I am not primarily a developer, but I write code sometimes as part of my work
European Euro
Data scientist or machine learning specialist
Other doctoral degree (Ph.D., Ed.D., etc.)
Employed full-time
White or of European descent
Languages, frameworks, and other technologies I’d be working with;How widely used or impactful my work output would be;Office environment or company culture
Very satisfied
I am not interested in new job opportunities
Apache Spark;Keras;Pandas;TensorFlow;Torch/PyTorch
Keras;Pandas;TensorFlow
Confluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)
Confluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)
Somewhat important
Very important
Curious about other opportunities;Better compensation;Trouble with my teammates;Trouble with my direct manager;Trouble with leadership at my company;Better work/life balance;Wanting to work with new technologies;Looking to relocate
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);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
Occasionally: 1-2 days per quarter but less than monthly
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd;Research companies that have advertised on sites I visit
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;Do other work and come back later
100 to 499 employees
Docker;Kubernetes;MacOS;Slack Apps and Integrations
Docker;Kubernetes;MacOS;Slack Apps and Integrations
I have some influence
Straight / Heterosexual
No, not really
A few times per week
Appropriate in length
A natural science (such as biology, chemistry, physics, etc.)
Just as welcome now as I felt last year
At least 30