Also called: AI tutor evaluator, Subject-matter AI trainer
Reviews and writes example answers to teach AI tutors and chatbots to explain math, science, or writing correctly.
Raters solve problems step by step, grade AI explanations for accuracy and clarity, and flag harmful answers. Many work remotely on flexible schedules; experts with advanced degrees earn more.
Estimate; often hourly contract work at $20-$60+/hour.
Approximate: anchored on Bureau of Labor Statistics data for a broader job group.
Bachelor's degree (4-year), about 4 years after high school. Usually a bachelor's in the subject; some roles want teachers or grad students.
Ways in: 4-year college, On-the-job training. Training cost: $15k – $60k.
Majors to look at: Mathematics, Education, English.
Growing faster than average. New field tied to AI development; demand may be volatile.
Medium risk in 5 years, high in 10. Labs shift to synthetic data and expert-only raters, so generalist rating gigs are likely to dwindle within a few years.
Classes: AP Calculus or AP Statistics, AP English Language, AP Computer Science Principles.
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.