Man,Canada,Doctoral degree,Machine Learning Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$1000-$9,999",SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +25266,35-39,Man,Japan,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,,, +25267,40-44,Woman,India,Master’s degree,Currently not employed,10-20 years,R,A personal computer or laptop,6-25 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25268,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25269,22-24,Woman,Other,Bachelor’s degree,Currently not employed,5-10 years,C++,A personal computer or laptop,Never,1-2 years,,,,,,,, +25270,35-39,Man,Germany,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25271,25-29,Man,India,Professional degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$1-$99,,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +25272,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25273,45-49,Man,Greece,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25274,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25275,25-29,Man,Japan,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,0,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",Google Cloud BigQuery ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25276,25-29,Man,Colombia,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,, +25277,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,20 or more years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25278,30-34,Woman,United States of America,Master’s degree,Student,< 1 years,,,,,,,,,,,, +25279,18-21,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25280,40-44,Man,Portugal,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25281,35-39,Woman,Saudi Arabia,Doctoral degree,Student,< 1 years,Python,,,,,,,,,,, +25282,30-34,Man,Mexico,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25283,35-39,Man,Japan,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,, +25284,40-44,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25285,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25286,22-24,Woman,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +25287,25-29,Man,Switzerland,Master’s degree,Currently not employed,5-10 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,,,,,,,,Other +25288,22-24,Man,Bangladesh,Master’s degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +25289,40-44,Man,Brazil,I prefer not to answer,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,I do not know,"7,500-9,999",$0 ($USD),,, +25290,30-34,Man,United Arab Emirates,Master’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",Microsoft SQL Server ,Google Data Studio,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25291,50-54,Man,Brazil,Master’s degree,Other,20+ years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25292,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"4,000-4,999",$0 ($USD),,, +25293,35-39,Man,Germany,Master’s degree,Product/Project Manager,10-20 years,Python,Other,Never,4-5 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$100-$999,MySQL ,Tableau,Other +25294,25-29,Man,Sri Lanka,No formal education past high school,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,I do not know,$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25295,25-29,Man,Spain,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,, +25296,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Java,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +25297,25-29,Woman,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25298,30-34,Man,China,,,,,,,,,,,,,,, +25299,50-54,Man,Brazil,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,50-249 employees,20+,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25300,25-29,Man,Turkey,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25301,25-29,Man,India,Doctoral degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25302,25-29,Woman,Spain,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25303,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25304,18-21,Woman,India,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25305,40-44,Man,United States of America,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,2-5 times,10-20 years,"10,000 or more employees",20+,I do not know,"150,000-199,999","$100,000 or more ($USD)",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25306,25-29,Man,Singapore,Bachelor’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25307,35-39,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,, +25308,18-21,Man,India,I prefer not to answer,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,,,,,,,,, +25309,30-34,Man,China,Doctoral degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25310,22-24,Man,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25311,50-54,Man,Japan,Bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,I do not know,"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25312,35-39,Woman,Russia,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25313,30-34,Woman,Sweden,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +25314,22-24,Man,Poland,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,I do not use machine learning methods,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,, +25315,55-59,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25316,22-24,Woman,Morocco,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25317,22-24,Prefer to self-describe,Ukraine,Master’s degree,Data Analyst,< 1 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +25318,22-24,Woman,Bangladesh,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25319,25-29,Man,Israel,Bachelor’s degree,Student,< 1 years,None,None,,,,,,,,,, +25320,18-21,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +25321,40-44,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,20 or more years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$1000-$9,999",,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25322,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25323,30-34,Man,India,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +25324,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +25325,45-49,Man,Belarus,,,,,,,,,,,,,,, +25326,30-34,Man,Germany,Master’s degree,Research Scientist,5-10 years,C,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",1-2,,,,,, +25327,30-34,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Once,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25328,18-21,Woman,Canada,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25329,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25330,35-39,Man,Brazil,Doctoral degree,Other,< 1 years,,,,,,,,,,,, +25331,18-21,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25332,30-34,Man,Italy,Doctoral degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25333,40-44,Man,Japan,Master’s degree,,,,,,,,,,,,,, +25334,25-29,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25335,25-29,Man,United States of America,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25336,40-44,Man,United States of America,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25337,35-39,Man,United States of America,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,I do not know,"100,000-124,999","$100,000 or more ($USD)",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25338,40-44,Woman,Japan,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25339,25-29,Woman,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25340,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,5-9,I do not know,"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25341,50-54,Man,Colombia,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$100-$999,Microsoft Access ,,"Advanced statistical software (SPSS, SAS, etc.)" +25342,25-29,Woman,Brazil,,,,,,,,,,,,,,, +25343,35-39,Man,Saudi Arabia,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25344,50-54,Man,Turkey,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +25345,45-49,Man,Italy,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25346,18-21,Man,China,Master’s degree,,,,,,,,,,,,,, +25347,22-24,Man,Israel,Master’s degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25348,22-24,Man,Other,,,,,,,,,,,,,,, +25349,45-49,Man,India,Master’s degree,Other,5-10 years,R,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",Snowflake ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25350,22-24,Woman,India,Master’s degree,Currently not employed,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +25351,18-21,Man,Germany,Bachelor’s degree,Data Scientist,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,Other +25352,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25353,22-24,Woman,South Africa,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,,,,,,, +25354,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25355,22-24,Woman,India,Bachelor’s degree,Machine Learning Engineer,5-10 years,Javascript,A personal computer or laptop,Never,,,,,,,,, +25356,18-21,Man,United States of America,Bachelor’s degree,Data Engineer,1-2 years,Python,,,,,,,,,,, +25357,30-34,Man,India,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25358,25-29,Man,South Africa,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",Google Cloud SQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25359,40-44,Man,Belgium,Bachelor’s degree,DBA/Database Engineer,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25360,22-24,Man,Bangladesh,Doctoral degree,Statistician,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25361,30-34,Man,Viet Nam,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25362,25-29,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25363,40-44,Man,Sweden,Master’s degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25364,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +25365,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25366,35-39,Woman,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +25367,25-29,Man,Japan,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25368,35-39,Man,India,Professional degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,20+,I do not know,$0-999,$0 ($USD),,,Other +25369,60-69,Man,Russia,I prefer not to answer,Currently not employed,20+ years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25370,45-49,Man,Italy,No formal education past high school,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25371,35-39,Woman,South Korea,Master’s degree,Software Engineer,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25372,40-44,Man,Belgium,Master’s degree,Software Engineer,5-10 years,Python,Other,Once,1-2 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25373,30-34,Woman,Poland,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +25374,25-29,Man,Argentina,Bachelor’s degree,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$10,000-$99,999",,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +25375,30-34,Man,Brazil,Professional degree,Data Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25376,22-24,Man,China,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25377,22-24,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25378,22-24,Man,Belgium,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25379,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +25380,25-29,Man,China,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25381,25-29,Woman,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25382,50-54,Man,Canada,Master’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,No (we do not use ML methods),"80,000-89,999","$1000-$9,999",Microsoft SQL Server ,,"Advanced statistical software (SPSS, SAS, etc.)" +25383,25-29,Woman,India,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,$0-999,,,, +25384,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25385,25-29,Woman,India,Master’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +25386,18-21,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25387,45-49,Man,Singapore,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25388,22-24,Man,Malaysia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25389,18-21,Man,Turkey,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,,,,,,,,Other +25390,18-21,Woman,China,,,,,,,,,,,,,,, +25391,22-24,Man,Australia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25392,25-29,Man,India,Bachelor’s degree,Data Analyst,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25393,25-29,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25394,40-44,Woman,United States of America,Professional degree,Business Analyst,10-20 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$1000-$9,999",SQLite ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25395,40-44,Man,India,Master’s degree,Currently not employed,10-20 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25396,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +25398,30-34,Man,Germany,Master’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$1-$99,,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +25399,22-24,Prefer to self-describe,Thailand,Master’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25400,22-24,Man,Colombia,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25401,25-29,Man,China,Doctoral degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25402,40-44,Woman,Saudi Arabia,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25403,25-29,Man,Japan,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25404,22-24,Man,Bangladesh,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +25405,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +25406,25-29,Man,Other,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,250-999 employees,3-4,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25407,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +25408,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25409,22-24,Woman,Nigeria,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25410,25-29,Man,Italy,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25411,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25412,22-24,Man,Greece,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25413,25-29,Woman,United States of America,Bachelor’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25414,18-21,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +25415,35-39,Man,Switzerland,No formal education past high school,Currently not employed,I have never written code,,,,,,,,,,,, +25416,22-24,Man,Kenya,Bachelor’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,2-5 times,,,,,,,,, +25417,30-34,Woman,United States of America,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$1-$99,,,Other +25418,25-29,Nonbinary,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25419,45-49,Man,Spain,Master’s degree,Other,20+ years,Python,A personal computer or laptop,More than 25 times,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +25420,22-24,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25421,55-59,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25422,18-21,Woman,India,I prefer not to answer,Student,1-2 years,Python,,,,,,,,,,, +25423,22-24,Man,India,,,,,,,,,,,,,,, +25424,35-39,Man,Spain,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",Amazon DynamoDB ,,Other +25425,50-54,Man,United States of America,Bachelor’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Never,10-20 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +25426,18-21,Woman,Romania,No formal education past high school,Other,1-2 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +25427,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25428,30-34,Woman,Other,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26158,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25429,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25430,40-44,Man,Switzerland,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,I do not know,"50,000-59,999",$0 ($USD),,,Other +25431,50-54,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"70,000-79,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25432,18-21,Man,India,,,,,,,,,,,,,,, +25433,18-21,Man,Indonesia,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,I do not use machine learning methods,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25434,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,PostgresSQL ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +25435,22-24,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25436,25-29,Man,South Korea,Master’s degree,Research Scientist,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25437,25-29,Woman,Other,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25438,30-34,Man,India,Professional degree,Statistician,I have never written code,,,,,0-49 employees,0,,,,,, +25439,22-24,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +25440,18-21,Woman,Taiwan,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +25441,25-29,Man,Morocco,,,,,,,,,,,,,,, +25442,30-34,Man,Canada,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$100-$999,,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25443,30-34,Man,Colombia,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25444,30-34,Woman,France,I prefer not to answer,Data Analyst,I have never written code,,,,,0-49 employees,0,I do not know,"3,000-3,999","$1000-$9,999",,, +25445,22-24,Woman,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25446,18-21,Man,India,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25447,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,"5,000-7,499",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25448,60-69,Man,Japan,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25449,18-21,Man,India,I prefer not to answer,Student,1-2 years,C,,,,,,,,,,, +25450,35-39,Man,Australia,Master’s degree,,,,,,,,,,,,,, +25451,70+,Man,United Kingdom of Great Britain and Northern Ireland,Professional degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,, +25452,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25453,18-21,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +25454,30-34,Man,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25455,30-34,Man,India,Master’s degree,Machine Learning Engineer,1-2 years,Julia,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25456,25-29,Woman,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25457,25-29,Man,Spain,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",,,,,,, +25458,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,,,,,,,,,,,, +25459,30-34,Man,Greece,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +25460,22-24,Man,Nigeria,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,3-4,No (we do not use ML methods),"2,000-2,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25461,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +25462,45-49,Man,Germany,No formal education past high school,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"80,000-89,999","$10,000-$99,999",,Other,"Advanced statistical software (SPSS, SAS, etc.)" +25463,30-34,Man,Turkey,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +25464,30-34,Woman,Germany,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25465,40-44,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +25466,25-29,Woman,Taiwan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +25467,50-54,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25468,40-44,Man,Russia,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25469,30-34,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,Other,Never,5-10 years,50-249 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25470,30-34,Man,Mexico,Some college/university study without earning a bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25471,18-21,Man,Viet Nam,I prefer not to answer,Machine Learning Engineer,,,,,,,,,,,,, +25472,22-24,Man,Sri Lanka,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,250-999 employees,10-14,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25473,22-24,Man,Pakistan,Professional degree,Student,I have never written code,,,,,,,,,,,, +25474,35-39,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"10,000-14,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25475,22-24,Man,India,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25476,22-24,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25477,22-24,Man,Other,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25478,18-21,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25479,35-39,Man,Indonesia,Master’s degree,Machine Learning Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +25480,22-24,Woman,India,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +25481,30-34,Man,Russia,Doctoral degree,Other,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25482,25-29,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25483,30-34,Woman,Viet Nam,Master’s degree,Data Analyst,3-5 years,MATLAB,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25484,25-29,Woman,Brazil,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,$0-999,$0 ($USD),,, +25485,18-21,Man,India,Professional degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +25486,50-54,Man,Colombia,Some college/university study without earning a bachelor’s degree,Product/Project Manager,20+ years,R,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25487,25-29,Woman,Other,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"10,000-14,999",$0 ($USD),MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +25488,30-34,Man,India,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25489,30-34,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25672,25-29,Man,United States of America,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25490,50-54,Man,Mexico,Master’s degree,Business Analyst,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25491,25-29,Woman,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$1-$99,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25492,30-34,Man,South Korea,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25493,40-44,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25494,22-24,Man,France,Master’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25495,18-21,Woman,Pakistan,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25496,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25497,25-29,Man,India,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",20+,,,,,, +25498,40-44,Man,Taiwan,Doctoral degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,10-20 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",,,Other +25499,30-34,Man,India,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,, +25500,25-29,Man,Taiwan,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25501,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +25502,18-21,Woman,India,I prefer not to answer,Software Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,I do not use machine learning methods,0-49 employees,,,,,,, +25503,30-34,Man,United States of America,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25504,30-34,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25505,35-39,Woman,Sweden,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),,,,, +25506,18-21,Man,China,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25507,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25508,35-39,Man,Japan,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25509,30-34,Man,Thailand,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25510,25-29,Man,China,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$100,000 or more ($USD)",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25511,35-39,Man,Canada,Doctoral degree,Other,1-2 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",,,,,,, +25512,22-24,Woman,Taiwan,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,,,,,, +25513,55-59,Man,France,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",,,, +25514,30-34,Man,India,I prefer not to answer,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"10,000-14,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25515,25-29,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Google Cloud SQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25516,22-24,Man,India,I prefer not to answer,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25517,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25518,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,None,Never,Under 1 year,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25673,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26253,22-24,Man,Egypt,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +25519,22-24,Woman,South Korea,Some college/university study without earning a bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25520,60-69,Man,United States of America,Bachelor’s degree,Data Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25521,40-44,Man,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25522,50-54,Man,Japan,Doctoral degree,Currently not employed,20+ years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25523,40-44,Man,Pakistan,Master’s degree,Product/Project Manager,< 1 years,SQL,,,,,,,,,,, +25524,30-34,Man,Turkey,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25525,22-24,Woman,Turkey,Bachelor’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +25526,22-24,Man,Philippines,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25527,25-29,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25528,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25529,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25530,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25531,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25532,35-39,Man,Italy,Doctoral degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25533,30-34,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",MySQL ,Other,"Advanced statistical software (SPSS, SAS, etc.)" +25534,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25535,30-34,Man,Other,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),,,,, +25536,40-44,Prefer not to say,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25537,25-29,Man,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25538,18-21,Man,Thailand,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25539,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25540,25-29,Woman,United States of America,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Snowflake ,, +25541,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +25542,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +25543,50-54,Man,United States of America,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,No (we do not use ML methods),"1,000-1,999",$0 ($USD),Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25544,35-39,Man,India,Professional degree,Data Scientist,,,,,,,,,,,,, +25545,25-29,Man,United States of America,Master’s degree,,,,,,,,,,,,,, +25546,22-24,Man,Poland,Master’s degree,Data Scientist,1-2 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25547,30-34,Man,Turkey,No formal education past high school,Other,1-2 years,Python,,,,,,,,,,, +25548,18-21,Man,United States of America,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25549,18-21,Woman,India,Doctoral degree,Student,< 1 years,MATLAB,,,,,,,,,,, +25550,40-44,Man,Nigeria,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +25706,35-39,Man,Other,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,, +25551,22-24,Man,India,Bachelor’s