US Rolls Out ‘Do No Harm’ Earnings Test That Could Cut Federal Loans to Low-Return Degrees

The US Department of Education has begun implementing a new federal rule that ties access to student loans directly to graduate earnings, a shift that reframes higher education as an investment with a measurable return threshold.

The policy, known as the "Do No Harm" test, comes out of the One Big Beautiful Bill Act passed last year. The mechanics are simple. For undergraduate programs, graduates measured four years out must earn more than working high school graduates who never attended college. For graduate programs, alumni must out-earn those who finished a bachelor's degree but did not pursue further study. Miss the threshold in two of three years, and students lose the ability to take out federal loans to attend, according to NPR's reporting on the rollout.

The exposure, by the numbers

Department of Education data released earlier this year gives a fairly precise map of where the losses concentrate. More than 800,000 students are enrolled in programs likely to fail the test. Roughly half of them attend private for-profit schools, a segment already scrutinized for weak student outcomes.

The sharpest concentration sits in undergraduate certificate programs, the short-course offerings marketed as fast tracks into specific jobs. A quarter of students in those programs are enrolled in one projected to fail. Cosmetology certificates rank worst, with more than 90% of such programs expected to leave graduates earning less than the high school baseline.

Traditional degrees look far more insulated. About 1% of bachelor's programs would fail, and roughly 4% of master's programs, per the department's data. The failure clusters are specific: mental and social health services at the master's level, and theater, fine arts, and music at the bachelor's level.

The rationale, and the catch

The department frames the rule as a taxpayer-protection measure. Under Secretary of Education Nicholas Kent said a program that cannot show it leaves graduates better off financially "should not be underwritten by federal taxpayers." Chris Madaio of the Institute for College Access & Success, a nonprofit, called the standard a low bar, noting high school earnings is not a demanding benchmark.

The complication is that the test measures a single variable. A failing earnings number can signal a program that genuinely underserves students, or it can signal that the labor market simply prices certain fields, the arts in particular, below the cost of the credential. NPR profiled Cindy Flores, a mariachi music teacher in Oregon who took on $55,000 in loans to complete a music degree at Portland State University, a program the data flags as likely to fail. The credential enabled her career; it did not clear the earnings floor.

That gap points to the structural question the rule leaves unresolved. When a program fails, the policy does not distinguish between a school delivering poor value and an economy that undervalues a discipline. The consequence, loss of federal aid, is identical in both cases.

Why this matters beyond the US

For education-focused investors and operators in Asia-Pacific, the rule sets a precedent worth tracking. Outcomes-based accountability tied to graduate earnings has been discussed across markets weighing the return on public and private tuition spending. The US test converts that discussion into a hard funding trigger, and the early data suggests for-profit and short-cycle vocational providers carry the most balance-sheet risk under such a framework. Any similar mechanism adopted regionally would reprice the enrollment funnel for the same categories.

The rule does not take effect on the earnings data alone; programs need to breach the threshold in two of three years before aid is withdrawn, which gives affected schools a window to adjust pricing, curriculum, or program mix. Whether they can raise graduate earnings, rather than simply cut exposed programs, is the open question the data cannot yet answer.