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
East Asian;White or of European descent
Flex time or a flexible schedule;Office environment or company culture;Opportunities for professional development
Slightly satisfied
I’m not actively looking, but I am open to new opportunities
Apache Spark;Keras;Pandas;TensorFlow
Apache Spark;Keras;Pandas;TensorFlow
Github;Gitlab;Slack;Google Suite (Docs, Meet, etc)
Confluence;Jira;Github;Gitlab;Slack;Google Suite (Docs, Meet, etc)
Extremely important
Very important
Curious about other opportunities;Trouble with my direct manager;Trouble with leadership at my company;Better work/life balance;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
Once a year
Rarely: 1-2 days per year or less
Start a free trial;Ask developers I know/work with
Amused
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics)
Go for a walk or other physical activity;Do other work and come back later
100 to 499 employees
I have some influence
Straight / Heterosexual
Neutral
Less than once per month or monthly
A few times per week
Appropriate in length
A natural science (such as biology, chemistry, physics, etc.)
At least 30