Data-driven analysis of college ROI, career prospects, and AI risk
Honest, numbers-first guides on which degrees pay off, how AI is reshaping career paths, and what the data actually says about college ROI.
We ranked every college major by expected earnings under aggressive AI disruption. Three strategies emerged: bet on salary, bet on certainty, or find the degrees that give you both. Nursing and aerospace engineering might surprise you.
We analyzed 24,479 degree programs with three independent AI exposure models and found that the majors most threatened by AI currently pay 43% more than AI-resistant ones. Sortable data tables, methodology, and three-scenario projections included.
Is college worth it? We used federal earnings data from 24,000+ programs to find out. Some degrees return 5x their cost. Others lose money.
The highest paid bachelor degree jobs ranked by real federal earnings data. 15 majors with median salaries, job counts, and AI-proof ratings for 2026.
We analyzed 24,000+ degree programs using Department of Education earnings data to find which majors actually pay back their tuition costs. The results challenge some conventional wisdom.
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