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
White or of European descent
How widely used or impactful my work output would be;Office environment or company culture;Opportunities for professional development
Very satisfied
I’m not actively looking, but I am open to new opportunities
.NET Core;Apache Spark;Keras;Torch/PyTorch
.NET;.NET Core;Apache Spark
Microsoft Teams;Microsoft Azure
Microsoft Teams;Microsoft Azure
Extremely important
Very important
Having a bad day (or week or month) at work;Wanting to work with new technologies;Growth or leadership opportunities
Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Directly asking current or past employees at the company
Every few months
Rarely: 1-2 days per year or less
Amused
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow for Teams (private Q&A for organizations)
Call a coworker or friend;Visit Stack Overflow
10,000 or more employees
Docker;Kubernetes;Microsoft Azure
Docker;Microsoft Azure;Windows
I have little or no influence
Straight / Heterosexual
No, not really
A few times per month or weekly
Multiple times per day
Appropriate in length
Mathematics or statistics
Somewhat less welcome now than last year
Under 30