The U.S. Department of Education just flipped the deal on higher ed. According to Hacker News, the department has started rolling out a new accountability test that most colleges and universities will have to pass, or watch their programs get cut off from federal student loans. The rule has a blunt name: “do no harm.”
The test itself is simple. If an undergraduate program’s graduates don’t out-earn workers who never went to college, that program can lose access to federal aid. Same logic for grad programs, where graduates have to earn more than someone holding only a bachelor’s degree. “If a program cannot show that it leaves its graduates financially better off than if they had never enrolled, it should not be underwritten by federal taxpayers,” said Under Secretary of Education Nicholas Kent.
How the test actually works
The standard comes out of last year’s One Big Beautiful Bill Act, a package of higher ed changes aimed at the cost-versus-value debate. Here’s the mechanics:
- Bachelor’s grads in many states need to clear roughly $30,000 to $41,000 a year for their program to pass, based on federal data.
- A program fails only when it misses the earnings bar for two out of three consecutive years.
- The department starts calculating graduate earnings in early 2027, with the first penalties possible in the 2028-2029 aid year.
One detail matters more than it looks. The test ignores student loan debt entirely. So a debt-free grad earning low pay and a grad drowning in $50,000 of loans get counted the same way. That’s a real gap in a rule that’s supposedly about financial harm.
Experts across the political spectrum told the outlet the floor is low. “This is really a very low floor,” said Christopher Madaio of The Institute for College Access and Success. “High school earnings is not an exceedingly high metric for a program to meet.”
Who’s actually at risk
The department says the vast majority of programs pass easily. But more than 800,000 students are in programs likely to fail. About half of them attend for-profit schools, which already carry a reputation for shortchanging students.
The rest of the map:
- Certificate programs: about 18% would fail, with cosmetology and somatic body work topping the list.
- Associate degrees: roughly 6% fail, and programs training early childhood educators are among the most exposed.
- Bachelor’s degrees: only about 1% fail, mostly in theater, music, and studio art.
- Master’s degrees: about 4% fail, led by programs in mental and social health services.
Read that last part twice. The programs most likely to fail include the ones training therapists, early childhood teachers, and artists. Fields we’re already short on, flagged as bad investments.
The music program problem
Here’s where it gets uncomfortable. Some of the country’s most prestigious music schools land among the 14% of bachelor music programs predicted to fail. That includes Juilliard, the New England Conservatory, and Indiana University’s Jacobs School of Music.
Cindy Flores is a real example of what’s at stake. She used federal loans to study music education at Portland State, then earned a teaching license, and now teaches mariachi to middle and high schoolers in Oregon. She carries close to $55,000 in federal loan debt. “If it wasn’t for PSU and the loans I could get, I wouldn’t be a Mexican American mariachi teacher for my Mexican American students,” she said. Under the new test, future PSU music students might not get the same access she did.
Why this matters
What stands out here is the incentive it creates. Colleges don’t have to wait to fail. They can preemptively cut low-earning arts programs to protect their aid eligibility. Lee Ann Scotto Adams, who runs a nonprofit studying arts graduates, put it plainly: “Earnings is only a small piece of that puzzle.” Her colleague Doug Dempster warned that gutting these programs would “impoverish our cultural life nationally.”
The practical takeaway: if you work in higher ed, arts training, or advise students, watch the 2027 earnings calculations closely. That’s the first real signal of which programs survive. The debate over whether college is only about a paycheck just got a dollar figure attached to it. Full details are at the original source.