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TL;DR
Preliminary fall 2026 figures 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 from a year earlier. Weak entry-level hiring and visa difficulties are among the possible factors; the data do not show that AI caused the decline.
Computer and information science enrollment fell across college levels in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, including a 12.4% year-over-year drop at four-year colleges. The figures mark a sharp retreat in a field associated with technology careers, but they do not establish that artificial intelligence caused students to change course.
The report found enrollment down 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. Over two years, the declines were 18.4% at four-year colleges, 17.5% at two-year colleges and 27.1% at the graduate level. The undergraduate decline accelerated from the prior year, while the graduate decline eased from a much steeper fall.
The figures are preliminary, based on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of September 24. The Clearinghouse compares the same panel of institutions across years. Its report says the results describe percentage changes, not total enrollment counts; final figures are due in January 2027 and may differ.
The decline was not shared by every field. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% this fall, while business was flat. Overall enrollment across higher education edged up 0.2%. Those comparisons suggest students are not simply leaving college or technical study, though they do not explain why computer science enrollment fell.
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 Employers
If the trend continues, it could affect the supply of new graduates entering technology jobs in coming years. The enrollment figures do not translate directly into future hiring numbers: students may change majors, leave programs, or enter the workforce through other routes. Still, the scale and breadth of the reported declines give employers and universities a reason to watch the next cohorts closely.
The job market offers a plausible reason for students to reconsider the field, but it is not proof of what motivated them. Indeed’s software development postings index was about 81, with February 2020 set at 100, and only 4.5% of software development postings in early 2026 were classified as entry-level. Recent computer science graduates had a 7.0% unemployment rate in the latest figures cited in the source material. These indicators describe a difficult entry-level market, not the cause of the enrollment change.
For students and families, the report is a signal to look beyond broad claims that coding guarantees a job. It does not show that computer science has stopped being valuable or that graduates cannot find work. The figures say nothing about individual outcomes, program quality, pay, or the demand for particular skills.
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A Boom Before the Recent Decline
The enrollment drop follows several years of growth. Final Clearinghouse data cited in the source show undergraduate computer science enrollment at four-year colleges rising from about 499,000 in fall 2020 to about 660,000 in fall 2024, before falling 8.1% to about 606,000 in fall 2025. Graduate enrollment fell 14.0% in fall 2025, to about 190,000.
A separate Computing Research Association survey of PhD-granting computing departments in the United States and Canada found that new computer science majors fell 13% to 33,490 in 2025. Those departments awarded a record 41,858 bachelor’s degrees, reflecting students who had enrolled in earlier years. The contrast illustrates why enrollment changes take time to show up in graduation totals and the labor market.
AI is one proposed explanation, but other developments overlap with the decline. The source cites visa delays and denials affecting international graduate recruitment, as well as a slowdown after the 2021–22 technology hiring boom. It also reports competing research on remote work and young graduates’ unemployment. These factors may affect different groups and program levels in different ways.
The Cause Is Not Established
The Clearinghouse report measures enrollment, not students’ reasons for choosing or leaving a program. It cannot determine how much of the decline is linked to AI, weak hiring, visa barriers, the post-boom correction, or other influences. Several factors are occurring at once, and the sharper graduate decline has a different recent pattern from the undergraduate fall.
The source cites a Stanford study finding employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been. It also describes a New York Fed analysis that attributes most of the rise in young graduates’ unemployment to remote work and notes that its timing predates generative AI. Those findings concern employment and competing explanations; neither establishes why students enrolled in fewer computer science programs.
The enrollment report is also an early estimate drawn from a partial set of institutions. Final counts could change in January. The available material does not provide a confirmed, student-level account of whether applicants are switching to other majors, delaying college, or responding to job prospects.
Final Counts Due in January
The next direct check on the enrollment trend is the Clearinghouse’s final fall 2026 data, expected in January 2027. Those results will show whether the preliminary declines hold after the reporting panel is more complete. Subsequent enrollment and graduation data will help establish whether the drop persists and when it may affect the number of new graduates.
Universities and employers may also watch program choices and entry-level hiring for signs of how the pipeline is changing. The source material argues that companies should redesign junior roles rather than simply remove them, but that is a recommendation, not an announced policy or a confirmed response from employers. For now, the central confirmed development is the enrollment decline; its causes and longer-term effect remain open.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 enrollment was down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025.
Does the report show that AI caused the decline?
No. The Clearinghouse measured enrollment changes, not students’ reasons for choosing a program. AI is one proposed factor, alongside labor-market conditions, visa issues and other possible influences.
Are students leaving technical fields overall?
The report does not show a broad retreat from technical study. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% in fall 2026. These comparisons do not identify why students chose those fields.
When will final enrollment figures be available?
The National Student Clearinghouse Research Center says final fall 2026 figures are expected in January 2027. The current figures are preliminary and may change.
Source: ThorstenMeyerAI.com