degree,Business Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25552,35-39,Man,Canada,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25553,30-34,Man,Sweden,Master’s degree,Data Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25554,30-34,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +25555,30-34,Prefer to self-describe,United States of America,Professional degree,Data Analyst,,,,,,,,,,,,, +25556,40-44,Woman,France,Master’s degree,Product/Project Manager,I have never written code,,,,,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25557,50-54,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999",$100-$999,MySQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25558,22-24,Man,Sri Lanka,Professional degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25559,50-54,Man,Japan,Some college/university study without earning a bachelor’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25560,25-29,Man,Russia,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +25561,18-21,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25562,50-54,Man,Germany,Some college/university study without earning a bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"250,000-299,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25563,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25564,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +25565,22-24,Man,Nepal,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25566,30-34,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",3-4,I do not know,"40,000-49,999",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25567,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25568,22-24,Woman,Egypt,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +25569,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,None,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25570,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,SQL,A personal computer or laptop,Once,2-3 years,,,,,,,, +25571,30-34,Woman,Other,Master’s degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25572,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +25573,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +25574,18-21,Man,Malaysia,Bachelor’s degree,Student,< 1 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +25575,30-34,Prefer not to say,United States of America,I prefer not to answer,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,50-249 employees,20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25576,30-34,Woman,Switzerland,Doctoral degree,Research Scientist,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25577,35-39,Woman,Portugal,Doctoral degree,Business Analyst,20+ years,Python,None,Never,,,,,,,,, +25578,45-49,Man,Other,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25579,35-39,Man,Peru,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +25827,30-34,Man,Other,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +25580,30-34,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Bash,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +25581,60-69,Man,Ukraine,Doctoral degree,Data Engineer,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,10-14,No (we do not use ML methods),"1,000-1,999",$100-$999,Microsoft Access ,,"Advanced statistical software (SPSS, SAS, etc.)" +25582,18-21,Woman,China,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +25583,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25584,25-29,Man,Other,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25585,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25586,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25587,18-21,Man,Nigeria,Master’s degree,Student,< 1 years,None,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25588,45-49,Man,Brazil,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25589,25-29,Man,South Korea,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25590,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25591,25-29,Man,Japan,Master’s degree,Statistician,3-5 years,C,,,,,,,,,,, +25592,18-21,Man,Nepal,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +25593,22-24,Man,China,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25594,22-24,Man,Brazil,No formal education past high school,,,,,,,,,,,,,, +25595,55-59,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",,, +25596,18-21,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,, +25597,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25598,22-24,Man,Nigeria,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25599,45-49,Man,Other,Doctoral degree,Statistician,10-20 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"5,000-7,499",$100-$999,SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +25600,30-34,Woman,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +25601,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",Microsoft SQL Server ,Other,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25602,60-69,Man,Egypt,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$1-$99,Microsoft Access ,, +25603,35-39,Man,Turkey,Bachelor’s degree,Business Analyst,1-2 years,Julia,A personal computer or laptop,6-25 times,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25604,30-34,Man,Brazil,Master’s degree,Data Analyst,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",Oracle Database ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +25605,18-21,Woman,Other,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +25606,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25607,35-39,Man,Taiwan,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$1-$99,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +25608,18-21,Man,United States of America,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +25609,25-29,Man,Japan,Doctoral degree,Student,3-5 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +25610,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25611,18-21,Woman,Turkey,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +25615,35-39,Man,Japan,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25616,30-34,Man,Philippines,Master’s degree,Data Scientist,< 1 years,R,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +25617,55-59,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,20+ years,SQL,A personal computer or laptop,Never,2-3 years,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,Other +25618,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25619,18-21,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25620,30-34,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25621,30-34,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,I do not know,"25,000-29,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25622,35-39,Man,Morocco,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25623,22-24,Man,Bangladesh,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25624,25-29,Man,Australia,I prefer not to answer,Software Engineer,1-2 years,SQL,A personal computer or laptop,Once,1-2 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,, +25625,25-29,Man,Brazil,Professional degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25626,22-24,Man,China,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25627,25-29,Man,Other,Bachelor’s degree,Statistician,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +25628,30-34,Man,Japan,Bachelor’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25629,45-49,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25630,30-34,Man,China,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25631,40-44,Man,Canada,Professional degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25632,35-39,Woman,Mexico,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,50-249 employees,5-9,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25633,30-34,Man,Portugal,Doctoral degree,Other,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25634,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25635,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25636,35-39,Man,Nigeria,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +25637,30-34,Man,Brazil,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,I do not know,"30,000-39,999",$0 ($USD),,, +25638,22-24,Man,Ukraine,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),,,,, +25639,30-34,Man,Russia,Professional degree,Software Engineer,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25640,25-29,Man,Turkey,Master’s degree,Product/Project Manager,< 1 years,C++,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,Google Cloud SQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25641,35-39,Man,Greece,Doctoral degree,Research Scientist,3-5 years,Python,,,,,,,,,,, +25642,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25643,35-39,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25644,25-29,Man,United States of America,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25645,30-34,Woman,Other,Bachelor’s degree,Student,3-5 years,Java,A personal computer or laptop,Never,,,,,,,,, +25646,40-44,Woman,France,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25647,35-39,Man,Russia,Professional degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25648,45-49,Man,Brazil,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25649,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Amazon DynamoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25650,30-34,Man,Other,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25651,18-21,Prefer to self-describe,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +25652,30-34,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25653,18-21,Man,Ukraine,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25654,40-44,Man,Canada,Master’s degree,Data Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999",$1-$99,Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +25655,35-39,Woman,Brazil,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25656,22-24,Man,France,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25657,22-24,Man,South Africa,I prefer not to answer,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +25658,50-54,Man,France,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,I do not know,,,,, +25659,40-44,Man,Australia,Doctoral degree,Machine Learning Engineer,20+ years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Other,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +25660,22-24,Man,Bangladesh,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,,,,,,,, +25661,25-29,Man,Peru,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25662,60-69,Man,United States of America,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"90,000-99,999",$0 ($USD),Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25663,40-44,Man,Other,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25664,25-29,Man,Spain,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +25665,30-34,Man,India,Master’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25666,35-39,Woman,United States of America,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25667,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25668,25-29,Man,Brazil,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25669,35-39,Man,Other,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25670,45-49,Man,Colombia,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$1-$99,PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25671,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,, +25674,25-29,Man,Nigeria,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25675,30-34,Woman,Australia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +25676,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +25677,60-69,Man,United Kingdom of Great Britain and Northern Ireland,,,,,,,,,,,,,,, +25678,22-24,Man,India,Bachelor’s degree,Student,< 1 years,MATLAB,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25679,50-54,Man,Mexico,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,10-20 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +25680,50-54,Man,India,Master’s degree,Statistician,5-10 years,Python,,,,,,,,,,, +25681,25-29,Man,Egypt,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25682,40-44,Man,Japan,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$10,000-$99,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25683,45-49,Man,United States of America,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","250,000-299,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +25684,18-21,Woman,India,,,,,,,,,,,,,,, +25685,30-34,Man,France,Master’s degree,Data Scientist,5-10 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$10,000-$99,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25686,22-24,Woman,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25687,30-34,Man,Turkey,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +25688,30-34,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25689,22-24,Man,China,Master’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25690,35-39,Woman,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25691,18-21,Man,Nigeria,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25692,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,, +25693,18-21,Woman,Taiwan,I prefer not to answer,,,,,,,,,,,,,, +25694,40-44,Man,Taiwan,Doctoral degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,"10,000 or more employees",20+,I do not know,"10,000-14,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +25695,45-49,Woman,India,Professional degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,, +25696,22-24,Woman,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25697,25-29,Man,Brazil,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25698,22-24,Nonbinary,United States of America,Bachelor’s degree,Research Scientist,3-5 years,MATLAB,,,,,,,,,,, +25699,25-29,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,,,,,,, +25700,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25701,22-24,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +25702,18-21,Woman,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25703,40-44,Man,United States of America,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25704,35-39,Man,United States of America,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +25705,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +25707,50-54,Man,Spain,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25708,35-39,Man,Italy,Doctoral degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$100-$999,Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +25709,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",0,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25710,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,, +25711,30-34,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",Oracle Database ,Salesforce,"Local development environments (RStudio, JupyterLab, etc.)" +25712,35-39,Man,Russia,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25713,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +25714,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25715,50-54,Man,Canada,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",SQLite ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25716,30-34,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,, +25717,22-24,Woman,Viet Nam,I prefer not to answer,Data Analyst,I have never written code,,,,,50-249 employees,5-9,I do not know,,,,, +25718,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25719,22-24,Woman,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +25720,30-34,Man,Ghana,Master’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25721,18-21,Woman,India,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,, +25722,40-44,Man,Kenya,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25723,25-29,Man,Colombia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25724,22-24,Man,Canada,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25725,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,C,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25726,35-39,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25727,25-29,Man,Philippines,Master’s degree,Data Scientist,< 1 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25728,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25729,22-24,Man,United States of America,Bachelor’s degree,Data Scientist,1-2 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Other,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25730,22-24,Woman,Other,Master’s degree,DBA/Database Engineer,10-20 years,Javascript,,,,,,,,,,, +25731,22-24,Woman,India,Professional degree,Data Scientist,5-10 years,R,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +25732,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25733,45-49,Man,Turkey,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,10-20 years,,,,,,,, +25734,18-21,Man,Turkey,Bachelor’s degree,Student,1-2 years,C++,,,,,,,,,,, +25735,25-29,Man,Ghana,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25736,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25737,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25738,30-34,Man,Poland,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Once,5-10 years,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25739,25-29,Man,India,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,, +25740,30-34,Man,India,I prefer not to answer,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),,,,, +25741,18-21,Woman,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +25742,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25743,25-29,Man,Argentina,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25744,25-29,Man,China,Doctoral degree,,,,,,,,,,,,,, +25745,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,I do not know,"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25746,30-34,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25747,45-49,Man,South Korea,Professional degree,Data Scientist,20+ years,Python,A personal computer or laptop,More than 25 times,5-10 years,"1000-9,999 employees",10-14,We use ML methods for generating insights (but do not put working models into production),,,,, +25748,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25749,22-24,Man,India,,,,,,,,,,,,,,, +25750,40-44,Man,India,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25751,22-24,Woman,"Iran, Islamic Republic of...",Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$10,000-$99,999",PostgresSQL ,, +25752,18-21,Woman,India,Master’s degree,Student,1-2 years,R,,,,,,,,,,, +25753,30-34,Man,Thailand,Master’s degree,Data Analyst,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",,, +25754,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25755,40-44,Man,United States of America,Professional degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",Snowflake ,,"Local development environments (RStudio, JupyterLab, etc.)" +25756,55-59,Man,Belgium,Master’s degree,Software Engineer,10-20 years,Julia,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,I do not know,"4,000-4,999","$1000-$9,999",,,Other +25757,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,None,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"10,000-14,999",$1-$99,Microsoft SQL Server ,Salesforce,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25758,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25759,30-34,Woman,Other,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25760,25-29,Man,India,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25761,25-29,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25762,35-39,Man,United States of America,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25763,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,,,,,,,,, +25764,22-24,Woman,Saudi Arabia,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25765,30-34,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25766,22-24,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25767,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25768,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25769,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,None,Never,,,,,,,,, +25770,25-29,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +25771,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25772,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +25773,35-39,Woman,Nigeria,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25774,18-21,Man,Turkey,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +25775,25-29,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25776,22-24,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +25777,18-21,Man,India,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25778,22-24,Man,India,Master’s degree,Data Scientist,< 1 years,Java,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +25779,18-21,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25780,35-39,Man,Colombia,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",10-14,No (we do not use ML methods),"1,000-1,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25781,35-39,Man,Greece,Master’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,Amazon DynamoDB ,Amazon QuickSight,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25782,45-49,Man,Morocco,Master’s degree,Other,3-5 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,Other +25783,25-29,Woman,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25784,30-34,Man,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +25785,30-34,Man,Japan,No formal education past high school,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25786,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25787,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25788,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25789,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Python,,,,,,,,,,, +25790,25-29,Woman,Other,Master’s degree,Research Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,2-3 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25791,35-39,Man,Brazil,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25792,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +25793,40-44,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",,,, +25794,22-24,Man,Brazil,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25795,30-34,Man,Germany,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +25796,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25797,18-21,Man,France,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25798,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26097,45-49,Woman,United States of America,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,,,,,, +25799,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25800,40-44,Man,Israel,Bachelor’s degree,Other,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"200,000-249,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25801,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25802,55-59,Man,Spain,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25803,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25804,18-21,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25805,18-21,Man,Ukraine,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25806,40-44,Man,Germany,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,10-20 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$0 ($USD),,, +25807,30-34,Man,Australia,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Once,5-10 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25808,30-34,Man,Viet Nam,Bachelor’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25809,30-34,Man,Italy,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25810,30-34,Man,Turkey,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25811,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25812,35-39,Man,Japan,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25813,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25814,22-24,Man,Japan,Master’s degree,Other,< 1 years,R,None,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25815,45-49,Man,Brazil,Some college/university study without earning a bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",,,, +25816,40-44,Man,Other,Master’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25817,40-44,Man,Other,,,,,,,,,,,,,,, +25818,22-24,Woman,Other,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25819,35-39,Man,Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,, +25820,22-24,Nonbinary,Russia,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25821,35-39,Woman,Indonesia,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"7,500-9,999","$1000-$9,999",Snowflake ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25822,30-34,Woman,United Arab Emirates,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25823,45-49,Prefer not to say,Netherlands,Bachelor’s degree,Software Engineer,20+ years,Python,Other,2-5 times,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +25824,30-34,Man,Netherlands,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999","$10,000-$99,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25825,22-24,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25826,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,Other +25828,22-24,Man,Bangladesh,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,,, +25829,22-24,Man,Turkey,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +25830,35-39,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25831,25-29,Prefer not to say,China,I prefer not to answer,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25832,18-21,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +25833,55-59,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$100,000 or more ($USD)",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25834,25-29,Prefer not to say,Other,I prefer not to answer,,,,,,,,,,,,,, +25835,18-21,Woman,India,Master’s degree,Student,1-2 years,C,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +25836,22-24,Woman,South Africa,Master’s degree,Student,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25837,25-29,Man,India,Master’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25838,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25839,25-29,Man,Pakistan,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25840,25-29,Man,India,Master’s degree,Data Scientist,< 1 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,10-14,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25841,18-21,Man,Viet Nam,Bachelor’s degree,Data Scientist,1-2 years,Python,,,,,,,,,,, +25842,25-29,Man,Japan,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",0,I do not know,"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25843,30-34,Man,United States of America,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$0 ($USD),,,Other +25844,22-24,Prefer not to say,Other,Master’s degree,Other,1-2 years,C++,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25845,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25846,45-49,Man,Colombia,Doctoral degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25847,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25848,30-34,Man,Australia,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Other,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25849,25-29,Man,Other,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,I do not know,"10,000-14,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25850,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,Once,10-20 