Methodology & Data Sources

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.

Sources

DataSourceRefresh
School costs, completion, debt, earnings, programsU.S. Dept of Education College Scorecard (most recent release, pulled July 2026 release) — 3,106 schoolsAnnually, when ED publishes
Registered apprenticeship sponsorsU.S. Dept of Labor, apprenticeship.gov — 26,254 sponsorsQuarterly
State licensing rulesEach state's official licensing board (cited on every page where shown)Re-verified ~every 6 months

Definitions

How the ranking works

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.

What "not reported" means

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.

What we don't do

Who runs this

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.