| 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) - Other - Text | 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 | 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) - 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) - Other - Text | 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? - Other - Text | 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) - Other - Text | What is your gender? - Prefer to self-describe - Text | Of the choices that you selected in the previous question, which ML library have you used the most? - Other - Text | What data visualization libraries or tools have you used in the past 5 years? (Select all that apply) - Other - Text | Of the choices that you selected in the previous question, which specific data visualization library or tool have you used the most? - Other - Text | Which of the following cloud computing products have you used at work or school in the last 5 years (Select all that apply)? - Other - Text | Which of the following machine learning products have you used at work or school in the last 5 years? (Select all that apply) - Other - Text | Which of the following relational database products have you used at work or school in the last 5 years? (Select all that apply) - Other - Text | Which of the following big data and analytics products have you used at work or school in the last 5 years? (Select all that apply) - Other - Text | Which types of data do you currently interact with most often at work or school? (Select all that apply) - Other Data - Text | What is the type of data that you currently interact with most often at work or school? - Other Data - Text | Where do you find public datasets? (Select all that apply) - Other - Text | During a typical data science project at work or school, approximately what proportion of your time is devoted to the following? (Answers must add up to 100%) - Other | What percentage of your current machine learning/data science training falls under each category? (Answers must add up to 100%) - Other - Text | On which online platforms have you begun or completed data science courses? (Select all that apply) - Other - Text | On which online platform have you spent the most amount of time? - Other - Text | Who/what are your favorite media sources that report on data science topics? (Select all that apply) - Other - Text | What metrics do you or your organization use to determine whether or not your models were successful? (Select all that apply) - Other - Text | What tools and methods do you use to make your work easy to reproduce? (Select all that apply) - Other - Text | What barriers prevent you from making your work even easier to reuse and reproduce? (Select all that apply) - Other - Text | 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)? - Other - Text |