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","300,000-500,000","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25851,25-29,Man,China,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +25852,25-29,Prefer not to say,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25853,30-34,Man,Taiwan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,, +25854,35-39,Man,Germany,Doctoral degree,Data Scientist,10-20 years,R,A personal computer or laptop,Once,10-20 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25855,60-69,Prefer not to say,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +25856,22-24,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,1-2 years,C,,,,,,,,,,, +25857,25-29,Man,Brazil,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,,,,, +25858,18-21,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25859,35-39,Woman,United States of America,Doctoral degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25860,18-21,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25861,40-44,Man,Japan,Doctoral degree,Research Scientist,10-20 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",3-4,I do not know,"60,000-69,999","$10,000-$99,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25862,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +25863,25-29,Man,Brazil,Master’s degree,Other,3-5 years,R,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,No (we do not use ML methods),"60,000-69,999",$0 ($USD),SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25864,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$100-$999,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25865,40-44,Man,Netherlands,Master’s degree,Other,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25866,22-24,Man,Japan,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +25867,30-34,Woman,Japan,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +25868,30-34,Man,Netherlands,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25869,25-29,Man,United States of America,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25870,22-24,Man,India,Master’s degree,Currently not employed,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25871,50-54,Prefer not to say,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"80,000-89,999",$0 ($USD),IBM Db2 ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25872,18-21,Man,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,SAP Analytics Cloud ,Other +25873,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25874,25-29,Man,Kenya,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25875,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25876,30-34,Man,Other,Master’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999","$1000-$9,999",,, +25877,60-69,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25878,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +25879,30-34,Man,India,Doctoral degree,Data Scientist,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +25880,35-39,Man,Other,Master’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25881,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +25882,25-29,Woman,Egypt,Master’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25883,45-49,Man,Nigeria,Master’s degree,Data Analyst,1-2 years,Python,,,,,,,,,,, +25884,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,"10,000 or more employees",0,I do not know,"30,000-39,999",$0 ($USD),,,Other +25885,55-59,Man,Canada,Bachelor’s degree,Data Analyst,20+ years,Other,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25886,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +25887,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25888,55-59,Woman,Canada,Master’s degree,Student,5-10 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25889,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25890,25-29,Man,Canada,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25891,22-24,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,2-3 years,,,,,,,, +25892,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +25893,30-34,Man,United States of America,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +25894,25-29,Man,Colombia,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +25895,25-29,Woman,China,I prefer not to answer,DBA/Database Engineer,1-2 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,,,, +25896,22-24,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +25897,30-34,Man,Nigeria,Doctoral degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +25898,25-29,Man,Spain,Master’s degree,Data Engineer,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25899,40-44,Woman,United States of America,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,"100,000-124,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25900,40-44,Man,Canada,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25901,25-29,Woman,Portugal,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,"10,000 or more employees",20+,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25902,25-29,Woman,Turkey,Bachelor’s degree,Product/Project Manager,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25903,50-54,Man,United States of America,Master’s degree,Other,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +25904,40-44,Man,Other,Master’s degree,Business Analyst,3-5 years,R,A personal computer or laptop,Once,4-5 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$100-$999,,, +25905,40-44,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,More than 25 times,4-5 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +25906,35-39,Man,Other,Master’s degree,Data Analyst,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25907,40-44,Man,India,Master’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,Qlik,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25908,30-34,Man,France,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +25909,35-39,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25910,18-21,Man,Portugal,Bachelor’s degree,Student,5-10 years,Bash,A personal computer or laptop,Never,,,,,,,,, +25911,35-39,Man,Nigeria,Doctoral degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25912,22-24,Man,Brazil,No formal education past high school,Product/Project Manager,I have never written code,,,,,250-999 employees,1-2,No (we do not use ML methods),"15,000-19,999",,,, +25913,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25914,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Amazon DynamoDB ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25915,70+,Man,United States of America,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +25916,18-21,Prefer to self-describe,United States of America,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25917,22-24,Man,Republic of Korea,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +25918,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25919,22-24,Man,India,Master’s degree,Other,1-2 years,MATLAB,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25920,25-29,Man,Italy,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",1-2,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25921,30-34,Man,Russia,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +25922,30-34,Woman,Morocco,,,,,,,,,,,,,,, +25923,30-34,Woman,Mexico,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",Microsoft Access ,, +25924,30-34,Man,Belgium,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25925,25-29,Man,Pakistan,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +25926,22-24,Man,Other,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25927,25-29,Man,Other,Professional degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,No (we do not use ML methods),"10,000-14,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25928,22-24,Man,Pakistan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25929,18-21,Woman,Australia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25930,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25931,35-39,Man,Japan,Master’s degree,Other,< 1 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,, +25932,22-24,Man,Kenya,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,Google Cloud SQL ,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +25933,25-29,Woman,India,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25934,18-21,Woman,United Arab Emirates,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25935,45-49,Man,Thailand,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25936,25-29,Man,India,Master’s degree,Product/Project Manager,5-10 years,R,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25937,22-24,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25938,25-29,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$10,000-$99,999",,, +25939,35-39,Man,Poland,Master’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25940,25-29,Man,Germany,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +25941,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25942,35-39,Woman,France,Master’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,, +25943,50-54,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +25944,25-29,Man,Russia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,No (we do not use ML methods),$0-999,$0 ($USD),,, +25945,40-44,Man,Colombia,Master’s degree,Data Analyst,10-20 years,R,,,,,,,,,,, +25946,55-59,Man,United States of America,Master’s degree,Other,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"90,000-99,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25947,22-24,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +25948,18-21,Man,India,Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +25949,25-29,Man,Belarus,Professional degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,, +25950,25-29,Man,Japan,Doctoral degree,Student,5-10 years,,,,,,,,,,,, +25951,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,MongoDB ,, +25952,22-24,Woman,Chile,Bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +25953,25-29,Man,Brazil,Master’s degree,Machine Learning Engineer,1-2 years,MATLAB,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +25954,25-29,Man,Pakistan,Doctoral degree,Machine Learning Engineer,< 1 years,Java,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,I do not use machine learning methods,,,,,,,, +25955,25-29,Man,India,I prefer not to answer,Data Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),,,,, +25956,22-24,Man,Nigeria,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25957,45-49,Woman,India,Doctoral degree,Data Scientist,I have never written code,,,,,250-999 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +25958,18-21,Woman,France,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25959,45-49,Man,United States of America,Master’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",3-4,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25960,55-59,Man,India,Bachelor’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25961,18-21,Man,Viet Nam,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),Google Cloud SQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25962,25-29,Man,Argentina,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +25963,35-39,Man,Singapore,Bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,0,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25964,22-24,Man,India,I prefer not to answer,,,,,,,,,,,,,, +25965,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25966,60-69,Woman,Australia,Master’s degree,Data Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"90,000-99,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +25967,22-24,Man,Other,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25968,25-29,Man,United States of America,No formal education past high school,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +25969,30-34,Man,India,I prefer not to answer,Research Scientist,1-2 years,R,None,Never,2-3 years,0-49 employees,15-19,No (we do not use ML methods),"10,000-14,999",$100-$999,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25970,50-54,Man,Germany,,,,,,,,,,,,,,, +25971,18-21,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),,,,, +25972,25-29,Woman,Netherlands,Bachelor’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,I do not know,"60,000-69,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25973,35-39,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +25974,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25975,50-54,Man,Brazil,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25976,45-49,Man,India,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",0,No (we do not use ML methods),"25,000-29,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25977,25-29,Man,Viet Nam,Bachelor’s degree,Machine Learning Engineer,5-10 years,C,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999","$1000-$9,999",,,Other +25978,30-34,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25979,22-24,Woman,India,Bachelor’s degree,Other,< 1 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$1-$99,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25980,18-21,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +25981,35-39,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Julia,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$0 ($USD),,,Other +25982,30-34,Man,India,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,,Salesforce,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +25983,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25984,55-59,Man,Italy,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25985,35-39,Prefer not to say,India,Bachelor’s degree,Software Engineer,I have never written code,,,,,"10,000 or more employees",20+,I do not know,"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25986,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",,,,,,, +25987,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +25988,25-29,Man,Brazil,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25989,25-29,Woman,Other,,,,,,,,,,,,,,, +25990,22-24,Man,Pakistan,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +25991,60-69,Man,Netherlands,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,4-5 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"80,000-89,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +25992,25-29,Man,Germany,Doctoral degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +25993,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25994,30-34,Man,India,Master’s degree,Software Engineer,,,,,,,,,,,,, +25995,22-24,Man,India,Bachelor’s degree,Software Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",$100-$999,MySQL ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +25996,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",Amazon DynamoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +25997,40-44,Man,United States of America,Doctoral degree,Research Scientist,5-10 years,R,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",20+,I do not know,"100,000-124,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +25998,55-59,Man,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +25999,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26000,22-24,Man,Japan,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26001,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26002,40-44,Man,France,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,I do not know,"15,000-19,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26003,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,MongoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26004,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +26005,55-59,Man,Brazil,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +26006,35-39,Man,Ukraine,Doctoral degree,Data Scientist,5-10 years,Python,Other,Never,3-4 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26007,25-29,Man,Other,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26008,40-44,Woman,Spain,Master’s degree,Currently not employed,3-5 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26009,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"5,000-7,499",$1-$99,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +26010,25-29,Man,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26011,25-29,Woman,Switzerland,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26012,25-29,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26013,30-34,Woman,United States of America,Master’s degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$100,000 or more ($USD)",SQLite ,, +26014,50-54,Woman,Germany,Master’s degree,Product/Project Manager,I have never written code,,,,,250-999 employees,20+,We use ML methods for generating insights (but do not put working models into production),$0-999,,,, +26015,25-29,Man,Russia,Master’s degree,Software Engineer,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26016,25-29,Man,Brazil,Bachelor’s degree,Currently not employed,3-5 years,R,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26017,22-24,Prefer not to say,India,,,,,,,,,,,,,,, +26018,18-21,Woman,Pakistan,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26019,25-29,Woman,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,,,,,,, +26020,25-29,Man,Canada,Master’s degree,Software Engineer,5-10 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26021,22-24,Man,India,Bachelor’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Google Cloud Firestore ,,"Local development environments (RStudio, JupyterLab, etc.)" +26022,50-54,Man,France,Doctoral degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +26023,22-24,Man,Bangladesh,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26024,18-21,Man,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26025,45-49,Man,Taiwan,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"60,000-69,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26026,18-21,Woman,India,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +26027,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26028,30-34,Woman,United States of America,Master’s degree,Student,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26029,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +26030,22-24,Woman,United Arab Emirates,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26031,35-39,Man,Japan,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26032,30-34,Man,"Iran, Islamic Republic of...",Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +26128,18-21,Woman,India,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +26033,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,10-20 years,C++,A personal computer or laptop,Never,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999",$0 ($USD),,,Other +26034,40-44,Man,Other,Master’s degree,DBA/Database Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"15,000-19,999","$10,000-$99,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26035,18-21,Man,United States of America,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26036,35-39,Woman,India,Doctoral degree,Other,5-10 years,R,A personal computer or laptop,Never,1-2 years,50-249 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26037,18-21,Woman,India,Bachelor’s degree,Data Scientist,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +26038,22-24,Man,Colombia,Professional degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26039,25-29,Woman,Brazil,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26040,45-49,Man,Netherlands,Doctoral degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,20 or more years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26041,22-24,Man,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,50-249 employees,,,,,,, +26042,25-29,Man,France,Master’s degree,,,,,,,,,,,,,, +26043,25-29,Man,Portugal,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26044,25-29,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26045,35-39,Woman,United States of America,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,Other +26046,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,,,,,,,,,,, +26047,30-34,Prefer not to say,India,Bachelor’s degree,Software Engineer,1-2 years,MATLAB,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"2,000-2,999",$100-$999,,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26048,35-39,Man,India,Doctoral degree,Other,3-5 years,Python,,,,,,,,,,, +26049,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26050,18-21,Woman,India,Bachelor’s degree,,,,,,,,,,,,,, +26051,18-21,Man,Peru,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Java,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26052,18-21,Man,Viet Nam,No formal education past high school,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26053,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,Amazon DynamoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26054,22-24,Man,Pakistan,Doctoral degree,Research Scientist,,,,,,,,,,,,, +26055,25-29,Man,Egypt,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,10-14,We use ML methods for generating insights (but do not put working models into production),,,,, +26056,30-34,Man,Spain,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26057,25-29,Man,France,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26058,22-24,Woman,China,Master’s degree,Student,3-5 years,Python,None,Never,2-3 years,,,,,,,, +26059,30-34,Man,Belarus,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26060,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26061,40-44,Man,Japan,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,I do not know,"70,000-79,999",$0 ($USD),,, +26062,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26063,22-24,Woman,Mexico,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +26064,30-34,Man,United States of America,Doctoral degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26065,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26066,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26067,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +26068,25-29,Man,Portugal,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26069,18-21,Woman,Indonesia,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,Microsoft Access ,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26070,25-29,Man,India,Doctoral degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26071,50-54,Man,Japan,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,Other +26072,45-49,Man,India,Some college/university study without earning a bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26073,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$0 ($USD),,, +26074,30-34,Man,India,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26075,35-39,Man,Canada,Doctoral degree,Research Scientist,10-20 years,Python,Other,More than 25 times,10-20 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26076,25-29,Man,Portugal,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26077,18-21,Man,China,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26078,22-24,Man,India,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26079,30-34,Man,Israel,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26080,22-24,Woman,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,No (we do not use ML methods),$0-999,$1-$99,,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26081,30-34,Man,France,Master’s degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$100,000 or more ($USD)",PostgresSQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26082,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$100,000 or more ($USD)",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26083,18-21,Man,Poland,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +26084,18-21,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Data Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",,,, +26085,30-34,Man,United States of America,Bachelor’s degree,Currently not employed,10-20 years,Python,A personal computer or laptop,Never,5-10 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26086,18-21,Prefer not to say,Japan,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +26087,22-24,Woman,India,Master’s degree,Machine Learning Engineer,1-2 years,C,A personal computer or laptop,6-25 times,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,MongoDB ,TIBCO Spotfire,"Local development environments (RStudio, JupyterLab, etc.)" +26088,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26089,25-29,Man,United States of America,Master’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26090,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +26091,22-24,Woman,Turkey,I prefer not to answer,Student,3-5 years,Python,,,,,,,,,,, +26092,40-44,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"150,000-199,999","$100,000 or more ($USD)",Google Cloud SQL ,Google Data Studio,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26093,25-29,Woman,United States of America,Master’s degree,Statistician,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$1-$99,SQLite ,,"Advanced statistical software (SPSS, SAS, etc.)" +26094,35-39,Man,Colombia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26095,55-59,Man,Other,Master’s degree,Other,20+ years,R,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,I do not know,"60,000-69,999","$10,000-$99,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26096,18-21,Man,India,Professional degree,Student,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +26098,22-24,Man,France,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,250-999 employees,20+,I do not know,"3,000-3,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26099,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +26100,30-34,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,PostgresSQL ,Looker,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26101,30-34,Man,Colombia,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26102,25-29,Man,Other,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +26103,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,,,,,,,,,, +26104,22-24,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26105,50-54,Man,Germany,Master’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,0,No (we do not use ML methods),"150,000-199,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +26106,22-24,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +26107,22-24,Man,Israel,,,,,,,,,,,,,,, +26108,25-29,Woman,Canada,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$1000-$9,999",MySQL ,, +26109,35-39,Man,Colombia,Doctoral degree,Other,10-20 years,Python,A personal computer or laptop,Never,10-20 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26110,35-39,Man,Other,Master’s degree,Data Scientist,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,Qlik,"Local development environments (RStudio, JupyterLab, etc.)" +26111,40-44,Woman,Canada,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26112,22-24,Man,India,Master’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26113,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26114,25-29,Man,Russia,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,None,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26115,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26116,25-29,Man,Russia,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26117,30-34,Man,Other,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26118,30-34,Woman,India,Professional degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$1-$99,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26119,22-24,Prefer not to say,United States of America,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26120,35-39,Man,Russia,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26121,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,,,,,,,,,,,,, +26122,60-69,Man,Australia,Bachelor’s degree,Data Analyst,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,5-10 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26123,22-24,Man,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$1-$99,,, +26124,18-21,Woman,Nepal,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +26125,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26126,18-21,Woman,Indonesia,Some college/university study without earning a bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +26127,30-34,Man,Egypt,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,, +26129,25-29,Man,Bangladesh,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),$0-999,"$10,000-$99,999",MongoDB ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26130,25-29,Woman,Germany,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26131,35-39,Man,Brazil,Doctoral degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$10,000-$99,999",Amazon Athena ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26132,30-34,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +26133,35-39,Man,United States of America,Master’s degree,DBA/Database Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26134,40-44,Man,India,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +26135,40-44,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +26136,22-24,Man,China,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,I do not know,$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26137,22-24,Man,Other,,,,,,,,,,,,,,, +26138,22-24,Woman,India,Professional degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +26139,25-29,Man,Mexico,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,2-3 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26140,30-34,Man,Other,Professional degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26141,35-39,Man,Australia,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26142,18-21,Man,Malaysia,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26143,70+,Man,Japan,Bachelor’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,No (we do not use ML methods),"50,000-59,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26144,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26145,35-39,Man,Belgium,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26146,22-24,Man,Brazil,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26147,25-29,Woman,India,I prefer not to answer,Data Scientist,I have never written code,,,,,0-49 employees,,,,,,, +26148,25-29,Man,Singapore,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26149,25-29,Man,Brazil,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26150,22-24,Man,Russia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26151,30-34,Man,Egypt,Bachelor’s degree,Currently not employed,< 1 years,Javascript,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26152,45-49,Man,Nigeria,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26153,40-44,Man,India,Master’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,2-5 times,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$100-$999,Microsoft Azure Data Lake Storage ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26154,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26155,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26156,18-21,Man,Malaysia,Bachelor’s degree,Student,1-2 years,Java,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26157,40-44,Man,Japan,Master’s degree,Currently not employed,< 1 years,None,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26159,60-69,Man,Israel,Doctoral degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26160,18-21,Woman,Japan,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +26161,25-29,Man,South Africa,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26162,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26163,50-54,Man,United States of America,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"250,000-299,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26164,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26165,35-39,Man,India,No formal education past high school,Machine Learning Engineer,10-20 years,R,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$1000-$9,999",Microsoft Azure Data Lake Storage ,,"Local development environments (RStudio, JupyterLab, etc.)" +26166,25-29,Woman,Canada,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26167,22-24,Man,Japan,Master’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",,,,,,,,,, +26168,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26169,22-24,Woman,India,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26170,30-34,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26171,18-21,Man,Brazil,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26172,45-49,Man,Other,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$10,000-$99,999",Google Cloud BigQuery ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +26173,40-44,Man,Other,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26174,18-21,Man,India,No formal education past high school,Student,3-5 years,Python,None,Never,I do not use machine learning methods,,,,,,,, +26175,50-54,Man,Spain,Master’s degree,Statistician,20+ years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,No (we do not use ML methods),"50,000-59,999",$100-$999,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26176,18-21,Man,Philippines,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26177,35-39,Man,Taiwan,Master’s degree,Product/Project Manager,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",MongoDB ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26178,25-29,Man,Taiwan,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26179,60-69,Man,Spain,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26180,22-24,Man,Nepal,Master’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,, +26181,18-21,Man,Canada,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +26182,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26183,18-21,Prefer not to say,China,Doctoral degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26184,40-44,Man,United States of America,Professional degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26185,40-44,Man,France,Doctoral degree,Product/Project Manager,5-10 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +26186,30-34,Man,Brazil,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26187,22-24,Man,Malaysia,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +26188,35-39,Man,Malaysia,Master’s degree,Data Analyst,10-20 years,Python,,,,,,,,,,, +26189,18-21,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +26190,22-24,Man,Bangladesh,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,,,,,,,,,,, +26191,18-21,Man,Peru,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26192,18-21,Nonbinary,Mexico,Bachelor’s degree,Software Engineer,3-5 years,C,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",PostgresSQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26193,25-29,Woman,Thailand,Master’s degree,Student,3-5 years,C,,,,,,,,,,, +26194,35-39,Man,Ukraine,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26195,50-54,Man,Poland,Master’s degree,Business Analyst,20+ years,Python,Other,Once,Under 1 year,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26196,40-44,Man,India,Professional degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999","$1000-$9,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26197,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$100-$999,Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26198,25-29,Man,Spain,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,,,,,, +26199,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,SQL,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +26200,30-34,Woman,Other,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26201,60-69,Man,Chile,Professional degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",,,, +26202,40-44,Man,Other,No formal education past high school,Business Analyst,I have never written code,,,,,0-49 employees,,,,,,, +26203,45-49,Man,Germany,Bachelor’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26204,22-24,Man,Turkey,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +26205,22-24,Man,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26206,22-24,Man,Brazil,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26207,25-29,Man,India,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26208,35-39,Man,Malaysia,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26209,35-39,Man,India,Doctoral degree,Data Scientist,I have never written code,,,,,0-49 employees,3-4,No (we do not use ML methods),"1,000-1,999",$100-$999,,, +26210,25-29,Man,United States of America,Master’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,,,,,,,,, +26211,25-29,Man,Malaysia,Master’s degree,Data Engineer,I have never written code,,,,,"1000-9,999 employees",1-2,,,,,, +26212,50-54,Man,Italy,Bachelor’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26213,18-21,Man,South Korea,No formal education past high school,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,Other +26214,22-24,Man,India,Professional degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26215,25-29,Woman,India,Master’s degree,,,,,,,,,,,,,, +26216,25-29,Man,Other,Bachelor’s degree,Data Analyst,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26217,30-34,Man,Other,Doctoral degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26218,22-24,Man,Nigeria,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +26219,25-29,Woman,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26220,30-34,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26221,18-21,Man,India,,,,,,,,,,,,,,, +26222,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26223,60-69,Man,Argentina,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26224,18-21,Woman,United States of America,Bachelor’s degree,Data Scientist,1-2 years,,,,,,,,,,,, +26225,50-54,Man,France,Master’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26226,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),,,,, +26227,30-34,Prefer not to say,India,Master’s degree,Data Engineer,10-20 years,SQL,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$0 ($USD),,, +26228,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999","$10,000-$99,999",SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26229,60-69,Man,Japan,Master’s degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26230,30-34,Man,Nigeria,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26231,60-69,Woman,United States of America,Master’s degree,Data Analyst,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +26232,35-39,Man,Germany,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26233,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26234,50-54,Woman,India,Doctoral degree,Other,1-2 years,MATLAB,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,, +26235,22-24,Man,Netherlands,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26236,22-24,Man,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,, +26237,45-49,Woman,Italy,Master’s degree,Data Scientist,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"40,000-49,999",$0 ($USD),MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26238,25-29,Woman,Australia,Master’s degree,Currently not employed,3-5 years,,,,,,,,,,,, +26239,30-34,Man,Italy,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26240,18-21,Man,Greece,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +26241,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26242,22-24,Man,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26243,50-54,Man,Other,Doctoral degree,Research Scientist,10-20 years,Julia,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,, +26244,30-34,Man,Other,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +26245,60-69,Man,Russia,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26246,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26247,30-34,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"1000-9,999 employees",10-14,I do not know,"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26248,30-34,Man,United States of America,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26249,30-34,Woman,Malaysia,Doctoral degree,Machine Learning Engineer,< 1 years,Python,A personal computer or laptop,More than 25 times,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26250,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26251,18-21,Man,Japan,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26252,40-44,Man,France,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,More than 25 times,1-2 years,"10,000 or more employees",1-2,I do not know,"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26254,35-39,Man,Saudi Arabia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,SQLite ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26255,60-69,Man,France,Doctoral degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26256,60-69,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +26257,25-29,Man,Italy,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26258,18-21,Man,Pakistan,Bachelor’s degree,Student,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,, +26259,30-34,Man,Peru,Some college/university study without earning a bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26260,45-49,Man,India,Master’s degree,Statistician,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26261,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26262,40-44,Man,India,Master’s degree,Product/Project Manager,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"1000-9,999 employees",10-14,No (we do not use ML methods),"40,000-49,999","$1000-$9,999",,, +26263,30-34,Woman,Sweden,,,,,,,,,,,,,,, +26264,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,R,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26265,25-29,Man,Germany,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26266,25-29,Man,Greece,Bachelor’s degree,Student,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26267,25-29,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26268,18-21,Man,Colombia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26269,30-34,Man,Taiwan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26270,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +26271,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26272,40-44,Nonbinary,United States of America,Bachelor’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26273,25-29,Man,Other,Master’s degree,Student,1-2 years,R,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26274,30-34,Woman,Thailand,Bachelor’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26275,30-34,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +26276,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,,,,,,,,,,,, +26277,22-24,Man,India,Bachelor’s degree,Business Analyst,3-5 years,C,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,I do not know,"7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26278,40-44,Man,Viet Nam,I prefer not to answer,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$1000-$9,999",Oracle Database ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26279,25-29,Man,Italy,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Once,3-4 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999",$100-$999,Amazon Athena ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +26280,25-29,Man,India,Master’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),,,,, +26281,25-29,Man,India,Bachelor’s degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$100,000 or more ($USD)",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26282,40-44,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"> $500,000","$100,000 or more ($USD)",PostgresSQL ,, +26283,25-29,Man,Nigeria,Bachelor’s degree,Research Scientist,< 1 years,R,A personal computer or laptop,Once,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"1,000-1,999",$1-$99,Google Cloud Firestore ,, +26284,25-29,Man,India,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26285,35-39,Man,Germany,Master’s degree,Statistician,10-20 years,R,A personal computer or laptop,Never,10-20 years,250-999 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26286,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +26287,40-44,Man,Russia,Master’s degree,Business Analyst,5-10 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26288,22-24,Man,Pakistan,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26289,18-21,Woman,Russia,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +26290,45-49,Woman,Russia,Professional degree,Product/Project Manager,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$10,000-$99,999",,, +26291,40-44,Woman,Other,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),,,,, +26292,45-49,Man,Tunisia,Master’s degree,Software Engineer,20+ years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",1-2,I do not know,"> $500,000",,,, +26293,30-34,Man,Russia,Master’s degree,Machine Learning Engineer,< 1 years,Python,,,,,,,,,,, +26294,25-29,Man,Kenya,Bachelor’s degree,Machine Learning Engineer,3-5 years,R,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26295,25-29,Man,India,Professional degree,Software Engineer,3-5 years,Python,Other,2-5 times,1-2 years,"10,000 or more employees",0,I do not know,"7,500-9,999",$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26296,25-29,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"10,000-14,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26297,40-44,Woman,United States of America,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26298,25-29,Man,Peru,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,, +26299,22-24,Man,"Iran, Islamic Republic of...",Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26300,30-34,Man,United States of America,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26301,25-29,Man,Egypt,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26302,50-54,Man,Australia,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,I do not know,"100,000-124,999",,,, +26303,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26304,35-39,Woman,South Africa,Doctoral degree,Research Scientist,3-5 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,1-2 years,,,,,,,, +26305,40-44,Man,Other,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,Microsoft Access ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +26306,50-54,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26307,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26308,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +26309,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"4,000-4,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26310,40-44,Man,United States of America,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Amazon Redshift ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26311,50-54,Man,Thailand,Professional degree,Data Scientist,3-5 years,Python,None,Once,4-5 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999","$1000-$9,999",,, +26312,45-49,Man,Other,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26313,25-29,Woman,France,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +26314,35-39,Man,Other,Doctoral degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +26315,30-34,Man,Japan,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",5-9,,,,,, +26316,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26317,45-49,Man,Peru,Doctoral degree,Research Scientist,10-20 years,R,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,250-999 employees,1-2,No (we do not use ML methods),"50,000-59,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26318,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26319,45-49,Woman,"Iran, Islamic Republic of...",Doctoral degree,Research Scientist,I have never written code,,,,,50-249 employees,0,,,,,, +26320,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,250-999 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","300,000-500,000","$100,000 or more ($USD)",Microsoft SQL Server ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26321,25-29,Woman,United States of America,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26322,18-21,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26323,25-29,Woman,United States of America,Doctoral degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +26324,25-29,Woman,India,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,PostgresSQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26325,22-24,Man,China,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +26326,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26327,45-49,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,5-10 years,"10,000 or more employees",20+,,,,,, +26328,40-44,Man,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",MongoDB ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26329,50-54,Man,Canada,Professional degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,2-5 times,4-5 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26330,35-39,Man,United States of America,Master’s degree,Other,1-2 years,R,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"70,000-79,999",$0 ($USD),Microsoft Access ,,"Local development environments (RStudio, JupyterLab, etc.)" +26331,25-29,Woman,India,Master’s degree,Business Analyst,5-10 years,C++,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26332,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,6-25 times,,,,,,,,, +26333,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,,,,,,,,, +26334,30-34,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26335,50-54,Man,Mexico,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26336,22-24,Woman,India,Doctoral degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,,,, +26337,30-34,Woman,United States of America,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$1000-$9,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26338,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,,,,,, +26339,18-21,Woman,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,,,,,,,,,, +26340,50-54,Man,United States of America,Bachelor’s degree,Data Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26341,18-21,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,15-19,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +26342,22-24,Man,Mexico,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999","$10,000-$99,999",Microsoft SQL Server ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26343,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26344,22-24,Man,Sri Lanka,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26345,25-29,Man,France,Master’s degree,Business Analyst,,,,,,,,,,,,, +26346,30-34,Man,Philippines,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26347,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26348,30-34,Man,United States of America,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26349,22-24,Woman,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26350,18-21,Woman,Taiwan,Some college/university study without earning a bachelor’s degree,Data Analyst,3-5 years,Python,,,,,,,,,,, +26351,22-24,Man,India,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,Other +26352,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +26353,25-29,Woman,Indonesia,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26354,22-24,Man,Morocco,Some college/university study without earning a bachelor’s degree,Student,,,,,,,,,,,,, +26355,25-29,Man,United States of America,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26356,35-39,Man,Thailand,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$1-$99,,, +26357,22-24,Man,Bangladesh,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,3-4,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26358,18-21,Woman,India,I prefer not to answer,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26359,35-39,Man,Other,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26360,30-34,Man,Other,Bachelor’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",10-14,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$1-$99,,SAP Analytics Cloud ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26361,45-49,Woman,Malaysia,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +26362,25-29,Man,India,Professional degree,Software Engineer,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26363,25-29,Man,Poland,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26364,22-24,Man,Nigeria,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +26365,30-34,Man,India,Master’s degree,Software Engineer,3-5 years,Python,None,Never,,,,,,,,, +26366,22-24,Man,Malaysia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,, +26367,35-39,Man,Germany,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26368,30-34,Man,South Africa,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26369,18-21,Woman,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26370,22-24,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26371,25-29,Man,United States of America,Bachelor’s degree,Other,3-5 years,SQL,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26372,35-39,Man,Colombia,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,2-5 times,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +26373,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26374,50-54,Man,India,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,No (we do not use ML methods),"7,500-9,999",$1-$99,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26375,25-29,Man,Canada,Bachelor’s degree,Other,3-5 years,,,,,,,,,,,, +26376,40-44,Man,Indonesia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26377,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26378,35-39,Man,United States of America,Master’s degree,Business Analyst,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$10,000-$99,999",Google Cloud BigQuery ,Tableau,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26379,18-21,Man,India,,,,,,,,,,,,,,, +26380,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$1-$99,Microsoft SQL Server ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26381,30-34,Woman,Colombia,Doctoral degree,Research Scientist,< 1 years,SQL,A personal computer or laptop,Never,1-2 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,Oracle Database ,SAP Analytics Cloud ,"Advanced statistical software (SPSS, SAS, etc.)" +26382,30-34,Man,South Korea,Master’s degree,Machine Learning Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26383,30-34,Man,Other,Master’s degree,Business Analyst,< 1 years,SQL,,,,,,,,,,, +26384,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +26385,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26386,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26387,30-34,Man,South Korea,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26388,40-44,Man,Mexico,Master’s degree,Data Scientist,10-20 years,Python,Other,Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26389,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26390,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,I