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TL;DR
Preliminary National Student Clearinghouse data show computer and information science enrollment fell this fall at four-year, two-year and graduate programs. The decline coincides with a weak entry-level software job market, but the data do not establish AI as its cause; visa problems, post-boom hiring changes and other factors may also be involved.
Computer and information science enrollment fell this fall at four-year colleges, two-year colleges and graduate programs, according to preliminary data released October 29 by the National Student Clearinghouse Research Center. The declines come as students face a weak entry-level software job market and debate grows over AI’s effect on hiring, but the enrollment figures do not establish AI as the main cause.
The report recorded a 12.4% decline in undergraduate enrollment at four-year colleges compared with fall 2025, alongside a 12.3% decline at two-year colleges and a 10.4% drop in graduate programs. Across two years, enrollment was down 18.4% at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs. The federal program category covers computer and information sciences and support services.
The figures are preliminary. They are based on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of September 24. The Clearinghouse compared the same panel of institutions across years and reported percentage changes, not total enrollment counts. Final figures are due in January 2027 and could differ.
The decline is not mirrored across all technical fields. At four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2% this fall, while business enrollment was flat. The pattern suggests students are still choosing technical and career-focused study, even as fewer enroll in computer science.
Infographic 01 · The turn
Computer science is down at every level, while engineering and health grow
Early fall 2026 data from 46% of U.S. institutions. Percentage changes for the same panel of schools; final figures follow in January 2027.
Every level is down
Change in enrollment versus the prior fall. The undergraduate drop is speeding up, the graduate drop is slowing after a steep first year.
Undergraduate, 4-year
Undergraduate, 2-year
Graduate
Same 4-year colleges, other fields
Undergraduate enrollment change, fall 2026 vs. fall 2025. Students are leaving one field, not technical study.
- Computer & information science−12.4%
- Liberal arts & humanities−4.5%
- Visual & performing arts−4.2%
- Business+0.1%
- Biology+3.8%
- Engineering+6.1%
- Health professions+6.2%
Source: National Student Clearinghouse, Preliminary Fall Enrollment Trends, 29 Oct 2026 (dashboard Figure 3.5; prior-year values from the same panel). Unweighted, preliminary, subject to revision. Field names shortened. For scale: undergraduate computer science at 4-year colleges grew from about 499,000 (2020) to about 660,000 (2024), then fell 8.1% to about 606,000 in fall 2025 (NSC Final Fall Enrollment Trends 2025).
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A Smaller Pipeline for Tech Hiring
The enrollment numbers matter to students weighing a degree and to employers planning for future hiring. If the declines persist, fewer graduates could enter the computing workforce in coming years. The impact would not be immediate: current graduating classes reflect students who enrolled years earlier, and the Computing Research Association’s 2025 survey of PhD-granting departments in the United States and Canada reported a record 41,858 computer science bachelor’s degrees even as new majors fell 13% to 33,490.
For students, the figures do not show that a computer science degree has stopped paying off. The source report says the field still offers above-average pay, while also describing a difficult entry-level market. That combination may push students to weigh the costs and risks more carefully, or to look at engineering and other fields. Enrollment alone cannot show how individual students are making those choices or what careers they will pursue.
For companies, a smaller future graduate pool would make it more consequential to retain and develop junior staff. The source argues that employers should redesign early-career roles rather than eliminate them, but that is a recommendation, not a finding in the Clearinghouse data. Whether companies change hiring practices remains to be seen.
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The Hiring Boom and Its Reversal
Computer science enrollment expanded sharply before the recent decline. Final Clearinghouse figures cited in the source show four-year undergraduate enrollment rising from about 499,000 in fall 2020 to about 660,000 in fall 2024, before dropping 8.1% in fall 2025 to about 606,000. Graduate enrollment fell 14.0% in fall 2025, to about 190,000. That earlier growth helps explain why a pullback can coexist with large graduating classes.
The source also describes a difficult software job market. Indeed’s software development postings index stood at about 81, with February 2020 set at 100, and 4.5% of software development postings in early 2026 were classified as entry-level. The latest by-major figures cited in the source put unemployment among recent computer science graduates at 7.0%. These indicators offer reasons students may be cautious, but they do not measure what caused the enrollment decline.
AI is one proposed explanation. A Stanford study cited by the source found employment among 22- to 25-year-olds in AI-exposed jobs was 19% below an estimate of where it otherwise would have been. The source also cites a New York Fed analysis that attributes much of the increase in young graduates’ unemployment to remote work and says the timing predates generative AI. Graduate enrollment may have a separate pressure: in a spring 2026 survey, 86% of computing departments said visa delays and denials hurt incoming graduate classes; the source says about half of computer science master’s students at research universities are nonresidents.
What the Enrollment Data Cannot Explain
The early enrollment figures show where enrollment changed, not why. They do not identify how much of the decline is connected to AI, the software hiring slowdown, visa delays, the end of the hiring boom or students switching to newer programs. Several factors could be operating at once, and the different patterns in undergraduate and graduate enrollment point to more than one possible influence.
The labor-market evidence also has limits. A decline in job postings, a small share of entry-level listings and higher unemployment among recent graduates describe conditions, but do not prove that AI caused them. The cited Stanford result concerns employment in AI-exposed jobs, while the New York Fed analysis offers a different explanation for young graduates’ unemployment. Their findings do not directly explain the Clearinghouse enrollment figures.
Nor are the enrollment numbers final. The report draws on a partial set of institutions, and the Clearinghouse says the January 2027 figures may differ. The source’s rough estimate that four-year undergraduate enrollment could approach its 2021 level if the preliminary decline held is an extrapolation, not an official forecast.
Final Counts and Hiring Signals
The next direct check on the enrollment story will be the Clearinghouse’s final fall 2026 figures, expected in January 2027. Those results will show whether the preliminary declines hold across a fuller set of institutions and provide a firmer basis for comparisons with prior years.
In the meantime, students and employers will be watching job postings, graduate employment and college program choices for signs of whether the downturn is continuing. Future enrollment data can clarify the scale of the pipeline change, but identifying AI’s contribution will require evidence that separates it from hiring cycles, visa-related barriers and other shifts. For now, the confirmed picture is a broad computer science enrollment decline alongside a difficult entry-level market; the cause and longer-term effect remain unsettled.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 data show declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025.
Do the data show that AI caused the enrollment drop?
No. The Clearinghouse report measures enrollment changes, not their causes. AI-related job concerns may be one factor, but hiring conditions, visa delays and other influences are also cited.
Are students leaving technical fields generally?
The figures do not show a broad retreat from technical study. At four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2% this fall.
When will final enrollment numbers be available?
The Clearinghouse expects to release final fall 2026 enrollment figures in January 2027. The preliminary results may change.
Source: ThorstenMeyerAI.com
