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TL;DR
Early 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 from a year earlier. The figures establish a sharp decline, not its cause: a weaker entry-level job market, visa difficulties and post-boom enrollment shifts may also be factors, and final enrollment counts are due in January 2027.
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: 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. The figures arrive as students weigh a weak entry-level software job market and rapid advances in artificial intelligence, but they do not establish that AI caused the decline.
The declines were larger than those reported for other major fields in the same data. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2%; business was flat. That pattern suggests students are not simply abandoning technical or career-focused education, though the figures alone cannot show why they chose one program over another.
The drop also follows a rapid rise in computer science enrollment. Final Clearinghouse data showed four-year undergraduate enrollment in the field growing from about 499,000 in fall 2020 to about 660,000 in fall 2024, before falling 8.1% in fall 2025 to about 606,000. The latest preliminary year-over-year decline is larger, but it should not be treated as a final count.
The Clearinghouse report is an early snapshot based on 7.92 million enrollments reported by 46.0% of participating institutions as of September 24, 2026. It compares the same panel of schools across three years and reports percentage changes. The organization says final figures will be published in January 2027 and may differ.
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 Meets a Weak Job Market
The enrollment contraction matters to colleges and employers because it could reduce the number of new graduates entering computing roles in coming years. The effect will not be immediate: departments are still graduating students who enrolled during the earlier surge. A Computing Research Association survey of PhD-granting computing departments in the United States and Canada recorded 41,858 computer science bachelor’s degrees in 2025, a record, even as new computer science majors fell 13% to 33,490.
Students are making these choices against a difficult early-career backdrop. The source material reports that Indeed’s software development postings index stood at about 81, with February 2020 set to 100, and that 4.5% of software development postings in early 2026 were entry-level. It also cites a 7.0% unemployment rate for recent computer science graduates in the latest by-major data. Those measures help explain why prospective students may be cautious, but they do not prove that job prospects caused the enrollment decline.
For employers, fewer incoming students could eventually tighten the supply of junior talent, even as companies change how they use software teams and AI tools. For students and career switchers, the figures point to a changing market rather than a settled verdict on the value of a computing degree. The source argues that computer science still pays above average and recommends pairing coding ability with judgment, verification and knowledge of a particular field; those are recommendations, not findings from the enrollment report.
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The Enrollment Boom Is Reversing
The year-over-year pattern differs by level. At four-year colleges, undergraduate computer science enrollment fell 6.9% in fall 2025 and 12.4% in fall 2026. At two-year colleges, it declined 5.9% and then 12.3%. Graduate enrollment fell 18.6% in the first year and 10.4% in the second. Over two years, the reported drops are 18.4% at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs. The slower graduate decline after a steeper first year suggests the trend is not identical across student groups.
Several explanations are in play. AI is one: a Stanford study cited in the source found employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been. That result concerns employment in exposed jobs; it does not establish that AI accounts for the enrollment change. The source also cites a New York Fed analysis that attributes most of the rise in young graduates’ unemployment to remote work, with timing that predates generative AI.
International student access may also help explain the graduate figures. The source says nonresidents make up about half of computer science master’s students at research universities and that 86% of computing departments in a spring 2026 survey reported visa delays and denials had hurt their incoming graduate class. These are separate indicators, not proof of how much visa issues contributed to the national enrollment decline. The recent hiring boom and its subsequent slowdown, along with students choosing other programs, are additional possible influences.
The Data Do Not Identify a Cause
The enrollment report records where enrollment changed, not why students made their decisions. It cannot separate the effects of AI, software hiring conditions, visa constraints, the earlier enrollment boom or shifts to other degree programs. The claim that AI is a major cause remains an interpretation, not a finding established by these figures.
The numbers are also preliminary and based on less than half of participating institutions’ reported enrollments as of September 24. The Clearinghouse expects final figures in January 2027; the reported rates could change. The source’s rough estimate that four-year undergraduate enrollment might approach its 2021 level if the preliminary decline held is explicitly an order-of-magnitude calculation, not a forecast.
It is not yet clear whether the decline will continue, how it will vary by institution or student background, or how much smaller incoming classes will affect future graduate and workforce totals. The record number of degrees awarded in 2025 reflects students who started earlier and does not resolve those questions.
Final Counts Arrive in January
The next direct check on the enrollment figures is the Clearinghouse’s final fall 2026 report, expected in January 2027. It will show whether the preliminary declines hold as more institution data are included. Subsequent enrollment releases and department surveys can indicate whether new-student numbers continue to fall and whether the pattern differs between undergraduate and graduate programs.
Meanwhile, job-posting and graduate employment data will help describe the market students face, but they will not by themselves establish what drove enrollment decisions. The near-term picture is a sharp, broad decline in computer science enrollment alongside a weak early-career software market; how much AI, visa access and other factors contributed remains unsettled.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 data show enrollment 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 report measures enrollment changes, not students’ reasons for choosing or leaving programs. AI-related changes in employment may be one factor, but the available figures do not establish it as the main cause.
Are students leaving technical education overall?
The reported pattern does not point to a broad decline across all technical or career-focused programs. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% in fall 2026, while computer and information science enrollment fell.
When will final fall 2026 enrollment numbers be available?
The National Student Clearinghouse Research Center expects to publish final figures in January 2027. The current results are preliminary and could change.
Source: ThorstenMeyerAI.com
