College Closure Forecasts Rise
A new Education Next analysis using machine learning argues that college closures are likely to continue, highlighting enrollment, staffing and revenue signals that make some institutions more vulnerable than others (educationnext.org). The projection raises the stakes for targeted engagement and fundraising, because institutions under enrollment or revenue stress will need sharper segmentation to protect core programs (educationnext.org).
A century-old college can look stable right up to the semester it shuts down. Northland College in Wisconsin held its final commencement in 2025 and then closed after citing financial strain and falling enrollment. (educationnext.org) The new forecast says those endings are not random. Researchers Robert Kelchen, Dubravka Ritter, and Douglas Webber built a model from college operations, staffing, enrollment, and finance data from 2002 to 2023 to estimate which schools are most exposed. (educationnext.org) (federalreserve.gov) Their machine-learning model posted 83 percent average accuracy, compared with 77 percent for the federal risk screens colleges already live under. It also worked on nearly twice as many institutions because older methods often throw out schools with missing data. (educationnext.org) The weakest part of the map is not spread evenly across higher education. Education Next says for-profit two-year schools had a 33 percent closure rate, far above most other sectors, after for-profit enrollment fell by more than half during the 2010s. (educationnext.org) The pressure point is simple: many small colleges run like towns with one main employer. If tuition checks shrink faster than payroll, utilities, and debt payments, a school can look intact for years and then run out of room all at once. (educationnext.org) (federalreserve.gov) The timing makes the warning sharper. The researchers say the “demographic cliff” begins with the high school class of 2026, when the number of traditional-age students starts to fall, and their Federal Reserve paper says reasonable enrollment-drop scenarios would push annual closures higher. (educationnext.org) (federalreserve.gov) There is one twist: national enrollment is not collapsing everywhere at once. The National Student Clearinghouse Research Center reported total postsecondary enrollment rose 3.2 percent in spring 2025, with community colleges up 5.4 percent, which means the danger is concentrated in the campuses that miss the rebound. (nscresearchcenter.org) That is why the model looks at signals like revenue mix, liquidity, leverage, staff patterns, and prior signs of strain instead of just one headline number. A college with thin cash reserves and heavy tuition dependence can be vulnerable even in a year when national enrollment inches up. (federalreserve.gov) The stakes run beyond students transferring credits. Education Next notes colleges act as local anchor institutions, and communities with colleges tend to have higher educational attainment, more human-capital-intensive jobs, stronger economic mobility, and more local output. (educationnext.org) The United States still has thousands of campuses, but the system is already shrinking at the edges. The National Center for Education Statistics counted 3,542 degree-granting institutions with first-year undergraduates in 2021–22, and newer federal data releases now track fall 2024 enrollment, staffing, and fiscal 2024 finance as schools and policymakers watch for the next cracks. (nces.ed.gov 1) (nces.ed.gov 2)
