Executive Summary

While a degree remains a strong predictor of lifetime earnings, variance between majors has widened. Select computing and engineering programs show roughly a 4.0× early-career spread versus the lowest published CIP medians in our Scorecard ladder—and institution completion rates line up with a gap from about $44,130 to $78,207 in 10-year earnings.

4.0× Max early-career CIP spread

In plain English

College still pays off for many people—but not every major or every campus returns the same. Two bachelor’s degrees can lead to very different paychecks and loan stress.

Finishing matters. “Some college” without a credential often lands closer to a high school earner than to someone with an associate or bachelor’s degree.

Words to know

ROI
Return on investment—whether cumulative earnings beat what you paid and time in school.
CIP / major
The federal “field of study” code schools report for each program.
Completion rate
Share of students who finish within 150% of normal time (e.g., six years for a four-year degree).
SCNC
“Some college, no credential”—people who started college but never earned a degree or certificate.

Executive summary

Key findings

  • Among bachelor’s programs with Scorecard early-career data, the highest national 1-year median (Computer Science) is about $173,344 vs. $43,834 for Computational Science—roughly a 4.0× spread when both are published.
  • Education Pays 2026 (Census CPS): full-time workers with a bachelor’s (no advanced degree) earn $81,800 vs. $50,600 for high school graduates—a 61.7% premium, but that is an average across all majors.
  • Institution-level Scorecard ROI: median 10-year surplus $143,847; about 0.8% of institutions show negative 10-year ROI in our build.
  • At bachelor’s-granting schools, median 10-year earnings are $44,130 when six-year completion is below 40%, vs. $78,207 when completion is 80% or higher.
  • BLS OEWS: STEM occupations median $103,580 vs. $48,000 for non-STEM—a wage divide inside the labor market, not just inside college.

Biggest winners (early data)

  • Computing and engineering CIPs dominate the top of the Scorecard early-career ladder (e.g., Computer Science, Computer Engineering).
  • Registered nursing (CIP 51.38) ranks in the top 50 of our April 2026 Scorecard pull with a six-figure early-career program median.
  • High-completion institutions cluster at materially higher 10-year earnings.

Biggest losers (structural pressure—not “bad majors”)

  • Lowest published early-career CIPs in our ladder include Computational Science at $43,834.
  • Education Pays early-career worker medians span about $44,000 (performing arts) to $87,000 (computer science)—before debt.
  • External program-level studies (e.g., FREOPP) cite far higher shares of weak returns when completion and forgone wages are modeled—our reference: ~23% negative BA programs vs. <1% negative at the institution median.

Implications for students

Ask program-level questions: completion, net price, earnings for your field, debt relative to one year of pay, and local job demand—not only whether a college is “good.”

Introduction

For decades, policymakers and parents treated “go to college” as universal advice. That made sense when the premium between degree holders and everyone else was large and relatively stable.

Today the more important split is often inside higher education: which credential you finish, which major you choose, which institution you attend, and whether you carry debt that matches your earnings path.

The difference between two bachelor’s degrees can mean hundreds of thousands of dollars in lifetime earnings—and very different loan stress. This report maps that divide using data we already publish in the College Payoff 2026 synthesis, with explicit notes where we still lack a primary series.

The data behind the divide

We combine five federal families (see Census Available APIs index):

  • College Scorecard — program and institution earnings, debt, completion, net price.
  • BLS OEWS — occupation wages (STEM vs. non-STEM, education-level medians).
  • Census CPS / ACS — worker earnings by education (Education Pays); attainment from ACS 2024 pulls.
  • Federal Reserve SCF — family net worth by education (wealth ≠ income).
  • NCES / National Student Clearinghouse — completion and “some college, no credential” population counts.

Together they support four questions: How wide is the earnings distribution? How heavy is debt? Do graduates finish? Where do graduates work—and how exposed are those jobs to automation?

LEHD PSEO and O*NET technology skills are now wired into this draft build (226 CIPs with program debt in Scorecard).

Median debt vs. one year of earnings (institutions with both fields)
MetricValue
Institutions in scope3,886
Median debt ÷ 10-year earnings0.34
Share with debt > 50% of one year’s earnings16.9%

Degrees pulling ahead

Engineering and computing

Engineering and computer-related fields fill most of the top of our Scorecard early-career ladder. Examples from the April 2026 national pull:

Top bachelor’s fields — 1-year post-completion median earnings (Scorecard)
FieldMedian
Computer Science$173,344
Mathematics and Computer Science$166,573
Computer and Information Sciences, General$146,204
Computer Engineering$141,588
Statistics$141,116

BLS data reinforce a STEM wage premium: median about $103,580 in STEM occupations vs. $48,000 in non-STEM.

Computer science and AI

Computer Science reports the highest early-career program median in our build ($173,344). That is a program cohort measure—not the same as Census worker medians by major.

Georgetown CEW notes rising unemployment among recent CS graduates even as enrollments expand—hiring cycles, finance/tech layoffs, and automation of entry tasks may all play a role. AI adoption is high in these fields (Gallup: business, technology, and engineering students lead)—see AI exposure by major.

Healthcare

Registered nursing (CIP 51.38) appears in the top 50 with strong early medians. Allied health and physician assistant pathways need dedicated CIP + OEWS SOC tables in the next data pass.

Degrees under pressure

This section is not an attack on majors. It documents wage compression, uneven program quality, graduate-school dependency, and geographic variation.

Lowest published early-career medians in our top-50 ladder (Scorecard)
FieldMedian
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

Worker-level medians from Education Pays show an early-career spread between performing arts and computer science that predates any single AI headline. Program-level Scorecard spreads can be even wider because they measure completers in specific cohorts.

