Why “college earnings” depends on which data you use

Why one label hides three different answers

Every spring, new reports restate a familiar headline: college graduates earn more. In 2026, Education Pays (using U.S. Census Bureau CPS data) puts the median for bachelor’s degree recipients at $81,800 for full-time, year-round workers—about 62% above high school graduates at $50,600. That figure is real, federal, and useful. It is also not the same number you see in the College Scorecard or in Bureau of Labor Statistics tables.

Parents comparing “School A’s graduates” to “college graduates nationally” are often comparing unlike groups. Journalists stitching Scorecard medians into Education Pays sentences without a definition box create confusion on purpose or by accident. This article separates the three most common “college earnings” statistics so you can quote each one correctly.

Question 1: What do working college graduates earn today?

Education Pays draws on the U.S. Census Bureau Current Population Survey (CPS), Annual Social and Economic Supplement. The 2026 edition reports medians for full-time, year-round workers age 25 and older in 2024. That population includes people who finished decades ago, people who changed careers, and people who never attended the college you are researching.

The bachelor’s row in Education Pays excludes workers whose highest degree is a master’s, doctorate, or professional degree. The “bachelor’s or higher” row is higher—$100,500 for master’s alone in the same table—because it mixes credentials.

Tax and after-tax figures in the same report show the policy stakes: bachelor’s recipients paid an estimated $9,000 more in taxes than high school graduates and took home $22,200 more after tax in 2024. Those are annual flows, not lifetime totals.

Question 2: What do students from a given college earn years after entry?

College Scorecard publishes institution-level medians measured 10 years after first enrollment. The cohort includes students who did not complete a degree unless the cell is suppressed. It is a school-specific track record, not a national portrait of “all BA holders in the economy.”

EDsmart Data aggregated Scorecard files for 6,322 institutions (May 2026 build). Among schools with published 10-year medians:

• All sectors: median $40,669, 25th percentile $32,062, 75th percentile $52,164 (n = 5,188)
• Bachelor’s-predominant: median $53,724, 25th percentile $45,217, 75th percentile $63,435 (n = 1,822)

The gap between $81,800 (CPS workers) and $53,724 (BA-predominant schools) is large because the cohort is younger on average, includes non-completers, and is measured at a fixed horizon after entry—not at peak career age.

Also important: A lower Scorecard median does not mean CPS is “wrong.” Treat each source as answering its own question.

Question 3: What do occupations that typically require a degree pay?

BLS Occupational Employment and Wage Statistics (OEWS) summarize wages for jobs, not graduates of a particular campus. EDsmart’s national extract (May 2024 OEWS) shows a median of $92,260 for occupations that typically require a bachelor’s degree. STEM occupations median $103,580; non-STEM occupations median $48,000.

That number can exceed both CPS and Scorecard medians because it reflects job requirements and national wage structures, including experienced workers in high-paying fields. A theater major working in retail will not appear in the “BA-required occupation” median; a coder without a BA might.

Side-by-side: when each source is the right tool

How families and reporters should write about earnings

When you cite a number, name the who (workers vs cohort vs occupations), the when (2024 annual vs 10 years after entry), and the work status (full-time year-round or not). Link to the EDsmart ROI methodology when you add institution ROI from Scorecard.

For the full synthesis and historical context, see EDsmart findings in The College Payoff, 2026. For interactive tables, use College Scorecard ROI methodology on EDsmart Data.

What reporters and parents get wrong

Social posts often compare a university’s Scorecard page to a national “college graduate” average from the news. That comparison blends cohort timing (10 years after entry) with prime-career workers (age 25+ in the CPS). A 32-year-old nurse with a 2014 bachelor’s appears in Education Pays today; the same person may appear in a college’s Scorecard cohort measured at a fixed horizon after freshman year.

When Education Pays says bachelor’s recipients earn more than high school graduates, it is describing the labor market in 2024—not a guarantee for the class of 2026. When College Scorecard shows a lower median for a regional public, it may reflect students who did not finish, local wages, or a high share of low-paying majors—not “low quality” by itself.

Checklist before you quote a number

1. Is this workers, school cohorts, or occupations?
2. Is the dollar figure one year or a multi-year total?
3. Are graduate degrees included in the “college” label?
4. Does the source count full-time only?
5. For ROI claims, does the study subtract cost and non-completion?

EDsmart Data’s parent report, The College Payoff, 2026, keeps these families separate so readers can follow links without mixing definitions.

Education Pays earnings table (selected credentials, 2024)

Full-time, year-round workers age 25+ from Education Pays 2026: high school $50,600; associate’s $61,300; bachelor’s (no advanced degree) $81,800; master’s $100,500. Taxes and after-tax income rise with each step. These figures anchor national policy discussion.

Scorecard and OEWS figures in this article do not contradict those CPS medians—they measure different populations. Keep all three in your notes when writing about “college pay.”

A three-step checklist for journalists

Name the dataset in the lede (CPS worker, Scorecard cohort, or BLS occupation).

State the year and age band (2024, age 25+ vs 10 years after entry).

Link to EDsmart’s College Payoff 2026 report for institution-level context and methodology.

How this article fits The College Payoff, 2026

This piece is one of twenty companion articles to The College Payoff, 2026. The parent report synthesizes College Board Education Pays, Georgetown CEW, Census, BLS, College Scorecard, Federal Reserve SCF wealth tables, and EDsmart institution-level findings. Each breakout answers one question journalists and families ask when those sources are quoted side by side.

When federal sources update on different calendars, start from the parent report’s definitions section, then return here for the topic-specific FAQ. Interactive tables and state pages on EDsmart Data—tuition trends, debt-to-earnings by major, attainment by state, STEM outcomes—let you filter national benchmarks beyond what a single government table provides.

If a number here differs from a chart in the parent report, use the parent report and the underlying federal publication as the authority. Breakouts explain how to read those sources; they are not a separate dataset.