do not know,$0-999,$1-$99,,, +26391,30-34,Man,Other,No formal education past high school,Software Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26392,25-29,Man,Spain,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Once,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26393,22-24,Woman,Thailand,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26394,22-24,Man,Mexico,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26395,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26396,30-34,Man,France,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26397,22-24,Man,Other,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"20,000-24,999",$0 ($USD),,, +26398,30-34,Man,Pakistan,Master’s degree,Currently not employed,< 1 years,Python,None,2-5 times,,,,,,,,, +26399,18-21,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26400,35-39,Man,Viet Nam,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$1-$99,MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26401,25-29,Man,China,Master’s degree,Data Analyst,,,,,,,,,,,,, +26402,25-29,Man,Nigeria,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26403,25-29,Man,Colombia,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26404,30-34,Man,Colombia,Bachelor’s degree,Other,3-5 years,SQL,Other,Never,I do not use machine learning methods,"1000-9,999 employees",15-19,I do not know,"25,000-29,999","$1000-$9,999",Amazon Redshift ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26405,22-24,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26406,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,,,,,,,,,,,, +26407,35-39,Prefer not to say,United States of America,Master’s degree,Machine Learning Engineer,10-20 years,SQL,A personal computer or laptop,Once,2-3 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,Microsoft SQL Server ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26408,35-39,Woman,Israel,,,,,,,,,,,,,,, +26409,35-39,Woman,Italy,Master’s degree,Software Engineer,I have never written code,,,,,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26410,30-34,Man,Italy,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26443,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26411,35-39,Man,"Iran, Islamic Republic of...",Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,250-999 employees,10-14,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26412,25-29,Woman,Pakistan,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +26413,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26414,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26415,22-24,Prefer not to say,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26416,25-29,Man,Japan,Master’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,"1000-9,999 employees",3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26417,25-29,Woman,United States of America,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26418,45-49,Man,United States of America,I prefer not to answer,Software Engineer,20+ years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999",$0 ($USD),,,Other +26419,35-39,Woman,Republic of Korea,Master’s degree,Other,< 1 years,Python,,,,,,,,,,, +26420,18-21,Man,United Arab Emirates,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26421,25-29,Man,Russia,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26422,70+,Man,United States of America,Master’s degree,Statistician,20+ years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26423,18-21,Man,United States of America,Master’s degree,Student,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26424,30-34,Man,Other,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26425,18-21,Man,Japan,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26426,18-21,Man,Russia,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26427,35-39,Woman,India,Master’s degree,Software Engineer,10-20 years,Other,,,,,,,,,,, +26428,25-29,Woman,Malaysia,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,More than 25 times,3-4 years,50-249 employees,,,,,,, +26429,18-21,Man,India,Bachelor’s degree,Student,3-5 years,,,,,,,,,,,, +26430,55-59,Man,Japan,Bachelor’s degree,Statistician,5-10 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,5-9,No (we do not use ML methods),"90,000-99,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26431,30-34,Man,South Africa,Bachelor’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$0 ($USD),,, +26432,40-44,Man,Other,Bachelor’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"50,000-59,999",$0 ($USD),,, +26433,25-29,Man,Italy,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,We are exploring ML methods (and may one day put a model into production),"10,000-14,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26434,25-29,Woman,United States of America,Master’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Never,5-10 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +26435,50-54,Man,Spain,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"150,000-199,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26436,35-39,Man,Other,Doctoral degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,2-5 times,5-10 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"90,000-99,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +26437,25-29,Woman,Australia,,,,,,,,,,,,,,, +26438,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,15-19,I do not know,"1,000-1,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26439,30-34,Man,Australia,Bachelor’s degree,Data Scientist,5-10 years,R,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$1000-$9,999",Other,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26440,25-29,Man,India,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26441,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26442,30-34,Nonbinary,Other,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,, +26444,22-24,Man,Saudi Arabia,Bachelor’s degree,Business Analyst,I have never written code,,,,,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,, +26445,22-24,Woman,France,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,,,,,, +26446,22-24,Woman,Tunisia,Professional degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26447,35-39,Man,India,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,2-5 times,5-10 years,,,,,,,, +26448,25-29,Man,Other,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,Other +26449,25-29,Man,India,Professional degree,Software Engineer,1-2 years,Python,A personal computer or laptop,6-25 times,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26450,40-44,Man,Ukraine,No formal education past high school,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26451,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26452,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26453,18-21,Man,India,Master’s degree,Student,3-5 years,R,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26454,18-21,Man,India,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26455,40-44,Man,Italy,Bachelor’s degree,Software Engineer,10-20 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"30,000-39,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26456,25-29,Man,Poland,Bachelor’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,0-49 employees,20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26457,60-69,Man,Mexico,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"7,500-9,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26458,22-24,Woman,Sri Lanka,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26459,25-29,Man,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26460,18-21,Woman,India,Professional degree,Student,1-2 years,Python,,,,,,,,,,, +26461,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,, +26462,22-24,Man,India,I prefer not to answer,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26463,50-54,Man,India,Master’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,,, +26464,35-39,Man,Turkey,,,,,,,,,,,,,,, +26465,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$1-$99,,, +26466,30-34,Man,United States of America,Master’s degree,Software Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","250,000-299,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26467,22-24,Man,India,Master’s degree,Student,1-2 years,Python,None,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26468,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",5-9,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26469,35-39,Woman,United States of America,Master’s degree,Business Analyst,3-5 years,SQL,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),"90,000-99,999",$100-$999,Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26470,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26471,30-34,Man,India,Master’s degree,Currently not employed,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26472,22-24,Woman,United States of America,Master’s degree,Other,I have never written code,,,,,0-49 employees,,,,,,, +26473,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26474,45-49,Man,Greece,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,4-5 years,,,,,,,, +26475,25-29,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26477,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$10,000-$99,999",Amazon Athena ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26478,25-29,Man,India,I prefer not to answer,Currently not employed,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +26479,35-39,Man,Ukraine,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26480,60-69,Man,Sweden,Master’s degree,Software Engineer,20+ years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26481,22-24,Man,India,Professional degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,$0-999,,,, +26482,40-44,Man,United States of America,Doctoral degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26483,30-34,Man,United States of America,Master’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999",$100-$999,Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +26484,18-21,Man,Other,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26485,30-34,Man,Taiwan,Master’s degree,Other,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26486,40-44,Man,Germany,Doctoral degree,Research Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",Oracle Database ,,"Local development environments (RStudio, JupyterLab, etc.)" +26487,25-29,Man,Brazil,,,,,,,,,,,,,,, +26488,35-39,Man,Russia,Some college/university study without earning a bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26489,22-24,Woman,South Korea,Bachelor’s degree,Data Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26490,30-34,Man,Ireland,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26491,18-21,Man,Pakistan,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26492,25-29,Man,Taiwan,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +26493,35-39,Man,Brazil,Doctoral degree,Research Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",0,No (we do not use ML methods),"25,000-29,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26494,25-29,Man,Taiwan,Master’s degree,Data Analyst,< 1 years,Python,None,2-5 times,Under 1 year,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26495,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26496,40-44,Prefer not to say,Other,No formal education past high school,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26497,30-34,Man,India,Master’s degree,Other,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,,,,,,,, +26498,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26499,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +26500,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26501,40-44,Man,Japan,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$1000-$9,999",,, +26502,45-49,Man,Viet Nam,Professional degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26503,30-34,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,2-3 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26504,30-34,Man,Russia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26505,22-24,Man,Other,No formal education past high school,Student,1-2 years,Javascript,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26506,25-29,Man,Colombia,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26508,25-29,Man,United States of America,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26509,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26510,22-24,Woman,India,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26511,22-24,Man,India,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26512,40-44,Woman,South Africa,Master’s degree,Product/Project Manager,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26513,22-24,Woman,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26514,30-34,Man,Russia,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26515,30-34,Man,Netherlands,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",,Tableau, +26516,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +26517,45-49,Man,Japan,,,,,,,,,,,,,,, +26518,45-49,Man,Peru,Professional degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$1000-$9,999",PostgresSQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26519,22-24,Man,India,Master’s degree,Software Engineer,3-5 years,SQL,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"5,000-7,499","$100,000 or more ($USD)",MySQL ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26520,50-54,Man,India,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26521,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26522,25-29,Man,Italy,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26523,25-29,Man,Other,Some college/university study without earning a bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26524,22-24,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$10,000-$99,999",IBM Db2 ,,Other +26525,35-39,Man,Egypt,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +26526,25-29,Man,Switzerland,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,3-4 years,,,,,,,, +26527,22-24,Man,Other,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26528,25-29,Man,India,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26529,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26530,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +26531,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26532,22-24,Man,India,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +26533,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26534,30-34,Man,Canada,Master’s degree,Other,I have never written code,,,,,"1000-9,999 employees",15-19,I do not know,"50,000-59,999",$1-$99,,, +26535,40-44,Man,Germany,Doctoral degree,Research Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26536,30-34,Man,Colombia,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"5,000-7,499",$1-$99,Microsoft Access ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26537,25-29,Woman,Turkey,Doctoral degree,Student,1-2 years,R,A personal computer or laptop,Never,4-5 years,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26538,18-21,Woman,India,,,,,,,,,,,,,,, +26539,18-21,Man,Russia,Some college/university study without earning a bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,6-25 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26540,22-24,Man,Kenya,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,Other,Never,Under 1 year,,,,,,,, +26541,45-49,Man,Spain,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26542,22-24,Man,India,Bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,15-19,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +26543,22-24,Woman,Indonesia,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26544,25-29,Man,Germany,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999","$1000-$9,999",Snowflake ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26545,22-24,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +26546,25-29,Woman,Turkey,Bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26547,18-21,Man,China,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,,,,,,,,, +26548,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,I do not know,"60,000-69,999",$0 ($USD),MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26549,22-24,Man,Nepal,Bachelor’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26550,25-29,Woman,India,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",10-14,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26551,25-29,Woman,Turkey,Bachelor’s degree,Statistician,1-2 years,C++,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +26552,25-29,Man,Brazil,Doctoral degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",0,No (we do not use ML methods),"7,500-9,999",$0 ($USD),Amazon Athena ,,"Local development environments (RStudio, JupyterLab, etc.)" +26553,22-24,Man,Pakistan,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +26554,18-21,Man,India,No formal education past high school,Data Scientist,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +26555,35-39,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,,,,,,,, +26556,22-24,Woman,Bangladesh,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +26557,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26558,25-29,Man,Chile,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,I do not know,"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26559,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26560,25-29,Man,Mexico,Master’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999","$10,000-$99,999",PostgresSQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +26561,25-29,Man,Germany,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26562,22-24,Man,India,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26563,25-29,Woman,India,Bachelor’s degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),,,,, +26564,25-29,Man,Brazil,Master’s degree,Student,< 1 years,Python,,,,,,,,,,, +26565,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26566,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26567,30-34,Man,Turkey,Doctoral degree,Research Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26568,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26569,35-39,Man,Nigeria,Master’s degree,Research Scientist,< 1 years,R,None,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"3,000-3,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +26570,55-59,Man,Australia,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26571,35-39,Man,China,Master’s degree,Other,< 1 years,MATLAB,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$1-$99,MySQL ,Other,Other +26572,40-44,Man,Japan,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,$0-999,$0 ($USD),,, +26573,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +26574,30-34,Woman,Other,Master’s degree,Data Scientist,3-5 years,Other,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,No (we do not use ML methods),,,,, +26575,22-24,Man,Germany,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26576,18-21,Woman,Other,Master’s degree,Student,1-2 years,Other,,,,,,,,,,, +26577,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26578,22-24,Man,Other,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,SQLite ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26579,55-59,Woman,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,50-249 employees,10-14,I do not know,"20,000-24,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26580,60-69,Man,Switzerland,Master’s degree,Currently not employed,20+ years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26581,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26582,35-39,Man,Turkey,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"1,000-1,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26583,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +26584,22-24,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +26585,25-29,Woman,China,Doctoral degree,,,,,,,,,,,,,, +26586,60-69,Man,United States of America,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Once,,,,,,,,, +26587,30-34,Man,China,,,,,,,,,,,,,,, +26588,50-54,Man,United States of America,Master’s degree,Business Analyst,3-5 years,Python,,,,,,,,,,, +26589,22-24,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26590,35-39,Man,Turkey,Professional degree,Research Scientist,10-20 years,R,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",1-2,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26591,18-21,Man,Morocco,Master’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +26592,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$1-$99,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26593,25-29,Man,Portugal,Doctoral degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +26594,18-21,Man,Sri Lanka,I prefer not to answer,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26595,45-49,Woman,United States of America,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26596,50-54,Man,United States of America,Master’s degree,Product/Project Manager,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,, +26597,18-21,Man,Pakistan,No formal education past high school,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26598,45-49,Man,Spain,Bachelor’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26599,60-69,Man,Australia,Doctoral degree,Other,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26600,35-39,Woman,Malaysia,Doctoral degree,Student,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +26601,30-34,Man,Switzerland,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26602,25-29,Man,Russia,Bachelor’s degree,Currently not employed,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26603,35-39,Man,Other,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26604,35-39,Man,India,Master’s degree,Data Scientist,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,5-10 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","50,000-59,999","$10,000-$99,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +26607,50-54,Man,Spain,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",1-2,I do not know,"70,000-79,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26608,25-29,Man,South Africa,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26609,45-49,Man,Japan,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +26610,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Advanced statistical software (SPSS, SAS, etc.)" +26611,25-29,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26612,25-29,Man,Argentina,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26613,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,,,,,,,,,,, +26614,18-21,Man,Egypt,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,,,,,,,,, +26615,22-24,Man,India,Master’s degree,,,,,,,,,,,,,, +26616,25-29,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,,Other +26617,35-39,Man,Poland,Master’s degree,Data Analyst,5-10 years,None,,,,,,,,,,, +26618,40-44,Man,Poland,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,5-10 years,"1000-9,999 employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +26619,25-29,Man,Spain,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$1-$99,MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26620,18-21,Man,India,Bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26621,30-34,Man,Belgium,Doctoral degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,4-5 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,,, +26622,35-39,Man,United States of America,Doctoral degree,Student,< 1 years,R,Other,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26623,25-29,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"90,000-99,999","$10,000-$99,999",Google Cloud BigQuery ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26624,35-39,Man,France,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999","$10,000-$99,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +26625,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26626,18-21,Woman,Other,Some college/university study without earning a bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26627,25-29,Man,India,Bachelor’s degree,Machine Learning Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26628,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",20+,,,,,, +26629,50-54,Woman,Other,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26630,18-21,Man,India,Bachelor’s degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26631,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,None,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"125,000-149,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26632,35-39,Man,India,Some college/university study without earning a bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26633,50-54,Man,Brazil,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26634,22-24,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,Statistician,< 1 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26635,25-29,Man,India,Professional degree,Business Analyst,< 1 years,R,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,I do not know,"10,000-14,999","$1000-$9,999",,,Other +26636,35-39,Man,Japan,Bachelor’s degree,,,,,,,,,,,,,, +26637,25-29,Man,Taiwan,Master’s degree,Software Engineer,1-2 years,Python,,,,,,,,,,, +26638,40-44,Man,France,Professional degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26639,22-24,Man,Japan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,,,,,,,, +26640,18-21,Man,India,Bachelor’s degree,Student,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26641,30-34,Man,Other,Master’s degree,Data Engineer,10-20 years,Python,A personal computer or laptop,Once,4-5 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26642,25-29,Woman,Canada,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +26643,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26644,25-29,Man,Colombia,Master’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +26645,55-59,Man,Spain,Master’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26646,22-24,Man,Russia,Master’s degree,Machine Learning Engineer,5-10 years,C,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26647,25-29,Man,"Iran, Islamic Republic of...",Master’s degree,,,,,,,,,,,,,, +26648,50-54,Man,India,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,I do not know,"50,000-59,999",$0 ($USD),,,Other +26649,25-29,Man,Japan,Master’s degree,Data Engineer,3-5 years,Python,,,,,,,,,,, +26650,30-34,Man,Canada,Some college/university study without earning a bachelor’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26651,35-39,Man,United States of America,Master’s degree,Data Analyst,< 1 years,SQL,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999",$1-$99,,Tableau,Other +26652,30-34,Man,Nigeria,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"4,000-4,999",$100-$999,SQLite ,,"Local development environments (RStudio, JupyterLab, etc.)" +26653,40-44,Man,Other,Professional degree,,,,,,,,,,,,,, +26654,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26655,25-29,Woman,India,I prefer not to answer,Other,I have never written code,,,,,50-249 employees,5-9,I do not know,"4,000-4,999",$0 ($USD),,, +26656,30-34,Man,Romania,Master’s degree,Software Engineer,5-10 years,Julia,A personal computer or laptop,Never,2-3 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26657,22-24,Man,United States of America,Master’s