Guide · College Scorecard data

Understanding College Earnings Data

What the numbers mean, where they come from, and how to use them wisely.

The short answer

The College Scorecard's institution-level earnings figures are medians for federally aided entry cohorts linked to Treasury-derived records. They cover cohort members who were working and not enrolled, are not limited to graduates, and vary substantially by field and geography.

According to the U.S. Department of Education's College Scorecard.

By the numbers

What the federal data shows

6,243
Colleges tracked
2,298
Programs with earnings
$43,830
Avg 10-yr earnings

Highest-earning bachelor's fields by median earnings

Bachelor's-level fields with 5,000+ graduates, by average of per-school median earnings, College Scorecard

avg earnings
Source U.S. Department of Education, College Scorecard As of Mar–Jul 2026 retrievals

By the data

Earnings climb with the credential

Average 10-year median earnings rise steeply from a certificate to a professional degree. Credential level is one of the strongest predictors of post-college earnings, but it interacts heavily with field of study.

Average earnings by credential level

Mean of program-level median earnings, College Scorecard

avg earnings

What this shows Earnings rise at every credential step, though the jump from a bachelor's to a graduate degree is smaller than the jump from a certificate to a bachelor's.

Source U.S. Department of Education, College Scorecard As of Mar–Jul 2026 retrievals

Key Takeaway

College Scorecard earnings use Treasury-derived administrative records. Institution-level figures cover federal-aid recipients, include completers and non-completers, count people who were working and not enrolled, and do not adjust for cost of living.

How College Earnings Data Is Collected

College Scorecard earnings link Department of Education student-aid records to Treasury-derived administrative earnings records. The measures are not voluntary salary surveys; they include wages, deferred compensation, and positive self-employment income defined in the source documentation.

Institution-level entry-cohort earnings are available from six through ten years after enrollment. PlainCollege shows the published six- and ten-year fields where available and preserves missing or suppressed values rather than filling them. Browse all schools to compare.

What the Numbers Include (and Don't)

Several important caveats affect how you should interpret College Scorecard earnings:

  • Aid recipients only: Only students who received federal financial aid are tracked. At schools where many students pay full price, the sample may not represent the full student body.
  • Includes non-completers: Institution-level earnings include students who enrolled but didn't graduate. Schools with low graduation rates will show lower median earnings because non-completers generally earn less.
  • No cost-of-living adjustment: A school in New York City will show higher nominal earnings than one in rural Montana, even if purchasing power is similar.
  • Field-of-study matters: Engineering-heavy schools appear to have higher earnings than liberal arts colleges, but this reflects program mix, not institutional quality.

Comparing Schools Fairly

To compare schools meaningfully, use these approaches:

  1. Compare program-level earnings (same field of study) rather than institution-level numbers.
  2. Factor in graduation rates, a school with 90% completion and $55K median earnings may deliver better outcomes than one with 40% completion and $60K earnings.
  3. Consider net price (tuition minus financial aid) alongside earnings to calculate actual ROI.
  4. Look at the earnings trajectory, not just one point, some fields start lower but grow faster.

PlainCollege's comparison tool lets you evaluate multiple schools side by side with all of these metrics.

How to spot misleading rankings

National college rankings often mix earnings, selectivity, alumni giving, and reputation surveys into a single composite. The composite can hide the fact that two schools with similar overall ranks have wildly different outcomes for students like you. Look at the underlying earnings figure for the field you care about, not the headline composite.

The earnings curve at six and ten years

Two schools with identical six-year earnings can diverge meaningfully by year ten. Engineering and computer-science programs tend to start strong and grow modestly. Business and finance programs typically start lower and accelerate as graduates move into mid-career roles. Always check both windows where the data permit.

Worked example: comparing two business programs

Consider two business bachelor's programs with similar headline earnings. Program A reports a six-year median of $58,000 vs $62,000 at year ten. Program B reports $48,000 at six years vs $72,000 at year ten. Program B's slower start is more than offset by its steeper trajectory, and the spread between the two at year ten is meaningful.

Reference table: how to read each Scorecard column

Scorecard columnWhat it measuresCommon pitfall
median_earn_wne_p10Median earnings of working federal-aid recipients ten years after entryExcludes full-pay students; mixes completers and non-completers
md_earn_wne_p6Same as above, six-year windowMisses late-career growth in business and finance
c150_4Completion within 150% of normal time at four-year institutionsIt is not an exact four-year completion rate and does not capture every enrollment path
npt4_pub / npt4_privAverage net price for full-time, first-time undergraduate Title IV recipientsIncome-bracket figures (npt41–npt45) can be more relevant to an individual household

Frequently Asked Questions

What does "median earnings 10 years after entry" mean?

This is the median earnings of students who received federal financial aid, measured 10 years after they first enrolled. It includes both graduates and non-completers who received aid. Because it includes non-completers, schools with low graduation rates may show lower median earnings than their graduates actually earn.

Does College Scorecard data include all students?

No. Institution-level earnings cover students who received federal financial aid. Students who paid entirely out of pocket are excluded, so the published cohort may not represent the full student body. The direction and size of any resulting difference cannot be inferred from this field alone.

How is earnings data collected?

The Department of Education links federal student-aid records to Treasury-derived administrative earnings records. The published measures include wages, deferred compensation, and positive self-employment income for cohort members who were working and not enrolled.

Why do some schools show no earnings data?

The Department of Education can suppress or privacy-protect values for several reasons, including cohort size and disclosure risk. PlainCollege preserves missing or suppressed values rather than estimating them, so a blank does not by itself identify one specific cause.

Does the data account for field of study?

The College Scorecard provides both institution-level earnings (all programs combined) and program-level earnings (by field of study). PlainCollege shows both. Comparing institution-level earnings can be misleading because schools with more engineering or nursing graduates will naturally show higher median earnings than those focused on liberal arts or education.

Are these earnings before or after taxes?

College Scorecard earnings are pre-tax administrative earnings measures. They are not adjusted for regional cost of living, so identical nominal earnings can imply different purchasing power in different places.

Sources

  • U.S. Department of Education, College Scorecard Data
  • College Scorecard Technical Documentation, Earnings methodology

This content is for informational purposes only and does not constitute financial advice. College selection involves many factors beyond earnings data.

How PlainCollege tracks earnings

PlainCollege imports institution-level entry-cohort earnings and program-level completer-cohort earnings from College Scorecard. Those are different populations and time anchors, so school and program figures are labeled separately. See our methodology for the exact cohorts, retrieval dates, and derivations.

What this means when you read the numbers

  • The 10-year median-earnings figure only counts students who received federal financial aid, so it excludes students who paid entirely out of pocket.
  • Earnings data reflects where a decade-old cohort chose to work; graduates who cluster in high-cost-of-living metros show higher nominal pay without necessarily higher real purchasing power.

Every figure on PlainCollege is rendered directly from the U.S. Department of Education's College Scorecard data, no number is typed in by an editor. Institution figures use the July 2026 retrieval; field-of-study figures use the March 2026 retrieval. See our editorial standards & corrections policy, the methodology behind these numbers, or report a data error on this page. Review the public data changelog. Data current as of Mar–Jul 2026 retrievals.