Insight: The Specialization Premium

Earning potential is no longer tied only to “STEM” generally, but to field and measurement window. Across College Scorecard program data, the top national 1-year post-completion median is about $173,344 (Computer Science) versus about $43,834 at the low end—roughly a 4.0× spread.

This article draws on The College Payoff, 2026, an EDsmart Data synthesis of federal and published research on college earnings, costs, and returns.

Major choice still drives the spread

Georgetown CEW’s The Major Payoff (2025), College Board’s Education Pays 2026, and the U.S. Department of Education’s College Scorecard all show wide pay gaps across fields. They measure different groups and time windows—so the dollars differ—but the story is consistent: what you study matters as much as whether you enroll.

Education Pays: early-career workers by major

Figure 2.9 in Education Pays 2026 reports medians for younger full-time, year-round bachelor’s holders. Computer science sits near $87,000; performing arts near $44,000. That is roughly a two-to-one spread in the same national worker survey—not the same as program cohort earnings below.

  • Performing arts: $44,000
  • Computer science: $87,000
Education Pays 2026 — early-career medians, lowest and highest majors. Source: CPS full-time year-round young workers.

Georgetown CEW: eight fields, 152 majors

CEW pools American Community Survey data (2009–2023). Prime-age workers (25–54) with a bachelor’s only show the following field medians (Figure 2):

CEW prime-age BA-only medians by field (2024$)
FieldMedian (25th–75th)
STEM$98,000 ($65,000–$141,000)
Business and communications$86,000 ($75,000–$110,000)
Healthcare$82,000 ($69,000–$105,000)
All bachelor’s holders$81,000 ($58,000–$116,000)
Education and public service$58,000 ($45,000–$72,000)

Among recent graduates (22–26), STEM leads at $63,000; humanities and the arts trail at $45,000. Petroleum engineering tops detailed majors at $98,000 for recent grads and $146,000 prime-age; zoology is $37,000 recent and $70,000 prime-age—showing growth with experience even in lower fields.

CEW notes that 14 of 19 humanities majors still exceed $65,000—the 25th percentile for STEM bachelor’s holders—so “low field” does not mean “no middle-class earnings.”

  • STEM: $98,000
  • Business & communications: $86,000
  • Healthcare: $82,000
  • Education & public service: $58,000
CEW Major Payoff — prime-age BA workers by field (ages 25–54). Source: Georgetown CEW 2025, Figure 2.

College Scorecard: program completers one year out

EDsmart’s Scorecard field-of-study pull (May 2026) uses national 1-year post-completion medians for bachelor’s programs. The highest and lowest in the tracked ladder span about 4.0 to 1 ($173,344 Computer Science vs $43,834 Computational Science). The low end can reflect a thin program (few completers) as much as a “worst major”—check IPEDS volume before generalizing.

Top programs — 1-yr post-completion
ProgramMedian
Computer Science$173,344
Mathematics and Computer Science$166,573
Computer and Information Sciences, General$146,204
Computer Engineering$141,588
Statistics$141,116
Lower end among high-volume programs
ProgramMedian
Science Technologies/Technicians, General$71,144
Biochemical Engineering$70,668
Military Science and Operational Studies$55,351
Real Estate Development$49,353
Computational Science$43,834

Also important: Scorecard program medians describe completers in that CIP, not every worker who majored in the field. Education Pays describes workers in the economy. Label both.

Degree production is shifting toward CS—and away from humanities

CEW reports that computers, statistics, and mathematics degrees rose 159% from 2009 to 2023 while humanities and liberal arts fell 33%. That supply shift interacts with hiring cycles—especially for entry-level technology roles (see article 18).

For debt paired with earnings by field, see debt-to-earnings by major on EDsmart Data and the Major Payoff section of the parent report.

Recent grads vs mid-career workers

The Major Payoff splits ages 22–26 (“recent graduates”) from 25–54 (“prime-age”). Education Pays Figure 2.9 focuses on younger full-time workers. The spreads are similar in rank order but not in dollars. Counseling should use the age band that matches the student’s question—first job vs career peak.

Humanities and arts are not all low pay

CEW reports that most humanities and arts majors still exceed $65,000—the 25th percentile for STEM bachelor’s holders. Only five of 19 humanities majors fall below that threshold. Narratives that treat humanities as uniformly low-wage miss the dispersion in the data.

Performing arts and studio fields sit at the bottom in many tables; economics and some interdisciplinary majors sit much higher. “Humanities” is not one career outcome.

Also important: High median fields still include workers below the median—always show ranges, not only central tendencies.

Read the full major tables in The Major Payoff section of the synthesis report.

Reading CEW detailed majors alongside Scorecard CIPs

CEW lists petroleum engineering, chemical engineering, and computer engineering among top recent-graduate medians; counseling psychology and zoology among the lowest. Education Pays Figure 2.9 uses Census major codes with a similar rank order but different dollars because it measures workers, not program completers. When a student asks “what will I make with this major,” answer with the data source you are using and the age band.

Scorecard CIP titles do not line up one-to-one with CEW major labels. “Computer science” in Scorecard may aggregate programs differently than CEW’s “computers, statistics, and mathematics” group. Treat rankings as directional, not as precise predictions.

Download the full synthesis: Major Payoff section. Explore debt-to-earnings by major on EDsmart Data.

Frequently asked questions

Why do performing arts and counseling rank low in every source?

Social return, employer concentration, and part-time work patterns pull medians down in early-career CPS and CEW tables—not necessarily lifetime satisfaction or impact.

Are engineering and CS always top?

Usually in rank order, but dollars differ: Education Pays early-career CS near $87,000 vs CEW prime-age STEM pools near $98,000—read the age footnote.

Should students pick majors only by Scorecard 1-year earnings?

Use 1-year program medians for entry-level risk; add 4-year or 5-year fields for graduate programs. Pair with unemployment and debt where available.

Do minors and double majors change these tables?

Federal files often assign one primary CIP code per award. Internal campus data may tell a richer story than national aggregates.

Major choice without hype

Compare three sources when possible: Education Pays, CEW Major Payoff, and Scorecard program pages.

Ask colleges for licensed-field placement rates, not only national medians.

Remember overlap: mid-career workers in ‘low’ majors sometimes out-earn early-career workers in ‘high’ majors.

Notes for reporters and counselors

Do liberal arts majors ‘fail’ financially?

They often rank lower in early-career medians but feed law, business, and education paths not visible in one-year Scorecard fields.

How much does internship pay matter?

A paid summer internship can exceed first-year medians in low-pay majors—national tables miss that variance.

Are double majors in data + domain strong?

Biostatistics, bioinformatics, and health informatics often beat generic biology medians in hiring.

Should rankings sort only by major?

No—add college quality, cost, completion, and local labor market.

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.

Sources

  1. U.S. Census Bureau CPS (tabulated in College Board, Education Pays 2026). https://www.census.gov/programs-surveys/cps.html
  2. Georgetown University, Center on Education and the Workforce, The Major Payoff (2025). https://cew.georgetown.edu/major-payoff
  3. U.S. Department of Education, College Scorecard. https://collegescorecard.ed.gov/
  4. EDsmart Data, The College Payoff, 2026 (synthesis). https://www.edsmartdata.com/report/college-payoff-2026/