degree,Software Engineer,5-10 years,SQL,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,20+,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$100,000 or more ($USD)",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +26658,22-24,Man,"Iran, Islamic Republic of...",Bachelor’s degree,Student,3-5 years,C++,A personal computer or laptop,Once,2-3 years,,,,,,,, +26659,35-39,Man,Israel,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,6-25 times,4-5 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999","$10,000-$99,999",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +26660,22-24,Man,Chile,Bachelor’s degree,Currently not employed,1-2 years,,,,,,,,,,,, +26661,25-29,Man,United Arab Emirates,Bachelor’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26662,40-44,Man,Brazil,Bachelor’s degree,Data Analyst,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$1-$99,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26663,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26664,45-49,Prefer to self-describe,Other,I prefer not to answer,Machine Learning Engineer,20+ years,,,,,,,,,,,, +26665,25-29,Man,India,I prefer not to answer,Data Scientist,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$1000-$9,999",Snowflake ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26666,30-34,Man,Spain,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26667,50-54,Man,Singapore,Master’s degree,Other,I have never written code,,,,,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$100-$999,,, +26668,22-24,Woman,Canada,Master’s degree,Student,5-10 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26669,30-34,Man,Nigeria,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26670,45-49,Man,Ukraine,Professional degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,6-25 times,,,,,,,,, +26671,40-44,Man,India,I prefer not to answer,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,I do not know,$0-999,$1-$99,PostgresSQL ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26672,18-21,Man,Ukraine,Master’s degree,Student,3-5 years,MATLAB,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26673,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999","$10,000-$99,999",,,Other +26674,22-24,Man,Germany,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26675,45-49,Man,Peru,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),$0-999,"$1000-$9,999",,,Other +26676,60-69,Man,Mexico,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26677,18-21,Woman,United States of America,Bachelor’s degree,Student,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26678,30-34,Woman,South Africa,Doctoral degree,Research Scientist,1-2 years,Bash,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,20+,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26679,25-29,Man,India,Professional degree,Product/Project Manager,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,Other,"Local development environments (RStudio, JupyterLab, etc.)" +26680,25-29,Man,South Korea,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26681,18-21,Man,Other,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26682,18-21,Woman,Indonesia,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26683,55-59,Man,Romania,Bachelor’s degree,Data Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,I do not know,"20,000-24,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26684,40-44,Man,Japan,Bachelor’s degree,Research Scientist,5-10 years,R,A personal computer or laptop,2-5 times,5-10 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499","$1000-$9,999",MySQL ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26685,55-59,Woman,Brazil,Professional degree,Statistician,10-20 years,Java,Other,2-5 times,I do not use machine learning methods,250-999 employees,5-9,No (we do not use ML methods),"3,000-3,999",$100-$999,,, +26686,30-34,Man,India,I prefer not to answer,Other,1-2 years,R,A personal computer or laptop,Never,2-3 years,,,,,,,, +26687,30-34,Man,Nigeria,Master’s degree,Machine Learning Engineer,< 1 years,Python,,,,,,,,,,, +26688,22-24,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,10-14,I do not know,$0-999,$100-$999,IBM Db2 ,,"Local development environments (RStudio, JupyterLab, etc.)" +26689,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +26690,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26691,22-24,Woman,Bangladesh,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26692,22-24,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +26693,22-24,Woman,Turkey,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,10-14,I do not know,"2,000-2,999","$10,000-$99,999",,,Other +26694,45-49,Man,United States of America,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"100,000-124,999",$100-$999,Microsoft Access ,,Other +26695,25-29,Man,Kenya,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,5-9,,,,,, +26696,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26697,22-24,Woman,India,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26698,30-34,Man,Portugal,Bachelor’s degree,,,,,,,,,,,,,, +26699,35-39,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,I do not know,,,,, +26700,40-44,Man,Germany,Master’s degree,Other,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26970,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26701,22-24,Woman,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +26702,60-69,Man,Brazil,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,Never,20 or more years,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$1000-$9,999",MySQL ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26703,30-34,Man,India,Master’s degree,Data Engineer,5-10 years,SQL,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26704,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"250,000-299,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26705,40-44,Man,United States of America,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26706,40-44,Man,Morocco,Master’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","7,500-9,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +26707,22-24,Woman,Malaysia,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26708,40-44,Woman,Russia,I prefer not to answer,Currently not employed,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26709,25-29,Man,Brazil,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +26710,60-69,Man,Other,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +26711,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +26712,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26713,22-24,Woman,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26714,22-24,Man,Greece,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"15,000-19,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26715,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26716,25-29,Man,India,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26717,25-29,Man,Bangladesh,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26718,35-39,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26719,45-49,Man,Indonesia,Bachelor’s degree,Product/Project Manager,5-10 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,SQLite ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26720,35-39,Man,Republic of Korea,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,"10,000 or more employees",20+,No (we do not use ML methods),"50,000-59,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26721,60-69,Man,France,Professional degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26722,22-24,Woman,India,Bachelor’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26723,35-39,Man,Philippines,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",3-4,I do not know,"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26724,22-24,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26725,25-29,Woman,India,Master’s degree,Student,< 1 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +26726,45-49,Man,United States of America,Master’s degree,Software Engineer,20+ years,R,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26727,30-34,Man,Bangladesh,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +26728,25-29,Man,France,Master’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",Amazon Redshift ,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26729,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Software Engineer,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26730,22-24,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +26731,40-44,Man,Russia,Master’s degree,Product/Project Manager,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26732,22-24,Man,Other,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),,,,, +26733,22-24,Woman,India,Bachelor’s degree,Data Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26734,35-39,Man,Malaysia,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,,,,,,,,, +26735,22-24,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26736,25-29,Man,Spain,Some college/university study without earning a bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +26737,35-39,Man,Russia,Professional degree,Research Scientist,10-20 years,Python,A personal computer or laptop,2-5 times,Under 1 year,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999","$100,000 or more ($USD)",Oracle Database ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +26738,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26739,25-29,Woman,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26740,25-29,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,, +26741,25-29,Man,Russia,Doctoral degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26742,18-21,Man,Tunisia,Bachelor’s degree,Student,3-5 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26743,40-44,Man,India,Master’s degree,Statistician,5-10 years,R,A personal computer or laptop,Never,3-4 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"3,000-3,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26744,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",,,,,,,,,, +26745,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +26746,35-39,Man,United States of America,Master’s degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,, +26747,25-29,Man,Kenya,Bachelor’s degree,Software Engineer,< 1 years,SQL,A personal computer or laptop,6-25 times,Under 1 year,,,,,,,, +26748,40-44,Woman,Other,Master’s degree,Currently not employed,1-2 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26749,22-24,Man,Romania,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"40,000-49,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26750,25-29,Man,Switzerland,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +26751,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$10,000-$99,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26752,22-24,Man,Other,Bachelor’s degree,DBA/Database Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26753,18-21,Woman,Colombia,Some college/university study without earning a bachelor’s degree,Data Analyst,< 1 years,Java,A personal computer or laptop,More than 25 times,Under 1 year,50-249 employees,10-14,I do not know,"2,000-2,999","$1000-$9,999",Google Cloud Firestore ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26754,22-24,Man,Spain,No formal education past high school,Student,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +26755,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +26756,35-39,Woman,Germany,Doctoral degree,Student,1-2 years,C++,A personal computer or laptop,Once,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26757,22-24,Woman,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,3-4 years,,,,,,,, +26758,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26759,25-29,Man,Portugal,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,3-4 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +26760,25-29,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,I do not know,"70,000-79,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26761,35-39,Woman,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +26762,22-24,Man,China,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +26763,30-34,Man,Nigeria,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$100-$999,Amazon DynamoDB ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +26764,25-29,Man,Chile,Bachelor’s degree,Data Scientist,3-5 years,SQL,A personal computer or laptop,Never,Under 1 year,250-999 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26765,50-54,Man,Mexico,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"3,000-3,999",$0 ($USD),,, +26766,55-59,Man,Japan,Bachelor’s degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,1-2 years,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,"$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26767,45-49,Man,South Korea,Bachelor’s degree,DBA/Database Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26768,22-24,Man,South Africa,No formal education past high school,Student,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26769,22-24,Man,Spain,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,, +26770,22-24,Man,Nigeria,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26771,35-39,Woman,India,Bachelor’s degree,Currently not employed,5-10 years,Python,,,,,,,,,,, +26772,18-21,Woman,India,Master’s degree,Software Engineer,< 1 years,None,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +26773,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,10-14,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26774,55-59,Man,Brazil,Doctoral degree,Student,20+ years,Julia,A personal computer or laptop,Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26775,18-21,Man,Russia,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26776,40-44,Woman,Singapore,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","2,000-2,999",$100-$999,,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26777,35-39,Man,Netherlands,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,5-9,No (we do not use ML methods),"90,000-99,999",$0 ($USD),,,Other +26778,35-39,Man,Italy,I prefer not to answer,Data Engineer,5-10 years,R,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,1-2,No (we do not use ML methods),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26779,30-34,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26780,30-34,Man,Greece,Bachelor’s degree,Data Analyst,< 1 years,Java,,,,,,,,,,, +26781,25-29,Man,Russia,Master’s degree,Data Scientist,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,3-4 years,"10,000 or more employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$100,000 or more ($USD)",,,"Advanced statistical software (SPSS, SAS, etc.)" +26782,22-24,Man,India,Master’s degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999","$100,000 or more ($USD)",Amazon Redshift ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26783,25-29,Man,France,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$1-$99,MongoDB ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26784,50-54,Man,Other,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$1-$99,,Salesforce,Other +26785,25-29,Woman,India,Bachelor’s degree,Data Analyst,3-5 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),,,,, +26817,30-34,Woman,Germany,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$0 ($USD),,, +26786,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",SQLite ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26787,60-69,Man,India,Master’s degree,Other,20+ years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"50,000-59,999",$0 ($USD),,,Other +26788,35-39,Man,India,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999",$100-$999,,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +26789,35-39,Man,Israel,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26790,30-34,Man,"Iran, Islamic Republic of...",Doctoral degree,Statistician,3-5 years,R,A personal computer or laptop,6-25 times,1-2 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26791,40-44,Man,India,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26792,18-21,Man,France,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26793,30-34,Woman,Egypt,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,,,,,, +26794,18-21,Man,India,Master’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,,,,,,,,, +26795,25-29,Man,Other,Master’s degree,Currently not employed,3-5 years,Julia,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26796,30-34,Man,Kenya,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26797,30-34,Man,Canada,Doctoral degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26798,18-21,Man,Russia,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26799,35-39,Woman,Thailand,,,,,,,,,,,,,,, +26800,22-24,Man,India,Master’s degree,Other,1-2 years,,,,,,,,,,,, +26801,50-54,Man,India,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,1-2 years,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"50,000-59,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26802,22-24,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26803,40-44,Man,Poland,Master’s degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26804,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +26805,22-24,Man,India,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26806,25-29,Man,India,I prefer not to answer,Machine Learning Engineer,1-2 years,C,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +26807,30-34,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"60,000-69,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +26808,35-39,Man,India,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,I do not know,"50,000-59,999",$1-$99,,, +26809,18-21,Man,Mexico,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26810,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,R,,,,,,,,,,, +26811,50-54,Man,Other,Professional degree,Student,1-2 years,R,,,,,,,,,,, +26812,25-29,Man,United States of America,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26813,25-29,Woman,Greece,Doctoral degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26814,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),"5,000-7,499",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26815,18-21,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26816,35-39,Woman,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",PostgresSQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +26819,25-29,Man,United States of America,Master’s degree,Data Analyst,3-5 years,SQL,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Amazon Redshift ,Amazon QuickSight,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26820,25-29,Man,Germany,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,,,,,,,,, +26821,22-24,Prefer not to say,United States of America,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,1-2 years,0-49 employees,0,No (we do not use ML methods),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26822,22-24,Man,Indonesia,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,50-249 employees,3-4,No (we do not use ML methods),"4,000-4,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26823,60-69,Man,Other,Bachelor’s degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,4-5 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$1-$99,,,Other +26824,40-44,Man,Brazil,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26825,45-49,Man,Israel,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,Amazon DynamoDB ,,Other +26826,35-39,Man,Belarus,Master’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","4,000-4,999",$100-$999,Google Cloud Firestore ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26827,22-24,Woman,India,Master’s degree,Currently not employed,1-2 years,Python,,,,,,,,,,, +26828,30-34,Man,Indonesia,Bachelor’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26829,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26830,35-39,Man,United States of America,Bachelor’s degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,No (we do not use ML methods),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26831,22-24,Man,India,Bachelor’s degree,Data Analyst,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,2-3 years,250-999 employees,15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26832,22-24,Man,United States of America,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,,,,, +26833,22-24,Man,India,Bachelor’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26834,22-24,Man,China,Master’s degree,Data Analyst,1-2 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +26835,18-21,Man,Italy,Bachelor’s degree,Statistician,1-2 years,R,A personal computer or laptop,Never,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26836,25-29,Man,India,Master’s degree,Data Engineer,5-10 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +26837,25-29,Woman,United States of America,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","90,000-99,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26838,18-21,Man,India,I prefer not to answer,Student,1-2 years,Python,None,,,,,,,,,, +26839,50-54,Man,United States of America,Master’s degree,Product/Project Manager,20+ years,Java,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,No (we do not use ML methods),"125,000-149,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26840,30-34,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$100,000 or more ($USD)",MongoDB ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26841,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",,,Other +26842,30-34,Man,Ghana,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +26843,50-54,Man,Colombia,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Once,3-4 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26844,30-34,Woman,Japan,Master’s degree,Student,I have never written code,,,,,,,,,,,, +26845,25-29,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",Amazon Athena ,, +26846,25-29,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +26847,25-29,Man,Germany,Master’s degree,Student,10-20 years,Swift,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26848,60-69,Man,Japan,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",0,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26849,45-49,Man,Pakistan,Doctoral degree,Other,I have never written code,,,,,250-999 employees,10-14,I do not know,$0-999,$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26850,35-39,Woman,Australia,Master’s degree,Data Scientist,20+ years,SQL,A personal computer or laptop,Once,10-20 years,"1000-9,999 employees",20+,We are exploring ML methods (and may one day put a model into production),"125,000-149,999","$1000-$9,999",MySQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +26851,35-39,Woman,Germany,,,,,,,,,,,,,,, +26852,40-44,Man,Turkey,Doctoral degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26853,18-21,Woman,Russia,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +26854,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26855,25-29,Man,India,Master’s degree,Software Engineer,1-2 years,Python,None,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26856,22-24,Man,India,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26857,45-49,Woman,United States of America,Doctoral degree,Product/Project Manager,10-20 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +26858,30-34,Man,France,Doctoral degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",15-19,No (we do not use ML methods),"40,000-49,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26859,22-24,Man,India,,,,,,,,,,,,,,, +26860,30-34,Man,India,Professional degree,Data Analyst,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,I do not know,"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26861,22-24,Man,India,Professional degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","4,000-4,999",$100-$999,MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26862,25-29,Man,China,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",5-9,No (we do not use ML methods),"20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26863,18-21,Man,South Africa,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26864,30-34,Woman,United States of America,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999",$100-$999,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26865,25-29,Man,Belarus,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26866,30-34,Man,Peru,Master’s degree,Data Scientist,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"1,000-1,999",$1-$99,Google Cloud BigQuery ,, +26867,25-29,Woman,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26868,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26869,35-39,Woman,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"2,000-2,999",$0 ($USD),,, +26870,22-24,Woman,Other,Master’s degree,Statistician,5-10 years,R,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26871,45-49,Woman,France,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26872,60-69,Woman,United States of America,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"20,000-24,999",$1-$99,,,"Advanced statistical software (SPSS, SAS, etc.)" +26873,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26874,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Software Engineer,20+ years,Java,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),,,,, +26875,35-39,Man,United States of America,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,4-5 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)",,,,, +26876,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,,,,,,,, +26877,35-39,Man,Other,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"3,000-3,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26878,45-49,Woman,Japan,I prefer not to answer,Data Engineer,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +26879,40-44,Man,Mexico,Bachelor’s degree,Software Engineer,< 1 years,C,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +26880,35-39,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +26881,25-29,Man,Taiwan,Master’s degree,Data Engineer,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999","$10,000-$99,999",MySQL ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26882,25-29,Man,Belarus,Master’s degree,,,,,,,,,,,,,, +26883,25-29,Man,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","3,000-3,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26884,22-24,Man,Pakistan,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26885,35-39,Man,United States of America,Bachelor’s degree,Product/Project Manager,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$1000-$9,999",Oracle Database ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26886,18-21,Man,Taiwan,No formal education past high school,Student,1-2 years,Python,,,,,,,,,,, +26887,45-49,Woman,India,Bachelor’s degree,Product/Project Manager,5-10 years,Python,Other,Never,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26888,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",Other,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26889,22-24,Woman,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,I do not know,"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26890,25-29,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26891,22-24,Man,United States of