Debt-to-earnings by field family (Scorecard program medians)
Field familyMedian debtMedian 1-yr earningsDebt ÷ earningsNot working 1-yr (%)
Engineering$38,997$73,0010.5313.0%
Computer Science$23,802$58,5380.3955.6%
Nursing$21,490$42,5850.28625.9%
Business$29,649$51,9460.5523.7%
Education$25,747$38,9810.6313.2%
Liberal Arts$24,061$34,1130.7585.9%
Fine Arts$41,581$25,1631.6255.5%

Live chart: debt-to-earnings by major.

Graduate programs show their own divide: dentistry vs. taxation master’s medians differ by nearly 3× in our May 2026 pull—many pathways effectively require graduate school to reach licensure.

The hidden variable: completion

Some college without a credential is its own category in national statistics—not halfway between high school and a degree.

  • About 40.4 million adults have some college and no credential (NSC, cited on our dropout data page).
  • BLS Employment Projections (2021): median weekly earnings about $935 for some college, no degree vs. $1,432 for bachelor’s or higher.
  • Education Pays 2024 (CPS workers): associate $61,300; bachelor’s $81,800; high school $50,600.
  • ACS 2024 (B20004, population 25+): high school $40,153; some college or associate $47,260; bachelor’s $70,044 median earnings in past 12 months.

Among bachelor’s-granting institutions in Scorecard, completion and 10-year earnings move together:

Six-year completion vs. median 10-year-after-entry earnings (BA-predominant schools)
Completion bandSchoolsMedian earnings
Below 40%343$44,130
40–60%636$50,350
60–80%515$58,537
80%+184$78,207

That gap—about $34,077 between the lowest and highest completion bands—can exceed the difference between average associate and bachelor’s worker medians in Education Pays.

Why AI may accelerate the divide

AI is not a reason to skip education wholesale. It is a reason to separate tool adoption from labor-market payoff.

  • Skill premium: Fields where AI augments scarce technical skills may see continued demand; fields where AI automates routine cognitive tasks face compression.
  • Credential premium: Licenses and regulated health pathways still gate practice regardless of chatbots.
  • Human-centered work: Healthcare and arts-related occupation families score lower on our O*NET technology-exposure index than computing and business.
O*NET technology exposure index by major family (0–100)
Field familyExposure index
Computer Science65.2
Liberal Arts59.3
Fine Arts47.7
Engineering39.2
Healthcare34.3
Business32.9
Education21.1

Live chart: AI exposure by major. Students in business, technology, and engineering report the highest AI use.

Alternative pathways

  • Associate degrees and trade programs — published ROI pages for electricians, HVAC, and nursing trades.
  • Certificates — Scorecard supports non-degree credentials; we need a systematic certificate pull.
  • Community colleges — can beat bachelor’s medians in selected fields; AI use is similar to four-year students but ROI paths differ.
  • Employer-funded education — not yet modeled in federal data here.

What students should actually evaluate

Instead of “Is this a good school?” ask:

  1. What is the completion rate for students like me?
  2. What are earnings 1 and 4 years after completing this program?
  3. What is median debt among completers—and how does it compare to one year of those earnings?
  4. What jobs do graduates take? (LEHD PSEO industry flows — table below.)
  5. How resilient is the occupation to automation? (O*NET technology exposure index — table above.)
PSEO national outcomes for selected bachelor’s fields (Census LEHD)
FieldY1 median earningsY5 median earningsY1 employed graduates (sum)
Computer Science$70,371$102,71542433
Mechanical Engineering$73,065$93,40270203
Registered Nursing$70,668$84,360288106
Business Administration$47,823$67,931225509
Elementary Education$41,667$52,28399979
Visual and Performing Arts$31,416$49,26974
English Language and Literature$33,861$50,46851461

Public institutions show median 10-year ROI of $169,141 vs. — for for-profits in our institution build—sector matters as much as major.

Key takeaways

  1. College is not one investment—it is thousands of program-level investments.
  2. Major choice can move early pay by 3–4× among published Scorecard fields.
  3. Finishing a credential usually beats “some college” on both earnings and wealth ladders.
  4. Debt is manageable when it is well under half of one year’s graduate earnings—and stressful when it is not.
  5. High-completion campuses cluster at much higher 10-year earnings than low-completion peers.
  6. STEM wages outpace non-STEM in the national occupation data—even as individual majors vary.
  7. AI changes tasks and hiring; it does not remove the value of completing high-return, licensed, or scarce-skill pathways.

Data gaps (next pulls)

  • National underemployment rate by major (e.g., NY Fed SCE) — using Scorecard not-working share as program proxy only
  • ACS B20004 combines some college and associate's; SCNC-specific earnings still best from BLS/CPS tabulations
  • Systematic certificate / apprenticeship Scorecard pull not yet automated

Full inventory: EDsmartDeepDives/docs/DATA_INVENTORY.md

Sources & methods

  1. U.S. Dept. of Education — College Scorecard (program + institution fields, May 2026 build).
  2. Bureau of Labor Statistics — OEWS (May 2024 national file).
  3. College Board — Education Pays 2026 / U.S. Census Bureau CPS.
  4. Federal Reserve — Survey of Consumer Finances (2022 wave).
  5. NCES / National Student Clearinghouse — completion and SCNC (via processed dropout page JSON).
  6. Census LEHD — PSEO earnings & flows.
  7. O*NET 28.0 — Technology Skills (automation exposure index).
  8. EDsmart Data — run_roi_divide_build_steps.py pipeline.