I am a developer by profession
South African rand
Data scientist or machine learning specialist
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
Employed full-time
White or of European descent
Flex time or a flexible schedule;Remote work options;Family friendliness
Very satisfied
I’m not actively looking, but I am open to new opportunities
TensorFlow;Torch/PyTorch
Torch/PyTorch
Github;Slack;Trello;Google Suite (Docs, Meet, etc)
Github;Slack;Trello;Google Suite (Docs, Meet, etc)
Extremely important
Fairly important
Better compensation;Better work/life balance;Growth or leadership opportunities
Company reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family
Once a year
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)
Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos
5,000 to 9,999 employees
Docker;Linux;MacOS;Raspberry Pi
Docker;Linux;MacOS;Raspberry Pi
I have some influence
Straight / Heterosexual
Yes, somewhat
Less than once per month or monthly
A few times per week
Appropriate in length
Mathematics or statistics
Somewhat more welcome now than last year
At least 30