America,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26892,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26893,45-49,Man,Germany,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26894,25-29,Man,Brazil,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26895,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +26896,22-24,Woman,Other,Master’s degree,Student,< 1 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26897,25-29,Woman,Indonesia,I prefer not to answer,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26898,25-29,Man,Netherlands,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,6-25 times,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$1000-$9,999",PostgresSQL ,Other,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26899,22-24,Man,Other,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26900,25-29,Man,Italy,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26901,18-21,Man,Pakistan,Master’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,10-14,,,,,, +26902,22-24,Woman,India,Bachelor’s degree,Student,1-2 years,Python,,,,,,,,,,, +26903,70+,Man,United States of America,Master’s degree,Data Scientist,20+ years,Python,A personal computer or laptop,Never,10-20 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26904,30-34,Woman,Germany,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,0,I do not know,"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26905,35-39,Woman,United States of America,Master’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26906,25-29,Man,Other,Master’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,"$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26907,25-29,Man,Japan,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",3-4,We use ML methods for generating insights (but do not put working models into production),$0-999,$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26908,30-34,Man,India,Doctoral degree,Student,3-5 years,Python,A personal computer or laptop,Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26969,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26909,40-44,Man,Other,Bachelor’s degree,Data Scientist,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,3-4 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",Microsoft Azure Data Lake Storage ,,Other +26910,35-39,Woman,Japan,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +26911,22-24,Man,India,Bachelor’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26912,45-49,Man,Spain,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26913,22-24,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +26914,22-24,Man,Tunisia,Master’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26915,22-24,Man,Ghana,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,, +26916,30-34,Man,India,Bachelor’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"3,000-3,999",$0 ($USD),,, +26917,30-34,Man,Other,Bachelor’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26918,22-24,Man,India,Bachelor’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26919,30-34,Man,United States of America,,,,,,,,,,,,,,, +26920,22-24,Man,Brazil,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",3-4,I do not know,"2,000-2,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26921,22-24,Man,India,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,I do not know,"10,000-14,999",$0 ($USD),,,"Advanced statistical software (SPSS, SAS, etc.)" +26922,25-29,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"10,000 or more employees",0,No (we do not use ML methods),"5,000-7,499",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26923,25-29,Man,Russia,Professional degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26924,50-54,Man,United States of America,Bachelor’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,I do not know,"90,000-99,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26925,22-24,Man,Pakistan,Bachelor’s degree,Machine Learning Engineer,3-5 years,SQL,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26926,35-39,Man,Nigeria,Master’s degree,Data Scientist,10-20 years,R,A personal computer or laptop,2-5 times,4-5 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26927,30-34,Man,Nigeria,Bachelor’s degree,Other,I have never written code,,,,,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26928,45-49,Man,India,Professional degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26929,18-21,Man,Greece,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26930,25-29,Man,Taiwan,Bachelor’s degree,Software Engineer,3-5 years,Python,,,,,,,,,,, +26931,25-29,Man,United States of America,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +26932,18-21,Man,South Africa,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Once,5-10 years,0-49 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"60,000-69,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +26933,18-21,Man,Brazil,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26934,18-21,Woman,South Korea,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26935,25-29,Man,Pakistan,Professional degree,Data Analyst,I have never written code,,,,,"1000-9,999 employees",5-9,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,, +26936,22-24,Woman,India,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,,,,,, +26937,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26938,30-34,Man,Greece,Doctoral degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"20,000-24,999",$0 ($USD),,, +26939,30-34,Woman,"Iran, Islamic Republic of...",Master’s degree,Data Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26940,18-21,Man,Poland,,,,,,,,,,,,,,, +26941,40-44,Man,Brazil,Master’s degree,Other,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","125,000-149,999",$100-$999,,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26942,18-21,Man,Other,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26943,22-24,Woman,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,,,,,,,,,, +26944,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26945,25-29,Man,Nigeria,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26946,22-24,Man,India,Bachelor’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26947,25-29,Man,Germany,Doctoral degree,Research Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26948,35-39,Man,Japan,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26949,18-21,Man,United States of America,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26950,50-54,Man,United States of America,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,10-14,I do not know,"90,000-99,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +26951,22-24,Prefer to self-describe,France,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26952,45-49,Man,United States of America,Master’s degree,Data Scientist,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,3-4 years,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"125,000-149,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26953,22-24,Woman,India,Bachelor’s degree,Data Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26954,50-54,Man,Japan,Master’s degree,Data Scientist,3-5 years,Julia,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,3-4 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$100-$999,MySQL ,,"Advanced statistical software (SPSS, SAS, etc.)" +26955,45-49,Man,India,Master’s degree,Product/Project Manager,I have never written code,,,,,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26956,25-29,Woman,India,Bachelor’s degree,Other,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),"2,000-2,999",$0 ($USD),,, +26957,22-24,Man,Pakistan,Bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,3-4,I do not know,,,,, +26958,22-24,Man,Bangladesh,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26959,18-21,Woman,Spain,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +26960,30-34,Woman,Nigeria,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26961,30-34,Woman,India,Master’s degree,Software Engineer,< 1 years,Python,,,,,,,,,,, +26962,35-39,Woman,Saudi Arabia,Doctoral degree,Other,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,No (we do not use ML methods),"2,000-2,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26963,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Machine Learning Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,10-20 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$100,000 or more ($USD)",MySQL ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +26964,25-29,Man,Other,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +26965,25-29,Man,France,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$100-$999,Amazon DynamoDB ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26966,22-24,Man,India,Doctoral degree,Statistician,3-5 years,Python,,,,,,,,,,, +26967,25-29,Woman,Mexico,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,2-5 times,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26968,18-21,Man,Other,Master’s degree,Student,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26971,40-44,Woman,United States of America,Bachelor’s degree,Currently not employed,< 1 years,SQL,None,,,,,,,,,, +26972,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26973,45-49,Woman,India,Bachelor’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26974,22-24,Woman,Mexico,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,,,,,,,,, +26975,35-39,Man,Turkey,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26976,18-21,Woman,China,Master’s degree,Business Analyst,< 1 years,Python,,,,,,,,,,, +26977,18-21,Man,Ukraine,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26978,18-21,Man,India,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26979,30-34,Woman,Malaysia,Master’s degree,,,,,,,,,,,,,, +26980,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +26981,30-34,Man,Indonesia,Master’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"5,000-7,499","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +26982,45-49,Man,Other,Professional degree,Statistician,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,I do not know,"3,000-3,999",$100-$999,,Tableau,"Advanced statistical software (SPSS, SAS, etc.)" +26983,45-49,Man,Brazil,No formal education past high school,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"20,000-24,999","$100,000 or more ($USD)",Microsoft Azure Data Lake Storage ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +26984,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26985,30-34,Man,Australia,Master’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Once,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +26986,50-54,Man,Brazil,Master’s degree,Business Analyst,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,"1000-9,999 employees",5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","30,000-39,999","$10,000-$99,999",,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +26987,45-49,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26988,25-29,Woman,India,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,,,,, +26989,50-54,Man,Other,Master’s degree,Data Scientist,20+ years,Other,Other,Never,20 or more years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$100,000 or more ($USD)",Snowflake ,,"Advanced statistical software (SPSS, SAS, etc.)" +26990,40-44,Woman,Australia,Master’s degree,Other,1-2 years,Python,,,,,,,,,,, +26991,40-44,Woman,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26992,18-21,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +26993,25-29,Man,India,Bachelor’s degree,Currently not employed,< 1 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +26994,18-21,Man,South Korea,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +26995,50-54,Man,United States of America,Professional degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,I do not know,"300,000-500,000","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26996,35-39,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +26997,35-39,Man,Netherlands,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,10-14,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26998,40-44,Man,Germany,Master’s degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,4-5 years,250-999 employees,15-19,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +26999,35-39,Man,Other,Bachelor’s degree,Data Engineer,10-20 years,R,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,250-999 employees,5-9,We use ML methods for generating insights (but do not put working models into production),"70,000-79,999","$10,000-$99,999",MySQL ,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27001,25-29,Man,Malaysia,Bachelor’s degree,Software Engineer,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27002,35-39,Man,Russia,Bachelor’s degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",3-4,I do not know,"10,000-14,999","$10,000-$99,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +27003,50-54,Man,United States of America,No formal education past high school,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"25,000-29,999",$0 ($USD),,Qlik,Other +27004,22-24,Man,France,Master’s degree,Machine Learning Engineer,3-5 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27005,60-69,Man,United States of America,Professional degree,Software Engineer,20+ years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,"1000-9,999 employees",3-4,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Google Cloud BigQuery ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27006,25-29,Man,India,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,20+,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27007,18-21,Man,China,Master’s degree,Currently not employed,3-5 years,,,,,,,,,,,, +27008,18-21,Man,India,Bachelor’s degree,Student,,,,,,,,,,,,, +27009,40-44,Man,Canada,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27010,22-24,Man,United States of America,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999","$1000-$9,999",Microsoft SQL Server ,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27011,25-29,Man,India,Doctoral degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27012,18-21,Prefer not to say,India,Bachelor’s degree,Student,1-2 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27013,30-34,Man,India,Master’s degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"1,000-1,999",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +27014,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27015,25-29,Man,Colombia,Master’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +27016,25-29,Man,India,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27017,18-21,Man,India,Bachelor’s degree,Student,3-5 years,R,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27018,25-29,Woman,India,Doctoral degree,Research Scientist,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,,,, +27019,25-29,Woman,Other,Master’s degree,Student,< 1 years,Python,Other,More than 25 times,I do not use machine learning methods,,,,,,,, +27020,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27021,25-29,Man,India,Master’s degree,Business Analyst,I have never written code,,,,,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27022,25-29,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27023,22-24,Woman,United States of America,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,10-14,I do not know,"40,000-49,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27024,55-59,Man,Netherlands,Master’s degree,Product/Project Manager,20+ years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",0,No (we do not use ML methods),"80,000-89,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27025,30-34,Man,Other,Master’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,Under 1 year,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27026,35-39,Man,India,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"50,000-59,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27027,22-24,Man,France,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,,,,,,,,, +27028,22-24,Man,Bangladesh,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +27029,35-39,Man,Israel,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,C++,A personal computer or laptop,2-5 times,1-2 years,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","150,000-199,999","$1000-$9,999",Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27030,50-54,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Data Engineer,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"60,000-69,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27034,30-34,Man,United States of America,Bachelor’s degree,Other,3-5 years,SQL,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$100,000 or more ($USD)",Google Cloud BigQuery ,Microsoft Power BI,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27035,22-24,Man,Israel,Bachelor’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27036,25-29,Woman,Canada,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,15-19,I do not know,"40,000-49,999",$0 ($USD),,, +27037,35-39,Woman,"Iran, Islamic Republic of...",Master’s degree,Student,< 1 years,,,,,,,,,,,, +27038,30-34,Man,United States of America,Master’s degree,Data Analyst,,,,,,,,,,,,, +27039,18-21,Man,Viet Nam,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +27040,25-29,Man,Poland,Master’s degree,Data Engineer,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","2,000-2,999",,,, +27041,25-29,Man,India,Bachelor’s degree,Data Scientist,5-10 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,5-10 years,50-249 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","30,000-39,999","$10,000-$99,999",Amazon Redshift ,Other,"Local development environments (RStudio, JupyterLab, etc.)" +27042,35-39,Woman,United States of America,Bachelor’s degree,Other,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,I do not know,$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +27043,25-29,Woman,United States of America,Bachelor’s degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Once,2-3 years,50-249 employees,5-9,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$100-$999,Google Cloud SQL ,Google Data Studio,"Local development environments (RStudio, JupyterLab, etc.)" +27044,45-49,Woman,Australia,Doctoral degree,Research Scientist,I have never written code,,,,,,,,,,,, +27045,60-69,Man,Italy,No formal education past high school,Business Analyst,5-10 years,Javascript,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,250-999 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","40,000-49,999","$1000-$9,999",,, +27046,30-34,Man,Italy,Doctoral degree,Data Engineer,1-2 years,Other,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27047,40-44,Man,Other,Doctoral degree,Other,20+ years,Python,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,0,No (we do not use ML methods),"80,000-89,999",$1-$99,Amazon DynamoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27048,25-29,Man,India,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27049,40-44,Man,Germany,Master’s degree,Data Scientist,20+ years,R,A personal computer or laptop,2-5 times,5-10 years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +27050,55-59,Man,Spain,Master’s degree,Other,20+ years,Python,,,,,,,,,,, +27051,25-29,Man,United States of America,Master’s degree,Student,3-5 years,Python,,,,,,,,,,, +27052,22-24,Man,Egypt,Bachelor’s degree,Currently not employed,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,, +27053,18-21,Man,India,Master’s degree,Data Scientist,I have never written code,,,,,0-49 employees,0,I do not know,$0-999,$1-$99,,, +27054,30-34,Man,Australia,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","100,000-124,999","$1000-$9,999",,,"Advanced statistical software (SPSS, SAS, etc.)" +27055,70+,Man,South Africa,Some college/university study without earning a bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","1,000-1,999",$100-$999,Microsoft SQL Server ,Tableau,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27056,30-34,Woman,Saudi Arabia,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27057,25-29,Man,Brazil,Bachelor’s degree,Student,< 1 years,SQL,A personal computer or laptop,,,,,,,,,, +27058,22-24,Man,India,Bachelor’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","7,500-9,999",$100-$999,Google Cloud SQL ,Amazon QuickSight,"Local development environments (RStudio, JupyterLab, etc.)" +27059,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,,,,,,,, +27060,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,No (we do not use ML methods),"3,000-3,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27061,25-29,Man,India,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,0,I do not know,"5,000-7,499",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27062,30-34,Man,Germany,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999","$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +27063,22-24,Man,India,Master’s degree,Research Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27064,30-34,Man,Other,Master’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,"1,000-1,999",$0 ($USD),,, +27065,35-39,Man,Egypt,,,,,,,,,,,,,,, +27067,22-24,Man,United States of America,Master’s degree,Data Analyst,5-10 years,SQL,A personal computer or laptop,Once,1-2 years,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27068,25-29,Man,China,Bachelor’s degree,Currently not employed,< 1 years,Python,,,,,,,,,,, +27069,25-29,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Currently not employed,5-10 years,Python,A personal computer or laptop,Never,2-3 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27070,25-29,Man,Brazil,Bachelor’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,I do not know,"2,000-2,999",$0 ($USD),,, +27071,35-39,Man,Other,Some college/university study without earning a bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,50-249 employees,1-2,We are exploring ML methods (and may one day put a model into production),"40,000-49,999","$1000-$9,999",Amazon Redshift ,Sisense ,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27072,30-34,Man,Russia,Master’s degree,Product/Project Manager,< 1 years,Python,,,,,,,,,,, +27073,22-24,Woman,Russia,Master’s degree,Data Analyst,3-5 years,Python,A personal computer or laptop,Once,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27074,30-34,Woman,Germany,Master’s degree,Data Scientist,3-5 years,Python,,,,,,,,,,, +27075,18-21,Man,Brazil,Some college/university study without earning a bachelor’s degree,Student,5-10 years,Julia,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27076,25-29,Man,South Korea,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +27077,22-24,Man,Nigeria,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27078,50-54,Man,Japan,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,2-5 times,2-3 years,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","70,000-79,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27079,22-24,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27080,30-34,Man,Nigeria,Master’s degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27081,35-39,Man,Germany,Master’s degree,Data Scientist,10-20 years,Python,,,,,,,,,,, +27082,30-34,Man,Germany,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Java,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27083,18-21,Man,Taiwan,Master’s degree,Student,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27084,25-29,Woman,India,Bachelor’s degree,Software Engineer,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27085,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,1-2 years,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,, +27086,30-34,Man,Poland,Doctoral degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,3-4 years,50-249 employees,10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","40,000-49,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27087,30-34,Man,Other,Bachelor’s degree,Product/Project Manager,10-20 years,Java,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,"10,000 or more employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999",,,, +27088,25-29,Woman,Canada,Doctoral degree,Research Scientist,< 1 years,Python,A personal computer or laptop,,,,,,,,,, +27089,18-21,Woman,India,Bachelor’s degree,Data Scientist,I have never written code,,,,,"1000-9,999 employees",3-4,I do not know,$0-999,$0 ($USD),,, +27090,22-24,Man,Egypt,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27091,25-29,Man,Singapore,Bachelor’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27092,30-34,Man,South Africa,Master’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +27093,40-44,Man,Pakistan,Master’s degree,Currently not employed,< 1 years,R,,,,,,,,,,, +27094,30-34,Man,United States of America,Master’s degree,Research Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,4-5 years,0-49 employees,3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",Amazon DynamoDB ,, +27095,18-21,Man,Italy,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27096,40-44,Man,Russia,Doctoral degree,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","5,000-7,499","$100,000 or more ($USD)",PostgresSQL ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27097,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27098,25-29,Man,Republic of Korea,Doctoral degree,Data Scientist,3-5 years,SQL,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",6-25 times,3-4 years,0-49 employees,15-19,We are exploring ML methods (and may one day put a model into production),"15,000-19,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27162,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27099,40-44,Man,China,Professional degree,Product/Project Manager,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$1000-$9,999",MongoDB ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27100,25-29,Man,Australia,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,2-5 times,4-5 years,"1000-9,999 employees",20+,I do not know,"40,000-49,999",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +27101,45-49,Man,United States of America,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","200,000-249,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27102,30-34,Man,Russia,Master’s degree,Machine Learning Engineer,10-20 years,Python,,,,,,,,,,, +27103,22-24,Man,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,,,,,,, +27104,22-24,Man,Russia,Bachelor’s degree,Currently not employed,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27105,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,,,,,,,,,,, +27106,30-34,Man,United States of America,Master’s degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$100,000 or more ($USD)",,, +27107,25-29,Man,India,Master’s degree,Data Analyst,< 1 years,Python,,,,,,,,,,, +27108,55-59,Man,Portugal,Bachelor’s degree,Business Analyst,20+ years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27109,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27110,18-21,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27111,35-39,Woman,Canada,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,5-9,No (we do not use ML methods),"40,000-49,999",$0 ($USD),,,Other +27112,25-29,Man,Nigeria,Bachelor’s degree,Student,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27113,25-29,Prefer not to say,Turkey,Bachelor’s degree,Data Scientist,,,,,,,,,,,,, +27114,60-69,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,20 or more years,0-49 employees,20+,I do not know,"80,000-89,999","$100,000 or more ($USD)",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27115,25-29,Man,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,1-2 years,,,,,,,, +27116,35-39,Woman,India,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,No (we do not use ML methods),$0-999,$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27117,50-54,Man,Mexico,Master’s degree,Data Scientist,5-10 years,Python,A personal computer or laptop,Never,4-5 years,250-999 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","10,000-14,999","$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27118,40-44,Woman,United States of America,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,Never,5-10 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),,,,, +27119,25-29,Man,Other,Master’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27120,25-29,Man,India,Master’s degree,Currently not employed,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27121,35-39,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,50-249 employees,15-19,We use ML methods for generating insights (but do not put working models into production),"40,000-49,999","$1000-$9,999",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27122,40-44,Man,Other,Master’s degree,Other,20+ years,R,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27123,35-39,Man,United States of America,Bachelor’s degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,"1000-9,999 employees",3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","100,000-124,999","$1000-$9,999",Amazon DynamoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +27124,45-49,Man,Japan,,,,,,,,,,,,,,, +27125,30-34,Man,United States of America,Some college/university study without earning a bachelor’s degree,Other,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,50-249 employees,1-2,No (we do not use ML methods),"125,000-149,999","$1000-$9,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27126,25-29,Man,Other,Professional degree,Data Engineer,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",20+,,,,,, +27127,30-34,Man,Netherlands,Master’s degree,Other,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,10-20 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","200,000-249,999","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +27128,30-34,Woman,France,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,3-4,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +27129,25-29,Woman,Brazil,Doctoral degree,Currently not employed,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,Other +27130,25-29,Woman,Thailand,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,, +27131,25-29,Prefer not to say,Taiwan,Doctoral degree,Software Engineer,5-10 years,C,A personal computer or laptop,2-5 times,Under 1 year,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27132,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27133,25-29,Man,Ukraine,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,,Other +27134,25-29,Man,India,Bachelor’s degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,I do not use machine learning methods,"1000-9,999 employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27135,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27136,18-21,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,250-999 employees,1-2,We use ML methods for generating insights (but do not put working models into production),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27137,35-39,Woman,Malaysia,Master’s degree,Data Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,, +27138,22-24,Woman,Other,Master’s degree,Student,I have never written code,,,,,,,,,,,,Other +27139,18-21,Man,Russia,I prefer not to answer,Student,,,,,,,,,,,,, +27140,18-21,Man,India,Bachelor’s degree,,,,,,,,,,,,,, +27141,25-29,Man,Other,Bachelor’s degree,Currently not employed,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,1-2 years,,,,,,,, +27142,55-59,Woman,United States of America,Doctoral degree,Other,10-20 years,,,,,,,,,,,, +27143,18-21,Woman,India,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,1-2 years,,,,,,,, +27144,40-44,Man,Pakistan,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Once,Under 1 year,50-249 employees,1-2,No (we do not use ML methods),"7,500-9,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27145,35-39,Man,United Kingdom of Great Britain and Northern Ireland,Bachelor’s degree,Business Analyst,10-20 years,Python,A personal computer or laptop,2-5 times,10-20 years,,,,,,,, +27146,45-49,Man,Philippines,Doctoral degree,Software Engineer,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,250-999 employees,1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27147,18-21,Man,India,Master’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27148,40-44,Man,Nigeria,Master’s degree,Business Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"7,500-9,999",$100-$999,,Tableau,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27149,18-21,Man,Japan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27150,35-39,Man,Japan,Some college/university study without earning a bachelor’s degree,Software Engineer,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,1-2 years,50-249 employees,3-4,We are exploring ML methods (and may one day put a model into production),"70,000-79,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +27151,22-24,Man,India,Bachelor’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,,,,,,,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27152,35-39,Man,Other,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,I have never written code,,,,,0-49 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999",$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27153,35-39,Prefer not to say,Spain,I prefer not to answer,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27154,60-69,Man,Other,Doctoral degree,Research Scientist,20+ years,Python,A personal computer or laptop,2-5 times,20 or more years,"1000-9,999 employees",5-9,We use ML methods for generating insights (but do not put working models into production),"80,000-89,999","$1000-$9,999",MongoDB ,,"Local development environments (RStudio, JupyterLab, etc.)" +27155,35-39,Man,Italy,Master’s degree,Product/Project Manager,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"100,000-124,999","$1000-$9,999",Google Cloud BigQuery ,Microsoft Power BI,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27156,18-21,Man,Ukraine,,,,,,,,,,,,,,, +27157,25-29,Man,Other,Master’s degree,Data Scientist,3-5 years,R,A personal computer or laptop,Never,3-4 years,250-999 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","20,000-24,999",$100-$999,,,"Local development environments (RStudio, JupyterLab, etc.)" +27158,18-21,Man,Pakistan,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27159,35-39,Man,India,Doctoral degree,Other,I have never written code,,,,,50-249 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27160,25-29,Man,Taiwan,Master’s degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,1-2 years,50-249 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27161,25-29,Man,Turkey,Master’s degree,Business Analyst,1-2 years,SQL,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",15-19,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999",$0 ($USD),,, +27163,25-29,Man,Nigeria,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27164,25-29,Man,Other,Doctoral degree,Research Scientist,3-5 years,Python,A personal computer or laptop,Never,2-3 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,"$1000-$9,999",MySQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27165,18-21,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,Once,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27166,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +27167,30-34,Man,Brazil,Master’s degree,,,,,,,,,,,,,, +27168,35-39,Woman,United States of America,Master’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,250-999 employees,5-9,We are exploring ML methods (and may one day put a model into production),"80,000-89,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27169,50-54,Man,Philippines,Bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27170,30-34,Man,India,Bachelor’s degree,Product/Project Manager,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,Other +27171,18-21,Woman,India,Bachelor’s degree,Student,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,, +27172,22-24,Woman,Canada,Bachelor’s degree,Data Analyst,< 1 years,Java,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"25,000-29,999",$1-$99,SQLite ,, +27173,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +27174,30-34,Man,Australia,Doctoral degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,2-3 years,"1000-9,999 employees",15-19,"We recently started using ML methods (i.e., models in production for less than 2 years)","80,000-89,999",$100-$999,Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +27175,30-34,Man,Russia,Master’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"4,000-4,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27176,18-21,Woman,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,,,,,,,,,,, +27177,18-21,Man,India,Bachelor’s degree,Student,1-2 years,None,None,Never,I do not use machine learning methods,,,,,,,, +27178,25-29,Man,India,Master’s degree,Student,3-5 years,Python,Other,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27179,35-39,Man,India,Doctoral degree,Business Analyst,10-20 years,SQL,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,4-5 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"30,000-39,999",$100-$999,Microsoft SQL Server ,Alteryx ,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27180,18-21,Man,Pakistan,Bachelor’s degree,Student,,,,,,,,,,,,, +27181,55-59,Man,United States of America,Doctoral degree,Data Scientist,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,3-4 years,0-49 employees,20+,No (we do not use ML methods),"300,000-500,000","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27182,22-24,Man,Nigeria,Master’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27183,30-34,Man,Italy,Doctoral degree,Business Analyst,I have never written code,,,,,"1000-9,999 employees",20+,We use ML methods for generating insights (but do not put working models into production),"100,000-124,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27184,25-29,Man,Italy,Master’s degree,Software Engineer,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$100-$999,PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27185,18-21,Man,India,I prefer not to answer,Student,,,,,,,,,,,,, +27186,30-34,Man,Russia,No formal education past high school,Business Analyst,3-5 years,Python,A personal computer or laptop,Never,2-3 years,"10,000 or more employees",1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","1,000-1,999","$1000-$9,999",SQLite ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +27187,50-54,Woman,United States of America,Master’s degree,Software Engineer,20+ years,Python,A personal computer or laptop,Never,20 or more years,50-249 employees,5-9,"We have well established ML methods (i.e., models in production for more than 2 years)","150,000-199,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +27188,18-21,Man,Other,Bachelor’s degree,Data Scientist,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,3-4,I do not know,"5,000-7,499",$100-$999,,,"Advanced statistical software (SPSS, SAS, etc.)" +27189,45-49,Man,India,Master’s degree,Business Analyst,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,5-10 years,"10,000 or more employees",15-19,We are exploring ML methods (and may one day put a model into production),"30,000-39,999",$100-$999,PostgresSQL ,Google Data Studio,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27190,25-29,Man,Russia,Master’s degree,Machine Learning Engineer,10-20 years,Python,A personal computer or laptop,Never,4-5 years,50-249 employees,1-2,"We have well established ML methods (i.e., models in production for more than 2 years)","80,000-89,999","$10,000-$99,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +27191,22-24,Woman,India,Bachelor’s degree,Currently not employed,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27192,55-59,Man,Australia,Professional degree,Research Scientist,,,,,,,,,,,,, +27193,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27194,22-24,Man,Other,Bachelor’s degree,Student,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27196,25-29,Woman,India,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,Never,1-2 years,50-249 employees,1-2,We use ML methods for generating insights (but do not put working models into production),"20,000-24,999",$0 ($USD),,, +27197,22-24,Man,India,Bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27198,35-39,Man,India,Master’s degree,Data Analyst,10-20 years,SQL,A personal computer or laptop,2-5 times,2-3 years,"10,000 or more employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +27199,30-34,Man,South Korea,Bachelor’s degree,Data Analyst,1-2 years,Python,A personal computer or laptop,Never,1-2 years,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"50,000-59,999","$1000-$9,999",,SAP Analytics Cloud , +27200,35-39,Woman,Australia,Master’s degree,Business Analyst,1-2 years,Python,A personal computer or laptop,Once,,,,,,,,, +27201,22-24,Woman,Morocco,Professional degree,Data Scientist,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +27202,25-29,Man,Other,Master’s degree,Software Engineer,5-10 years,R,A personal computer or laptop,Once,Under 1 year,0-49 employees,0,No (we do not use ML methods),"60,000-69,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +27203,30-34,Woman,Kenya,Master’s degree,Other,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,3-4,No (we do not use ML methods),"10,000-14,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27204,40-44,Man,India,Bachelor’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,6-25 times,5-10 years,250-999 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","50,000-59,999","$10,000-$99,999",Amazon Redshift ,,"Local development environments (RStudio, JupyterLab, etc.)" +27205,50-54,Man,United States of America,Master’s degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27206,25-29,Man,Morocco,Doctoral degree,Student,< 1 years,C,A personal computer or laptop,Never,Under 1 year,,,,,,,, +27207,40-44,Man,Argentina,Professional degree,Other,I have never written code,,,,,"10,000 or more employees",0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27208,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27209,30-34,Man,Colombia,Professional degree,Software Engineer,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,"1000-9,999 employees",1-2,I do not know,"15,000-19,999",$1-$99,Microsoft SQL Server ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27210,25-29,Man,India,Doctoral degree,Statistician,1-2 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,No (we do not use ML methods),$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27211,55-59,Man,Brazil,Professional degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",3-4,No (we do not use ML methods),"15,000-19,999",$1-$99,MySQL ,Qlik,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27212,18-21,Man,India,Some college/university study without earning a bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,,,,,,,,,, +27213,30-34,Man,Russia,Master’s degree,Data Analyst,I have never written code,,,,,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,, +27214,22-24,Woman,Ireland,Some college/university study without earning a bachelor’s degree,Software Engineer,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"10,000 or more employees",20+,We use ML methods for generating insights (but do not put working models into production),"25,000-29,999","$10,000-$99,999",Microsoft SQL Server ,Microsoft Power BI,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27215,30-34,Man,India,Bachelor’s degree,Data Scientist,5-10 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,3-4 years,"1000-9,999 employees",1-2,"We recently started using ML methods (i.e., models in production for less than 2 years)","15,000-19,999","$1000-$9,999",,,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27216,25-29,Man,India,Doctoral degree,Machine Learning Engineer,3-5 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,50-249 employees,10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)",,,,, +27217,40-44,Man,Brazil,Master’s degree,Research Scientist,10-20 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",2-5 times,10-20 years,"10,000 or more employees",3-4,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999","$100,000 or more ($USD)",PostgresSQL ,,"Local development environments (RStudio, JupyterLab, etc.)" +27218,30-34,Man,China,Professional degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Once,Under 1 year,0-49 employees,3-4,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27219,30-34,Man,Other,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Once,1-2 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","3,000-3,999","$100,000 or more ($USD)",Oracle Database ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +27220,30-34,Man,India,Bachelor’s degree,Data Scientist,10-20 years,SQL,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","25,000-29,999",$1-$99,Google Cloud BigQuery ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +27221,25-29,Man,Republic of Korea,Doctoral degree,Machine Learning Engineer,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,5-9,We are exploring ML methods (and may one day put a model into production),"30,000-39,999","$1000-$9,999",MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27222,18-21,Man,India,Bachelor’s degree,Software Engineer,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,, +27223,45-49,Man,India,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,50-249 employees,0,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,, +27224,45-49,Man,Russia,Master’s degree,Data Scientist,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Once,2-3 years,"1000-9,999 employees",10-14,"We recently started using ML methods (i.e., models in production for less than 2 years)","25,000-29,999","$10,000-$99,999",,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27225,45-49,Man,United States of America,Some college/university study without earning a bachelor’s degree,Currently not employed,I have never written code,,,,,,,,,,,,Other +27226,25-29,Man,India,Master’s degree,Student,1-2 years,Python,,,,,,,,,,, +27227,35-39,Man,Poland,Master’s degree,Data Analyst,5-10 years,R,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","20,000-24,999","$10,000-$99,999",Oracle Database ,,"Advanced statistical software (SPSS, SAS, etc.)" +27228,22-24,Man,Ghana,Bachelor’s degree,Student,,,,,,,,,,,,, +27229,22-24,Woman,Romania,Master’s degree,Other,3-5 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27230,22-24,Man,India,Bachelor’s degree,Other,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,0-49 employees,0,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27231,18-21,Man,India,Bachelor’s degree,Business Analyst,< 1 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,,,,,,,, +27232,45-49,Man,United States of America,Bachelor’s degree,Software Engineer,20+ years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,4-5 years,0-49 employees,3-4,We use ML methods for generating insights (but do not put working models into production),"150,000-199,999","$1000-$9,999",Amazon Athena ,Amazon QuickSight,"Cloud-based data software & APIs (AWS, GCP, Azure, etc.)" +27233,30-34,Man,Ukraine,Master’s degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,1-2 years,"1000-9,999 employees",20+,I do not know,"30,000-39,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27234,30-34,Man,Colombia,Doctoral degree,Software Engineer,5-10 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"10,000-14,999",$0 ($USD),,,"Business intelligence software (Salesforce, Tableau, Spotfire, etc.)" +27235,30-34,Man,Peru,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,No (we do not use ML methods),"1,000-1,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27236,30-34,Man,Italy,Doctoral degree,Data Scientist,10-20 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,5-10 years,"1000-9,999 employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)","60,000-69,999",$0 ($USD),,,Other +27237,35-39,Man,Netherlands,Master’s degree,Data Scientist,10-20 years,Python,A personal computer or laptop,Never,4-5 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$10,000-$99,999",,, +27238,45-49,Man,United States of America,Doctoral degree,Software Engineer,20+ years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",More than 25 times,5-10 years,"10,000 or more employees",20+,"We have well established ML methods (i.e., models in production for more than 2 years)","> $500,000","$100,000 or more ($USD)",,,"Local development environments (RStudio, JupyterLab, etc.)" +27239,22-24,Woman,India,Master’s degree,Software Engineer,< 1 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,50-249 employees,5-9,"We recently started using ML methods (i.e., models in production for less than 2 years)","5,000-7,499","$1000-$9,999",PostgresSQL ,Tableau,"Local development environments (RStudio, JupyterLab, etc.)" +27240,25-29,Man,Other,Master’s degree,Business Analyst,5-10 years,Python,A personal computer or laptop,Never,2-3 years,0-49 employees,1-2,We are exploring ML methods (and may one day put a model into production),"2,000-2,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27241,40-44,Man,Other,Professional degree,Other,3-5 years,Python,A personal computer or laptop,Never,1-2 years,0-49 employees,0,No (we do not use ML methods),"5,000-7,499",$1-$99,,,"Local development environments (RStudio, JupyterLab, etc.)" +27242,40-44,Man,United Kingdom of Great Britain and Northern Ireland,Doctoral degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,5-10 years,250-999 employees,20+,"We have well established ML methods (i.e., models in production for more than 2 years)","125,000-149,999","$100,000 or more ($USD)",Google Cloud BigQuery ,,"Local development environments (RStudio, JupyterLab, etc.)" +27243,18-21,Man,Nigeria,Bachelor’s degree,Data Analyst,1-2 years,SQL,A personal computer or laptop,Never,Under 1 year,0-49 employees,0,I do not know,$0-999,$100-$999,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27244,18-21,Man,India,Bachelor’s degree,Student,1-2 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +27245,30-34,Woman,Turkey,Bachelor’s degree,Other,1-2 years,Python,A personal computer or laptop,Never,Under 1 year,"1000-9,999 employees",0,I do not know,"15,000-19,999",$1-$99,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27246,18-21,Woman,India,Bachelor’s degree,Student,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Never,Under 1 year,,,,,,,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27247,45-49,Man,Nigeria,Master’s degree,Machine Learning Engineer,1-2 years,Python,A personal computer or laptop,2-5 times,1-2 years,0-49 employees,1-2,No (we do not use ML methods),"1,000-1,999",$100-$999,SQLite ,Microsoft Power BI,"Advanced statistical software (SPSS, SAS, etc.)" +27248,18-21,Prefer not to say,China,Bachelor’s degree,Student,1-2 years,Python,"A deep learning workstation (NVIDIA GTX, LambdaLabs, etc)",Never,Under 1 year,,,,,,,, +27249,60-69,Man,Italy,Some college/university study without earning a bachelor’s degree,Machine Learning Engineer,20+ years,Python,A personal computer or laptop,6-25 times,2-3 years,"10,000 or more employees",0,"We have well established ML methods (i.e., models in production for more than 2 years)","60,000-69,999",$100-$999,MySQL ,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27250,22-24,Man,Indonesia,Bachelor’s degree,Data Scientist,1-2 years,MATLAB,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",2-5 times,1-2 years,"1000-9,999 employees",10-14,"We have well established ML methods (i.e., models in production for more than 2 years)","10,000-14,999","$1000-$9,999",Microsoft SQL Server ,,"Local development environments (RStudio, JupyterLab, etc.)" +27251,25-29,Prefer not to say,Germany,Doctoral degree,Research Scientist,10-20 years,Python,A personal computer or laptop,Never,1-2 years,250-999 employees,20+,No (we do not use ML methods),$0-999,"$1000-$9,999",,,"Local development environments (RStudio, JupyterLab, etc.)" +27252,18-21,Woman,United States of America,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,,,,,,,, +27253,50-54,Man,Brazil,Some college/university study without earning a bachelor’s degree,Currently not employed,20+ years,SQL,A personal computer or laptop,Never,Under 1 year,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27254,25-29,Man,Brazil,Master’s degree,Research Scientist,5-10 years,Python,A personal computer or laptop,Never,3-4 years,"10,000 or more employees",10-14,I do not know,"7,500-9,999",$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27255,18-21,Man,India,Bachelor’s degree,Student,3-5 years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,, +27256,35-39,Man,Malaysia,I prefer not to answer,Machine Learning Engineer,1-2 years,C++,A personal computer or laptop,Never,1-2 years,0-49 employees,5-9,I do not know,"2,000-2,999",$0 ($USD),,,"Basic statistical software (Microsoft Excel, Google Sheets, etc.)" +27257,22-24,Man,United States of America,Master’s degree,Student,1-2 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",6-25 times,1-2 years,,,,,,,, +27258,22-24,Woman,Russia,Master’s degree,Currently not employed,3-5 years,Python,,,,,,,,,,, +27259,25-29,Man,India,Master’s degree,Student,3-5 years,Python,A personal computer or laptop,2-5 times,I do not use machine learning methods,,,,,,,,Other +27260,30-34,Man,Russia,Master’s degree,Data Analyst,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,,,,,,, +27261,35-39,Man,Thailand,Bachelor’s degree,Other,10-20 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,250-999 employees,0,No (we do not use ML methods),"15,000-19,999",$0 ($USD),Microsoft SQL Server ,Microsoft Power BI,"Local development environments (RStudio, JupyterLab, etc.)" +27262,18-21,Man,India,Master’s degree,,,,,,,,,,,,,, +27263,18-21,Man,Turkey,Some college/university study without earning a bachelor’s degree,,,,,,,,,,,,,, +27264,55-59,Woman,United Kingdom of Great Britain and Northern Ireland,Master’s degree,Currently not employed,20+ years,Python,A personal computer or laptop,Never,1-2 years,,,,,,,,"Local development environments (RStudio, JupyterLab, etc.)" +27265,30-34,Man,Brazil,Master’s degree,Research Scientist,< 1 years,Python,A personal computer or laptop,Never,I do not use machine learning methods,0-49 employees,0,We are exploring ML methods (and may one day put a model into production),$0-999,$0 ($USD),,, +27266,22-24,Man,India,Bachelor’s degree,Software Engineer,3-5 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",More than 25 times,1-2 years,"10,000 or more employees",20+,"We recently started using ML methods (i.e., models in production for less than 2 years)",$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)" +27267,22-24,Man,Pakistan,Master’s degree,Machine Learning Engineer,< 1 years,Python,"A cloud computing platform (AWS, Azure, GCP, hosted notebooks, etc)",Once,Under 1 year,0-49 employees,0,I do not know,$0-999,$0 ($USD),,,"Local development environments (RStudio, JupyterLab, etc.)"