I am a developer by profession
Australian dollar
Data scientist or machine learning specialist
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed full-time
Flex time or a flexible schedule;Office environment or company culture;Opportunities for professional development
Very satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Hadoop;Pandas;TensorFlow;Torch/PyTorch
Jira;Gitlab
Gitlab
Neutral
Very important
Having a bad day (or week or month) at work;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;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;Read other media like news articles, founder profiles, etc. about the company;Directly asking current or past employees at the company
Once a year
Rarely: 1-2 days per year or less
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;Do other work and come back later
10,000 or more employees
Docker;Linux
Linux
I have little or no influence
Straight / Heterosexual
Yes, somewhat
A few times per month or weekly
A few times per month or weekly
Appropriate in length
A humanities discipline (such as literature, history, philosophy, etc.)
Somewhat more welcome now than last year
At least 30