I am a developer by profession
United States dollar
Data scientist or machine learning specialist
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
Employed full-time
White or of European descent
Flex time or a flexible schedule;How widely used or impactful my work output would be;Opportunities for professional development
Slightly dissatisfied
I’m not actively looking, but I am open to new opportunities
Keras;Pandas;TensorFlow;Torch/PyTorch
Keras;Pandas;TensorFlow
Github;Slack
Github;Slack
Somewhat important
Somewhat important
Curious about other opportunities;Better compensation;Better work/life balance;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);Personal network - friends or family
Every few months
Never
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;Do other work and come back later
100 to 499 employees
Docker;Linux;MacOS
Android;Docker;Kubernetes;Linux;MacOS
I have little or no influence
Straight / Heterosexual
Yes, definitely
A few times per week
Multiple times per day
Appropriate in length
Mathematics or statistics
Just as welcome now as I felt last year
Under 30