I am a developer by profession
Pound sterling
Data scientist or machine learning specialist;Developer, back-end;DevOps specialist;Engineer, data
Other doctoral degree (Ph.D., Ed.D., etc.)
Employed full-time
White or of European descent
Flex time or a flexible schedule;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
Ansible;Apache Spark;Hadoop;Keras;Node.js;Pandas;Teraform
Ansible;Apache Spark;Hadoop;Node.js;Pandas
Slack
Confluence;Jira
Extremely important
Critically important
Having a bad day (or week or month) at work;Curious about other opportunities;Better compensation;Trouble with leadership at my company;Better work/life balance
Personal network - friends or family
Once a year
Never
Amused
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;Do other work and come back later
5,000 to 9,999 employees
AWS;Docker;Kubernetes
AWS;Docker;Kubernetes
I have little or no influence
Straight / Heterosexual
No, not really
Less than once per month or monthly
Multiple times per day
Appropriate in length
A natural science (such as biology, chemistry, physics, etc.)
A lot less welcome now than last year
Under 30