Every number on this site comes from official federal datasets. Nothing is estimated, modeled, or pay-to-play. This page explains exactly where the data comes from and how the comparisons are computed.
| Data | Source | Refresh |
|---|---|---|
| School costs, completion, debt, earnings, programs | U.S. Dept of Education College Scorecard (most recent release, pulled July 2026 release) — 3,106 schools | Annually, when ED publishes |
| Registered apprenticeship sponsors | U.S. Dept of Labor, apprenticeship.gov — 26,254 sponsors | Quarterly |
| State licensing rules | Each state's official licensing board (cited on every page where shown) | Re-verified ~every 6 months |
School lists are ranked by a single transparent ratio: median earnings 10 years after entry, per $1,000 of average yearly net price. Higher = more earnings per tuition dollar. We deliberately do NOT use a black-box composite score. Schools missing either figure sort last but are never hidden.
Percentile comparisons ("cheaper than X% of comparable schools") compare a school against all U.S. schools offering programs in the same federal program category (CIP-4), computed at build time from the same dataset.
Federal datasets suppress values for small cohorts (privacy) and where schools have no federally-aided students in scope. A "not reported" is honesty, not an error — and never treated as zero.
Explore Top Colleges is operated by Ikan Media Inc., a U.S. digital publisher. Questions or corrections: see contact. If you spot an error, we want to know — corrections ship in days, not months.