I am not primarily a developer, but I write code sometimes as part of my work
European Euro
Data or business analyst;Data scientist or machine learning specialist;Engineer, data
Other doctoral degree (Ph.D., Ed.D., 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
Slightly satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Hadoop;Keras;Pandas;TensorFlow;Torch/PyTorch
Keras;Pandas;TensorFlow
Confluence;Jira;Github;Slack
Confluence;Jira;Github;Slack;Microsoft Teams
Neutral
Very important
Curious about other opportunities;Better compensation;Better work/life balance;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);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
Occasionally: 1-2 days per quarter but less than monthly
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow
Amused
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers)
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later
20 to 99 employees
AWS;Docker;Google Cloud Platform;Kubernetes;Linux;Microsoft Azure;Windows
Docker;Google Cloud Platform;Kubernetes;Linux;Windows
I have some influence
Straight / Heterosexual
Yes, somewhat
A few times per month or weekly
A few times per week
Appropriate in length
Mathematics or statistics
Somewhat less welcome now than last year
At least 30