Kaggle Survey From 2017 To 2022
collection of consecutive 5 years of survey data by kaggle
@kaggle.shievam_kaggle_survey_from_2017_to_2022
Multiplechoiceresponses
@kaggle.shievam_kaggle_survey_from_2017_to_2022.multiplechoiceresponses
- 2.16 MB
- 23860 rows
- 395 columns
- Only the first 100 columns are shown
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| Duration (in seconds) | What is your gender? - Selected Choice | What is your gender? - Prefer to self-describe - Text | What is your age (# years)? | In which country do you currently reside? | What is the highest level of formal education that you have attained or plan to attain within the next 2 years? | Which best describes your undergraduate major? - Selected Choice | Select the title most similar to your current role (or most recent title if retired): - Selected Choice | Select the title most similar to your current role (or most recent title if retired): - Other - Text | In what industry is your current employer/contract (or your most recent employer if retired)? - Selected Choice | In what industry is your current employer/contract (or your most recent employer if retired)? - Other - Text | How many years of experience do you have in your current role? | What is your current yearly compensation (approximate $USD)? | Does your current employer incorporate machine learning methods into their business? | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - Analyze and understand data to influence product or business decisions | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - Build and/or run a machine learning service that operationally improves my product or workflows | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - Build and/or run the data infrastructure that my business uses for storing, analyzing, and operationalizing data | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - Build prototypes to explore applying machine learning to new areas | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - Do research that advances the state of the art of machine learning | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - None of these activities are an important part of my role at work | Select any activities that make up an important part of your role at work: (Select all that apply) - Selected Choice - Other | Select any activities that make up an important part of your role at work: (Select all that apply) - Other - Text | What is the primary tool that you use at work or school to analyze data? (include text response) - Selected Choice | What is the primary tool that you use at work or school to analyze data? (include text response) - Basic statistical software (Microsoft Excel, Google Sheets, etc.) - Text | What is the primary tool that you use at work or school to analyze data? (include text response) - Advanced statistical software (SPSS, SAS, etc.) - Text | What is the primary tool that you use at work or school to analyze data? (include text response) - Business intelligence software (Salesforce, Tableau, Spotfire, etc.) - Text | What is the primary tool that you use at work or school to analyze data? (include text response) - Local or hosted development environments (RStudio, JupyterLab, etc.) - Text | What is the primary tool that you use at work or school to analyze data? (include text response) - Cloud-based data software & APIs (AWS, GCP, Azure, etc.) - Text | What is the primary tool that you use at work or school to analyze data? (include text response) - Other - Text | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Jupyter/IPython | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - RStudio | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - PyCharm | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Visual Studio Code | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - nteract | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Atom | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - MATLAB | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Visual Studio | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Notepad++ | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Sublime Text | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Vim | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - IntelliJ | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Spyder | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - None | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Other | Which of the following integrated development environments (IDE's) have you used at work or school in the last 5 years? (Select all that apply) - Other - Text | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Kaggle Kernels | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Google Colab | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Azure Notebook | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Domino Datalab | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Google Cloud Datalab | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Paperspace | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Floydhub | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Crestle | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - JupyterHub/Binder | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - None | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Other | Which of the following hosted notebooks have you used at work or school in the last 5 years? (Select all that apply) - Other - Text | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Google Cloud Platform (GCP) | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Amazon Web Services (AWS) | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Microsoft Azure | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - IBM Cloud | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Alibaba Cloud | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - I have not used any cloud providers | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Selected Choice - Other | Which of the following cloud computing services have you used at work or school in the last 5 years? (Select all that apply) - Other - Text | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Python | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - R | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - SQL | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Bash | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Java | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Javascript/Typescript | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Visual Basic/VBA | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - C/C++ | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - MATLAB | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Scala | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Julia | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Go | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - C#/.NET | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - PHP | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Ruby | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - SAS/STATA | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - None | What programming languages do you use on a regular basis? (Select all that apply) - Selected Choice - Other | What programming languages do you use on a regular basis? (Select all that apply) - Other - Text | What specific programming language do you use most often? - Selected Choice | What specific programming language do you use most often? - Other - Text | What programming language would you recommend an aspiring data scientist to learn first? - Selected Choice | What programming language would you recommend an aspiring data scientist to learn first? - Other - Text | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Scikit-Learn | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - TensorFlow | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Keras | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - PyTorch | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Spark MLlib | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - H20 | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Fastai | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Mxnet | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Caret | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Xgboost | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - mlr | What machine learning frameworks have you used in the past 5 years? (Select all that apply) - Selected Choice - Prophet | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 710 | Female | -1 | 45-49 | United States of America | Doctoral degree | Other | Consultant | -1 | Other | 0 | nan | nan | I do not know | Analyze and understand data to influence product or business decisions | Build and/or run a machine learning service that operationally improves my product or workflows | Build and/or run the data infrastructure that my business uses for storing, analyzing, and operationalizing data | nan | Do research that advances the state of the art of machine learning | nan | nan | -1 | Cloud-based data software & APIs (AWS, GCP, Azure, etc.) | -1 | -1 | -1 | -1 | 0 | -1 | Jupyter/IPython | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | Microsoft Azure | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | -1 | Python | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 434 | Male | -1 | 30-34 | Indonesia | Bachelor’s degree | Engineering (non-computer focused) | Other | 0 | Manufacturing/Fabrication | -1 | 5-10 | 10-20,000 | No (we do not use ML methods) | nan | nan | nan | nan | nan | None of these activities are an important part of my role at work | nan | -1 | Basic statistical software (Microsoft Excel, Google Sheets, etc.) | 1 | -1 | -1 | -1 | -1 | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | I have not used any cloud providers | nan | -1 | nan | nan | SQL | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | -1 | Python | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 718 | Female | -1 | 30-34 | United States of America | Master’s degree | Computer science (software engineering, etc.) | Data Scientist | -1 | I am a student | -1 | 0-1 | 0-10,000 | I do not know | Analyze and understand data to influence product or business decisions | nan | nan | nan | nan | nan | nan | -1 | Local or hosted development environments (RStudio, JupyterLab, etc.) | -1 | -1 | -1 | 0 | -1 | -1 | nan | nan | nan | nan | nan | nan | MATLAB | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | I have not used any cloud providers | nan | -1 | nan | R | nan | nan | Java | nan | nan | nan | MATLAB | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | Java | -1 | Python | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 621 | Male | -1 | 35-39 | United States of America | Master’s degree | Social sciences (anthropology, psychology, sociology, etc.) | Not employed | -1 | nan | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | Local or hosted development environments (RStudio, JupyterLab, etc.) | -1 | -1 | -1 | 1 | -1 | -1 | Jupyter/IPython | RStudio | PyCharm | nan | nan | nan | nan | Visual Studio | nan | nan | Vim | nan | nan | nan | nan | -1 | Kaggle Kernels | Google Colab | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | Google Cloud Platform (GCP) | Amazon Web Services (AWS) | nan | nan | nan | nan | nan | -1 | Python | R | SQL | Bash | nan | Javascript/Typescript | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | Python | -1 | SQL | -1 | Scikit-Learn | TensorFlow | Keras | nan | Spark MLlib | nan | nan | nan | nan | Xgboost | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 731 | Male | -1 | 22-24 | India | Master’s degree | Mathematics or statistics | Data Analyst | -1 | I am a student | -1 | 0-1 | 0-10,000 | I do not know | nan | nan | nan | nan | nan | nan | Other | -1 | Advanced statistical software (SPSS, SAS, etc.) | -1 | 1 | -1 | -1 | -1 | -1 | nan | RStudio | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | Azure Notebook | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | Microsoft Azure | nan | nan | nan | nan | -1 | nan | nan | SQL | nan | Java | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | SQL | -1 | R | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | Prophet | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 1142 | Male | -1 | 25-29 | Colombia | Bachelor’s degree | Physics or astronomy | Data Scientist | -1 | Computers/Technology | -1 | 0-1 | I do not wish to disclose my approximate yearly compensation | We are exploring ML methods (and may one day put a model into production) | Analyze and understand data to influence product or business decisions | nan | nan | Build prototypes to explore applying machine learning to new areas | Do research that advances the state of the art of machine learning | nan | nan | -1 | Local or hosted development environments (RStudio, JupyterLab, etc.) | -1 | -1 | -1 | 2 | -1 | -1 | Jupyter/IPython | nan | nan | nan | nan | Atom | nan | nan | nan | nan | Vim | nan | nan | nan | nan | -1 | Kaggle Kernels | Google Colab | nan | nan | nan | nan | nan | nan | JupyterHub/Binder | nan | nan | -1 | Google Cloud Platform (GCP) | Amazon Web Services (AWS) | nan | IBM Cloud | nan | nan | nan | -1 | Python | nan | nan | Bash | nan | Javascript/Typescript | nan | C/C++ | nan | nan | nan | Go | nan | nan | nan | nan | nan | nan | -1 | Javascript/Typescript | -1 | Python | -1 | Scikit-Learn | TensorFlow | Keras | nan | nan | nan | nan | Mxnet | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 959 | Male | -1 | 35-39 | Chile | Doctoral degree | Information technology, networking, or system administration | Other | 1 | Academics/Education | -1 | 10-15 | 10-20,000 | No (we do not use ML methods) | nan | nan | nan | nan | nan | None of these activities are an important part of my role at work | nan | -1 | Basic statistical software (Microsoft Excel, Google Sheets, etc.) | 2 | -1 | -1 | -1 | -1 | -1 | nan | RStudio | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | Google Colab | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | Google Cloud Platform (GCP) | nan | nan | nan | nan | nan | nan | -1 | nan | R | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | -1 | R | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 1758 | Male | -1 | 18-21 | India | Master’s degree | Information technology, networking, or system administration | Other | 2 | Other | 1 | 0-1 | 0-10,000 | We recently started using ML methods (i.e., models in production for less than 2 years) | nan | Build and/or run a machine learning service that operationally improves my product or workflows | nan | nan | nan | nan | nan | -1 | Local or hosted development environments (RStudio, JupyterLab, etc.) | -1 | -1 | -1 | 3 | -1 | -1 | Jupyter/IPython | nan | PyCharm | nan | nan | Atom | nan | Visual Studio | Notepad++ | Sublime Text | nan | IntelliJ | Spyder | nan | nan | -1 | nan | Google Colab | nan | nan | nan | nan | nan | nan | JupyterHub/Binder | nan | nan | -1 | nan | nan | Microsoft Azure | nan | nan | nan | nan | -1 | Python | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | -1 | Python | -1 | Scikit-Learn | nan | Keras | nan | nan | nan | nan | nan | nan | nan | nan | nan | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| 641 | Male | -1 | 25-29 | Turkey | Master’s degree | Engineering (non-computer focused) | Not employed | -1 | nan | -1 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | Other | -1 | -1 | -1 | -1 | -1 | 0 | Jupyter/IPython | nan | nan | nan | nan | nan | MATLAB | Visual Studio | nan | nan | nan | nan | Spyder | nan | nan | -1 | Kaggle Kernels | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | -1 | nan | nan | nan | nan | nan | I have not used any cloud providers | nan | -1 | Python | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | C#/.NET | nan | nan | nan | nan | nan | -1 | Python | -1 | Other | 0 | Scikit-Learn | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
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