I am a developer by profession
Pound sterling
Data scientist or machine learning specialist
Some college/university study without earning a degree
Employed full-time
White or of European descent
Flex time or a flexible schedule;Office environment or company culture;Family friendliness
Slightly satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Keras;Pandas;TensorFlow;Torch/PyTorch
Apache Spark;Keras;Pandas;TensorFlow
Github;Slack
Github;Slack
Neutral
Not at all important/not necessary
Curious about other opportunities;Better compensation;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);Publicly available financial information (e.g. Crunchbase);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 every few years
Never
Hello, old friend
Stack Overflow (public Q&A for anyone who codes)
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Do other work and come back later
100 to 499 employees
AWS;Docker;Google Cloud Platform;MacOS;Microsoft Azure
AWS;Docker;MacOS
I have little or no influence
Straight / Heterosexual
No, not really
Daily or almost daily
Appropriate in length
Mathematics or statistics
At least 30