The number is 12.4 percent. That is how much undergraduate enrollment in computer and information science fell at four-year US institutions this fall, according to preliminary data the National Student Clearinghouse Research Center published on 29 October.
It is the second double-digit drop in a row, in a year when undergraduate enrollment overall grew 0.6 percent and community colleges, the only sector adding students, grew 1.2 percent. Health majors grew 6.2 percent at four-year schools and 4.3 percent at two-year schools. Computer science was not merely the weakest field in the table; it was the only popular one shrinking by a margin that would once have been called a crisis in any other department.
A second year, and a deeper one
The Clearinghouse's final fall 2025 report put four-year undergraduate computer science enrollment at about 606,000 after an 8.1 percent decline. Another 12.4 percent is roughly 75,000 students gone in a single intake, taking the level to a little over 530,000. Graduate enrollment in the field fell 10.4 percent this fall, on top of 14.0 percent last year. The two-year numbers are just as steep: down 12.3 percent.
The slide is not a September artefact. The Clearinghouse's final spring 2026 report had undergraduate computer science down 8.4 percent at four-year institutions while overall undergraduate enrollment rose 1.3 percent, and it found that computer science bachelor's students persist into a second fall at the lowest rate of the ten biggest majors, 85.0 percent, against 93.1 percent for engineering.
What the students are pricing
Here is where the story stops being about enrollment. The Bureau of Labor Statistics published its 2025-2035 projections on 27 August and put computer and mathematical occupations among the fastest-growing major groups in the economy at 7.3 percent, against 3.5 percent for all employment.
So the pipeline is contracting at double digits while the official forecast has the destination growing. Something has to give, and the case for the students is not stupid. The New York Fed's outcomes-by-major data, updated in February on 2024 census figures, shows unemployment for recent computer science graduates at 7.0 percent and computer engineering at 7.8 percent, against 4.2 percent for all majors. That is the high-unemployment end of the table, in the field that spent a decade advertising itself as recession-proof.
The rest of the same table is the argument against panic. Underemployment for computer science graduates is 19.1 percent, not 40-ish. The median early-career wage is $87,000. Read together, they say the risk sits at the door, not across the career: a computer science graduate is likelier than average to go months without a first job, and likelier still to land a real one once hired. An eighteen-year-old reading the first number and not the second is behaving rationally at the margin. A field is not doomed because its entry rung got crowded.
The counter-case
Three things keep this from being a clean AI story.
First, the decline began in fall 2025, before the current round of entry-level cuts, after a decade in which computer science outgrew almost everything else in higher education. Some of this is mean reversion.
Second, students may be changing labels. Data science and analytics programs, which barely existed before 2020, had nearly 80,000 students by fall 2025 and are still growing. Its research director, Matthew Holsapple, has said students are not stepping away from technology-focused fields but toward programs that pair technical skills with applied work.
Third, the graduate decline is not entirely a computing story. Master's enrollment fell 3.7 percent across all fields, driven by cost and by international demand that the Clearinghouse's preliminary data does not cover.
What is still unconfirmed
The Clearinghouse does not say why enrollment fell. Its report gives the change and no cause; the AI explanation is the press's, and the organisation's researchers have described it as one plausible reading rather than a finding. These figures are preliminary and will be revised in the final report in January. International students are excluded from the preliminary cut entirely, so a visa-driven drop could still be hiding inside the number.
What would settle it is the January final report and the first hiring data for the 2027 graduating class. If entry-level hiring recovers and enrollment does not, the field has lost a cohort's worth of students to a forecast error. If it does not recover, the Bureau of Labor Statistics will have to revise a projection that currently says the opposite. Either way the smaller cohort graduates around 2030, about when the industry is expected to complain that it cannot find juniors again.
This post will be updated when the final fall enrollment report lands in January, and when the projections are next revised.
Sources
- National Student Clearinghouse Research Center, Preliminary Fall Enrollment Trends, 29 October 2026
- National Student Clearinghouse, Computer Science Enrollment Is Cooling (spring 2026 data)
- National Student Clearinghouse, The Changing Landscape of Postsecondary Education (final fall 2025)
- BLS, Employment Projections 2025-2035, 27 August 2026
- BLS, Artificial Intelligence impacts on employment projections
- Federal Reserve Bank of New York, The Labor Market for Recent College Graduates
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