I am a developer by profession
United States dollar
Data scientist or machine learning specialist
Other doctoral degree (Ph.D., Ed.D., etc.)
Employed full-time
Hispanic or Latino/a/x;Middle Eastern;White or of European descent;Multiracial
Remote work options;Opportunities for professional development;Family friendliness
Slightly satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Pandas;TensorFlow;Torch/PyTorch
Apache Spark;Hadoop;Pandas;TensorFlow;Torch/PyTorch
Gitlab;Slack;Google Suite (Docs, Meet, etc)
Confluence;Jira;Gitlab;Slack;Google Suite (Docs, Meet, etc)
Neutral
Critically important
Wanting to share accomplishments with a wider network;Curious about other opportunities;Better compensation;Wanting to work with new technologies;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);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company
Once a year
Rarely: 1-2 days per year or less
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd
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;Do other work and come back later
1,000 to 4,999 employees
AWS;Google Cloud Platform;Kubernetes;Linux;MacOS;Raspberry Pi
AWS;Linux;MacOS;Raspberry Pi
I have a great deal of influence
Straight / Heterosexual
Yes, definitely
Daily or almost daily
Multiple times per day
Too long
Another engineering discipline (such as civil, electrical, mechanical, etc.)
Just as welcome now as I felt last year
At least 30