Uses surveys and app data to measure how millions of people use a product.
Designs a survey sent to 50,000 app users, combines it with usage logs, and shows which feature frustrates people most.
Tech-industry estimate.
Approximate: anchored on Bureau of Labor Statistics data for a broader job group.
Doctorate (PhD), about 8 years after high school. Master's or PhD in social science, statistics, or HCI.
Ways in: 4-year college, Graduate school. Training cost: $15k – $60k.
Majors to look at: Psychology, Statistics, Sociology.
Growing faster than average (about 6% over 10 years). Estimate.
Medium risk for 10 years. AI handles analysis of logs and surveys; designing the right study and influencing product teams stay human.
Classes: AP Statistics, AP Psychology, AP Computer Science.
Official data: O*NET occupation 19-3022.
Career Universe is an early version. Pay, training and AI-risk figures are estimates to start your own research, not verified facts. The research was written with AI research assistants, checked by validation scripts and spot-checked by hand. Check anything important with schools, employers and official sources. How the numbers work.