I am a developer by profession
United States dollar
Data scientist or machine learning specialist;Developer, back-end;Engineer, data;Scientist
Other doctoral degree (Ph.D., Ed.D., etc.)
Employed full-time
White or of European descent
Industry that I’d be working in;How widely used or impactful my work output would be;Family friendliness
Very satisfied
I’m not actively looking, but I am open to new opportunities
Pandas;TensorFlow;Torch/PyTorch
Apache Spark;Hadoop;Pandas;Torch/PyTorch
Confluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)
Jira;Github;Gitlab;Slack;Microsoft Teams;Trello;Google Suite (Docs, Meet, etc)
Extremely important
Critically important
Having a bad day (or week or month) at work;Wanting to share accomplishments with a wider network;Curious about other opportunities;Trouble with my teammates;Trouble with my direct manager;Wanting to work with new technologies;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
Once every few years
Often: 1-2 days per week or more
Hello, old friend
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics)
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later
100 to 499 employees
AWS;Docker;Google Cloud Platform;Kubernetes;Linux;MacOS
AWS;Docker;Linux;MacOS
I have little or no influence
Straight / Heterosexual
Yes, somewhat
Less than once per month or monthly
Daily or almost daily
Appropriate in length
A natural science (such as biology, chemistry, physics, etc.)
A lot more welcome now than last year
At least 30