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TL;DR
Preliminary fall 2026 data show computer and information science enrollment down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. The figures confirm a sharp decline, but do not show that AI caused it; a weak entry-level job market, visa issues and the field’s earlier enrollment boom may also contribute.
Computer and information science enrollment fell sharply across U.S. colleges in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, with declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. The figures document a retreat from the field, but do not establish that artificial intelligence is the main reason students are choosing other programs.
The report measures year-over-year changes at participating institutions, comparing the same panel of schools. It is an early snapshot based on 7.92 million enrollments reported by institutions representing 46% of participants as of September 24. The Clearinghouse expects to release final fall figures in January 2027, and says the early estimates can change.
The declines followed decreases the year before. Across two years, computer and information science enrollment was down 18.4% among undergraduates at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs. The undergraduate decline accelerated in the latest year, while the graduate decline eased from the previous year’s 18.6% drop.
The downturn is not shared by every large field. At four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2% this fall; business was flat. Overall college enrollment was up 0.2%, according to the early report. The pattern points to a decline concentrated in computer science rather than a broad move away from college or technical study.
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 Computing
If the preliminary pattern persists, colleges could send fewer computer science graduates into the labor market in coming years. The timing matters: departments are still graduating students who enrolled during the earlier expansion, even as new student numbers fall. The Computing Research Association’s 2025 Taulbee Survey, covering computing departments that grant PhDs in the United States and Canada, reported 13% fewer new computer science majors, while the departments awarded a record 41,858 bachelor’s degrees. Those figures describe different points in the pipeline, not a contradiction: new enrollments can fall before degree totals do.
For employers, a smaller future supply could make it harder to fill some roles if demand holds up. For students and families, the figures are a reason to examine job prospects and program choices, not proof that computer science has stopped being a viable career. The source report says the field still pays well above average, while advising students to pair coding with judgment, verification and knowledge of a particular domain.
The near-term issue is the entry-level market. The source material cites an Indeed software development postings index of about 81, with February 2020 set to 100, and says entry-level roles made up 4.5% of software development postings in early 2026. It also cites a 7.0% unemployment rate for recent computer science graduates in the latest available by-major data. These measures suggest a difficult environment, though they do not explain how much of the enrollment drop comes from employment concerns.
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From Enrollment Boom to Pullback
Computer science enrollment rose substantially before the current declines. Final Clearinghouse figures cited in the source show four-year undergraduate enrollment in the field increasing from about 499,000 in fall 2020 to roughly 660,000 in fall 2024, before falling 8.1% in fall 2025 to about 606,000. Graduate enrollment fell 14.0% in fall 2025, to about 190,000.
The source’s author estimates that, if the preliminary 12.4% decline held in the final count, four-year undergraduate enrollment could approach 530,000—near its 2021 level. That is a rough calculation combining a preliminary rate with earlier final counts, not an official forecast. It illustrates the scale of the possible reversal but should not be treated as a confirmed total.
AI is one possible part of the explanation. Bloomberg’s coverage of the enrollment data linked AI to reduced hiring for some entry-level coding work. A Stanford study cited in the source found employment among 22- to 25-year-olds in jobs exposed to AI was 19% below where it otherwise would have been. That finding concerns employment in AI-exposed jobs; it does not directly measure why students chose a major. The source also cites a New York Fed analysis that attributes much of the rise in young graduates’ unemployment to remote work, with a timeline that began before generative AI became widespread.
Other pressures may also matter. The source reports that about half of computer science master’s students at research universities are international students, and that 86% of computing departments in a spring 2026 survey said visa delays and denials had harmed their incoming graduate class. Visa disruptions could help explain the especially large two-year graduate decline, but the enrollment figures themselves do not identify students’ reasons for leaving or not enrolling.
What the Enrollment Figures Cannot Explain
The early figures show where enrollment changed, not why individual students made their choices. They cannot establish whether AI, hiring conditions, visa delays, the correction after the 2021–2022 hiring boom, remote work or the growth of newer programs caused the declines, or how much each factor contributed. These influences may overlap, and the available figures do not isolate their effects.
The data are also preliminary and cover less than half of participating institutions at the reporting cutoff. Final counts could differ when the Clearinghouse publishes its January 2027 report. The job-market indicators cited in the source describe related conditions, but they cover different populations and measures; they do not prove a direct link between job postings or graduate unemployment and this fall’s enrollment choices.
Final Counts and Hiring Signals
The next major data point is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary declines persist after fuller reporting. Researchers and colleges will also be able to compare new-student enrollment with degree completions, which respond more slowly to changing demand.
For employers, the source argues that the current record of graduating classes may be followed by smaller cohorts from about 2029 if enrollment remains low. That timing is an estimate, not a settled forecast. The coming years’ hiring data, visa outcomes and student enrollment patterns should help clarify whether the decline continues and which pressures are most closely associated with it.
Key Questions
How much did computer science enrollment fall?
The preliminary fall 2026 figures show year-over-year declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs. Across two years, the reported declines are 18.4%, 17.5% and 27.1%, respectively.
Do the data prove AI caused the decline?
No. The Clearinghouse figures measure enrollment changes, not students’ reasons for choosing a program. AI-related changes in entry-level hiring may be one factor, but the source also points to visa issues, a weak job market, remote work, the earlier hiring boom and shifts toward newer programs.
Are students turning away from all technical fields?
The early data do not show a broad retreat from technical study. At four-year colleges, engineering enrollment rose 6.1% this fall, while health professions rose 6.2%.
When will final enrollment figures be available?
The National Student Clearinghouse Research Center expects to publish final fall 2026 figures in January 2027. The October release is preliminary and based on reports from institutions representing 46% of participants as of September 24.
Source: ThorstenMeyerAI.com
