I am a developer by profession
Canadian dollar
Data scientist or machine learning specialist
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed full-time
White or of European descent
Remote work options;How widely used or impactful my work output would be;Opportunities for professional development
Very satisfied
I am not interested in new job opportunities
Apache Spark
Apache Spark
Github;Gitlab;Slack;Google Suite (Docs, Meet, etc)
Github;Gitlab;Slack;Google Suite (Docs, Meet, etc)
Extremely important
Critically important
Having a bad day (or week or month) at work;Curious about other opportunities;Trouble with my teammates;Growth or leadership opportunities
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;Directly asking current or past employees at the company
Every few months
Often: 1-2 days per week or more
Hello, old friend
Stack Overflow (public Q&A for anyone who codes)
Call a coworker or friend;Visit Stack Overflow
20 to 99 employees
AWS;iOS;Linux
AWS;iOS;Linux;Windows
I have little or no influence
Straight / Heterosexual
No, not really
I have never participated in Q&A on Stack Overflow
Daily or almost daily
Appropriate in length
A natural science (such as biology, chemistry, physics, etc.)
Just as welcome now as I felt last year
Under 30