I am a developer by profession
United States dollar
Data scientist or machine learning specialist;Engineer, data
Master’s degree (M.A., M.S., M.Eng., MBA, 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
Slightly dissatisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Hadoop;Keras;Pandas;React Native;TensorFlow;Torch/PyTorch
Keras;Pandas;TensorFlow
Github;Slack;Microsoft Teams;Microsoft Azure
Confluence;Jira;Github;Slack;Microsoft Teams;Microsoft Azure
Extremely important
Very important
Just because;Having a bad day (or week or month) at work;Curious about other opportunities;Better compensation;Trouble with leadership at my company;Wanting to work with new technologies;Growth or leadership opportunities;Looking to relocate
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind)
Every few months
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
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
5,000 to 9,999 employees
AWS;Docker;Kubernetes;Linux;MacOS;Microsoft Azure
Docker;Linux;MacOS;Microsoft Azure
I have some influence
Straight / Heterosexual
No, not really
Daily or almost daily
Appropriate in length
Mathematics or statistics
Just as welcome now as I felt last year
At least 30