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 earnings figures are medians measured ten years after a student first enrolls, built from federal-aid recipients linked to IRS tax records, so they reflect real labor-market outcomes, not self-reported salaries. The trade-off: they lag about a decade and vary widely by field.

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 2024

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 2024

Key Takeaway

College Scorecard earnings data comes from IRS tax records, the most reliable source available. But it only covers federal aid recipients, includes non-completers in institution-level numbers, and doesn't adjust for cost of living. Understanding these nuances prevents you from comparing schools unfairly.

How College Earnings Data Is Collected

Unlike salary websites that rely on voluntary surveys, College Scorecard earnings come from matching Department of Education student records with IRS tax data. This means the numbers reflect actual reported income, not estimates, not self-reported, not a recruiter's promise.

The Department tracks students who received federal financial aid and measures their earnings at various intervals after enrollment: 1 year, 2 years, 4 years, 6 years, 8 years, and 10 years. The 10-year measure is most useful because it captures career progression beyond entry-level positions. PlainCollege shows these earnings for every school. 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_4Six-year completion rate for first-time bachelor's-seeking studentsExcludes transfers, undercounts at transfer-heavy regional comprehensives
npt4_pub / npt4_privAverage net price for first-time, full-time students receiving aidIncome-bracket figures (npt41–npt45) are far more useful for comparison

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. It only includes students who received federal financial aid (Pell Grants, Stafford Loans, etc.). Students who paid entirely out of pocket, more common at wealthy private schools, are excluded. This means earnings data for elite institutions may understate actual graduate earnings, since the wealthiest students are not in the sample.

How is earnings data collected?

The Department of Education matches student records with IRS tax data. This means the earnings are actual reported income, not self-reported estimates. It is the most reliable publicly available source of post-college earnings data in the United States.

Why do some schools show no earnings data?

Schools with too few federal aid recipients in a given cohort have their earnings data suppressed to protect student privacy. This commonly affects small programs and institutions with very few aid recipients. If PlainCollege shows no earnings for a school, it means the cohort was too small for public reporting.

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 gross earnings (before taxes) as reported on federal tax returns. They do not account for regional cost of living, which means a $60,000 salary in rural Ohio provides more purchasing power than $60,000 in New York City.

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 graduate earnings

According to the U.S. Department of Education's College Scorecard, more than 6,000 postsecondary institutions report post-enrollment earnings by credential level each year. PlainCollege pulls this earnings data directly from Scorecard's technical documentation for every school and program page on the site. See our methodology for how the numbers are computed.

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. Earnings figures throughout this guide come from the same College Scorecard release. See our editorial standards & corrections policy, the methodology behind these numbers, or report a data error. Data current as of 2024-25.