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TL;DR
Preliminary National Student Clearinghouse data show computer and information science enrollment fell 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs this fall. The declines coincide with a weak entry-level software job market, but the available evidence does not show that AI is the main cause; visa constraints and post-boom enrollment changes may also be contributing.
Computer and information science enrollment fell at every college level in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, as students face a weaker entry-level software job market and debate over AI’s effect on coding work. The figures show a sharp decline, but do not establish that AI caused it.
Compared with fall 2025, enrollment was down 12.4% among undergraduates at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs. Across two years, the reported declines reached 18.4%, 17.5% and 27.1%, respectively. The undergraduate declines accelerated from the prior year, while the graduate decline slowed after a steeper fall in 2025.
The report is an early estimate based on 7.92 million enrollments reported by 46.0% of participating institutions as of September 24. The Clearinghouse compares the same group of schools across years; it does not report a complete final count. Final figures are due in January 2027 and may differ.
Other fields did not show the same pattern at four-year colleges: engineering enrollment rose 6.1% and health professions rose 6.2%, while business enrollment was flat. The figures point to a retreat from computer science, not a general decline in technical or career-oriented 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 software employers
The decline matters to students weighing tuition and career prospects, and to employers planning how to recruit and train technical workers. The current graduate and undergraduate enrollment numbers do not immediately translate into fewer graduates: students in programs now may have enrolled years ago. A separate survey of PhD-granting computing departments in the United States and Canada found a record 41,858 computer science bachelor’s degrees awarded in 2025 even as new majors fell 13% to 33,490. Degree totals can lag changes in new enrollment.
If the enrollment downturn persists, employers could see smaller graduating classes in coming years. The source analysis estimates that the effect could begin to show around 2029, but that is a projection, not a confirmed outcome. Companies that remove junior positions may also reduce the entry points through which new workers gain experience. For students, the evidence supports taking job-market conditions seriously without treating a single year’s preliminary enrollment estimate as proof that a computer science degree has lost its value.
Computer science remains a field with above-average pay, according to the source article, although it does not provide a specific wage figure. The practical question is increasingly how students combine programming with verification, judgment and knowledge of a particular industry—skills relevant when software tools can generate code but people still have to assess whether it works and fits a real need.
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A boom preceded the enrollment drop
Computer science enrollment climbed rapidly before falling. At four-year colleges, final Clearinghouse figures put undergraduate enrollment at about 499,000 in fall 2020, rising to roughly 660,000 in fall 2024. It then dropped 8.1% in fall 2025, to about 606,000. Graduate enrollment fell 14.0% that year, to about 190,000.
The source article’s rough calculation suggests that, if the preliminary 12.4% decline held in the final count, four-year undergraduate enrollment could approach its 2021 level. That calculation combines a preliminary rate with prior final totals and is an illustration, not a forecast. The report also records a broad labor-market shift: the post-2021 hiring boom has cooled, and students may be responding to fewer visible opportunities as well as to headlines about AI.
Some of the graduate decline may have a different explanation from the undergraduate trend. The article reports that about half of computer science master’s students at research universities are international students. In a spring 2026 survey cited by the article, 86% of computing departments said visa delays or denials had hurt incoming graduate enrollment. That finding is a survey response, not a measure of how much of the national decline visas account for.
What the figures cannot establish
The enrollment report tracks where students are enrolled; it does not ask why they chose a different field or measure AI’s direct influence on those choices. The available evidence therefore cannot isolate AI from other possible causes, including a correction after years of rapid growth, visa barriers for international students, changes in remote work and competition from newer or differently named programs.
Labor-market indicators point to real pressure on early-career applicants. The source article cites an Indeed software development postings index of about 81, with February 2020 set to 100, and says 4.5% of software development postings in early 2026 were entry-level. It also reports a 7.0% unemployment rate for recent computer science graduates in the latest by-major data. These measures describe different aspects of the market and do not, by themselves, show that AI caused the weakness.
A Stanford study cited in the source found employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it would otherwise have been. A New York Fed analysis, also cited, attributed most of the rise in young graduates’ unemployment to remote work and found that the timing preceded generative AI. The studies address related but not identical questions; the evidence presented does not settle how much AI contributes to the computer science enrollment decline.
Final counts and hiring trends
The Clearinghouse’s final fall 2026 enrollment figures are expected in January 2027. Those totals will show whether the preliminary declines hold, but they will not by themselves explain students’ decisions. Further enrollment data, visa outcomes and job-market measures will be needed to distinguish among the possible causes.
For now, the confirmed development is a steep preliminary drop in computer and information science enrollment alongside a difficult entry-level software market. Whether AI is the leading reason remains unresolved. Employers, students and career advisers will be watching both the finalized enrollment numbers and whether entry-level hiring improves.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 figures 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.
Does the report prove AI is driving students away?
No. The report measures enrollment changes, not students’ reasons for choosing or leaving a program. AI-related job concerns may be one factor, but the figures do not establish it as the main cause.
Are students turning away from all technical fields?
No. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% in the preliminary fall 2026 data. The declines were concentrated in computer and information science.
When will final enrollment figures be available?
The National Student Clearinghouse Research Center expects to release final fall 2026 figures in January 2027. The preliminary estimates may change.
Is computer science still a viable career choice?
The enrollment report does not determine the value of a degree or predict an individual graduate’s prospects. The source article says computer science still pays above average, while the cited job indicators show that entry-level hiring is currently weak.
Source: ThorstenMeyerAI.com
