I am a developer by profession
United States 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
Industry that I’d be working in;How widely used or impactful my work output would be;Opportunities for professional development
Very satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Keras;Node.js;Pandas;TensorFlow;Torch/PyTorch
Apache Spark;Keras;Node.js;Pandas;TensorFlow;Torch/PyTorch
Github;Gitlab;Slack;Trello;Google Suite (Docs, Meet, etc)
Github;Gitlab;Slack;Trello;Google Suite (Docs, Meet, etc)
Somewhat important
Critically important
Having a bad day (or week or month) at work;Curious about other opportunities;Better compensation;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
Every few months
Often: 1-2 days per week or more
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;Watch help / tutorial videos
10,000 or more employees
Android;AWS;Docker;Google Cloud Platform;Linux;Raspberry Pi;Windows;WordPress
Android;AWS;Docker;Linux;Raspberry Pi;Windows;WordPress
I have some influence
Bisexual
Neutral
A few times per week
Multiple times per day
Too long
Computer science, computer engineering, or software engineering
Somewhat more welcome now than last year
At least 30