🔍 Read the full analysis: A 12.4% Fall In Computer Science Enrollment: What Students May Be Weighing on ThorstenMeyerAI.com
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TL;DR
Preliminary fall 2026 data from the National Student Clearinghouse Research Center 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 year over year. A weak entry-level job market and visa difficulties are documented pressures, but the data do not establish that AI caused the decline.
Computer and information science enrollment fell across college levels in preliminary fall 2026 figures released October 29 by the National Student Clearinghouse Research Center, including a 12.4% year-over-year decline at four-year colleges. The figures point to a retreat from the field as students face a weak entry-level software job market, but they do not show why students changed course or establish that artificial intelligence is the main cause.
The report recorded declines of 12.4% among undergraduates at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs, compared with fall 2025. Over two years, the declines were 18.4%, 17.5% and 27.1%, respectively. The category is the federal classification “Computer and Information Sciences and Support Services,” which covers more than computer science alone.
The figures are an early read, not a final count. The report draws on 7.92 million enrollments from institutions representing 46.0% of participating schools, based on data submitted by September 24. The Clearinghouse compares the same panel of institutions across years and reports percentage changes rather than total enrollment. Final fall 2026 figures are due in January 2027 and could differ.
The decline is not shared by all fields. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% this fall, while business was flat. Across all fields, undergraduate enrollment grew 0.6% and total enrollment increased 0.2%; graduate enrollment fell 1.6%. Those comparisons show that the computer and information science drop is sharper than the overall pattern, while students continue to enter other technical and career-focused programs.
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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Students Face a Weaker Entry-Level Market
The figures matter to students choosing degrees, employers planning hiring and colleges deciding how to staff programs. The reported declines suggest that the pool of students entering computer and information science programs may shrink, though enrollment changes take time to affect the number of graduates available to employers.
There are signs that prospective students may be weighing job prospects. 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 listed as entry-level. The latest available by-major data put recent computer science graduates’ unemployment rate at 7.0%. These measures describe a challenging market, but they do not prove that job conditions caused the enrollment drop.
AI is one possible part of students’ calculation, not a confirmed explanation for the figures. A Stanford study cited in the source material found employment among 22- to 25-year-olds in AI-exposed jobs was 19% below where it otherwise would have been. That finding concerns employment in exposed jobs; it does not directly measure student decisions or establish that AI accounts for the enrollment decline. For students and career switchers, the data also do not mean computer science has stopped paying well above average: they point to uncertainty around entry-level routes into the field.
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A Boom Preceded the Enrollment Drop
The fall follows several years of growth in undergraduate computer science enrollment. Final Clearinghouse figures show enrollment at four-year colleges rising from about 499,000 in fall 2020 to 660,000 in fall 2024, before falling 8.1% to about 606,000 in fall 2025. Graduate enrollment in the field fell 14.0% in fall 2025, to about 190,000.
The Computing Research Association’s 2025 Taulbee Survey, covering PhD-granting computing departments in the United States and Canada, also found new computer science majors down 13% to 33,490. Those departments nevertheless awarded a record 41,858 bachelor’s degrees, reflecting students who had enrolled years earlier. The difference highlights why current enrollment is not the same as the number of graduates entering the job market now.
The source material also points to international student access as a possible factor in graduate enrollment. At research universities, about half of computer science master’s students are nonresidents, and a spring 2026 survey found that 86% of computing departments said visa delays and denials had hurt their incoming graduate class. This evidence is relevant to graduate programs, but it does not account for the separate undergraduate declines.
Causes Differ Across Student Groups
The preliminary report measures enrollment changes, not students’ reasons for choosing or leaving a program. It cannot separate the effects of AI, hiring conditions, visa policy, the correction after the 2021–2022 technology hiring boom, remote work or students choosing newer programs.
The graduate decline may have a different mix of causes from the undergraduate decline. The source material cites visa difficulties and the high share of nonresident master’s students at research universities, while undergraduate enrollment is falling at both four-year and two-year institutions. A cited New York Fed analysis attributes most of the rise in young graduates’ unemployment to remote work and says the timing predates generative AI; that analysis concerns unemployment, not the current enrollment decision. The final enrollment figures and further evidence on student motivations are still pending.
Final Counts Arrive in January
The Clearinghouse is expected to publish final fall 2026 enrollment figures in January 2027. Those counts will show whether the preliminary declines persist and provide a firmer basis for comparisons across institutions and program levels.
In the meantime, employers and colleges will be watching whether falling enrollment translates into smaller graduating classes in coming years. The source material estimates that the effect on graduating cohorts would become more visible from about 2029, while current graduates still reflect earlier years of enrollment growth. Employers may also face decisions about how to train junior staff as entry-level postings remain scarce. The available data do not yet show what hiring plans companies will adopt or how students will respond as the market changes.
Key Questions
How much did computer and information science enrollment fall?
In preliminary fall 2026 data, enrollment fell 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025.
Are these final enrollment figures?
No. The report is based on early submissions covering 46.0% of participating institutions. The National Student Clearinghouse Research Center expects final figures in January 2027, and the results may change.
Did AI cause the decline?
The data do not establish a cause. AI may affect some job prospects, but the enrollment report does not measure students’ reasons. Hiring conditions, visa difficulties and other changes may also contribute.
Are students leaving technical fields overall?
The figures do not indicate a broad retreat from technical study. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% in fall 2026, even as computer and information science enrollment declined.
When could the enrollment decline affect the number of graduates?
Enrollment changes take time to flow through to graduation totals. The source material suggests smaller graduating classes may become more apparent from about 2029, but that is an estimate, not a confirmed forecast.
Source: ThorstenMeyerAI.com
