I am a developer by profession
United States dollar
Data scientist or machine learning specialist
Other doctoral degree (Ph.D., Ed.D., etc.)
Employed full-time
White or of European descent
Diversity of the company or organization;Specific department or team I’d be working on;Office environment or company culture
Very satisfied
I am not interested in new job opportunities
Apache Spark;Hadoop;Keras;Pandas;TensorFlow;Torch/PyTorch
Hadoop;Keras;Pandas;TensorFlow
Github;Gitlab;Slack;Trello;Google Suite (Docs, Meet, etc)
Confluence;Github;Gitlab;Slack;Trello;Google Suite (Docs, Meet, etc)
Somewhat important
Somewhat important
Curious about other opportunities;Better compensation;Trouble with my teammates;Trouble with my direct manager;Trouble with leadership at my company;Growth or leadership opportunities
Company reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company;Directly asking current or past employees at the company
Once every few years
Hello, old friend
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics)
Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later
5,000 to 9,999 employees
AWS;Google Cloud Platform
AWS;Google Cloud Platform
I have little or no influence
Straight / Heterosexual
No, not at all
Less than once per month or monthly
Daily or almost daily
Appropriate in length
A natural science (such as biology, chemistry, physics, etc.)
Just as welcome now as I felt last year
At least 30