What 52% graduate underemployment really means for universities right now
Data-driven insights on closing the gap between education and employment
According to the Federal Reserve Bank of New York and the Burning Glass Institute, more than half of college graduates are working in jobs that don't require their degree within a year of graduation. This isn't just a short-term adjustment. Forty-five percent are still underemployed ten years later.
The research from the Cleveland Fed and the Burning Glass Institute shows that early career placement matters enormously. Graduates who land in college-level jobs within their first year are far more likely to remain on upward career trajectories. Those who start underemployed often stay that way.
Underemployment Rate vs. Job-Finding Rate
Sources: Federal Reserve Bank of New York; Burning Glass Institute; Cleveland Fed (2024)
The gap between year-one and year-ten underemployment is strikingly narrow, suggesting the window for career correction is smaller than most institutions assume.
This data takes on new urgency because of one policy shift: the Outcomes-Based Borrower Bill of Accountability (OBBBA).
Starting July 1, 2026, the Department of Education's updated earnings test will evaluate whether graduates from specific programs earn enough to justify their student debt. Programs where median earnings fall below a defined debt-to-income threshold risk losing access to federal financial aid, the single largest revenue stream for most institutions.
Most institutions aren't ready. The programs most at risk are the ones that already have the largest underemployment gaps: liberal arts, general business, communications and social sciences. These are also, in many cases, the highest-enrollment programs.
Estimated OBBBA Failure Risk by Program Category
Sources: OBBBA proposed rulemaking (2025); College Scorecard earnings data; zScale Capital analysis
Programs with the highest enrollment also carry the highest failure risk, a combination that puts institutional revenue directly in play.
What this means in practice
1. The enrollment cliff is already here and underemployment accelerates it
The National Student Clearinghouse reports that undergraduate enrollment is down 15% since 2010. The demographic cliff (fewer 18-year-olds) hits in earnest in 2025. When prospective students and parents can see program-level earnings data on College Scorecard, the programs with poor outcomes won't just face OBBBA risk. They'll face enrollment collapse.
2. DFW is an exception, but only for some programs
The Dallas-Fort Worth labor market remains one of the strongest in the country, with 4.2M+ jobs and a diversified economy spanning aerospace, healthcare, logistics, tech and advanced manufacturing. But even in a hot market, the underemployment pattern holds: graduates from aligned, career-ready programs (nursing, computer science, engineering, data analytics) see near-zero underemployment, while graduates from misaligned programs see rates above the national average.
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3. Skills-based hiring is changing the floor, not the ceiling
The shift toward skills-based hiring by major employers (Google, IBM, Accenture, Bank of America) means that not having a degree is less of a barrier than it was five years ago. But having a degree from a low-outcome program is increasingly a negative signal, suggesting debt without demonstrable skills. The floor has risen for non-degree holders. The ceiling hasn't changed for strong programs. The middle has collapsed.
Texas Higher Ed: Enrollment vs. Credential Completion Gap
Sources: THECB (2025); Texas Workforce Commission; zScale Capital analysis
Only about 15% of Texas public university enrollment results in credentials aligned to high-demand occupations.
The Action
If you lead a university, a workforce board or an economic development organization, here's what this data means for your next 90 days:
- Run the OBBBA earnings test on your own programs now, before the Department of Education does. Identify which programs fall below the threshold and begin remediation (employer partnerships, embedded credentials, co-ops, curriculum alignment).
- Map your program completions to actual regional job openings, not national averages. The underemployment rate for a given major varies dramatically by metro area. A biology degree in DFW has different outcomes than the same degree in a rural market.
- Treat placement data as a leading indicator, not a lagging report. The institutions that will thrive through OBBBA are the ones building real-time connections between their career centers, their academic programs and their regional employer base.
zScale is building the infrastructure for exactly this. Our AI-powered workforce intelligence platform connects program-level outcome data, regional labor market signals and employer demand into a single operational layer. If your institution is navigating OBBBA or HB8 readiness, start your free HB8 readiness check or request a demo.
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