I am a developer by profession
Canadian 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;Languages, frameworks, and other technologies I’d be working with;Remote work options
Slightly satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Hadoop;Keras;Pandas;TensorFlow;Torch/PyTorch
Pandas
Confluence;Jira;Github
Confluence;Jira;Github
Extremely important
Very important
Better work/life balance;Wanting to work with new technologies;Growth or leadership opportunities
Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Directly asking current or past employees at the company
Once every few years
Sometimes: 1-2 days per month but less than weekly
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow
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
10,000 or more employees
Linux;Windows
Linux;Windows
I have some influence
Straight / Heterosexual
Yes, somewhat
Less than once per month or monthly
Daily or almost daily
Too long
Mathematics or statistics
Somewhat less welcome now than last year
At least 30