🔍 Read the full analysis: Could AI’s Rise Be Influencing Computer Science Enrollment This Fall? 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 fell at four-year, two-year and graduate programs compared with fall 2025. The figures do not establish AI as the cause: a weak entry-level job market, visa problems, the end of a hiring boom and students choosing other fields may also be contributing.
Computer and information science enrollment fell across U.S. college levels this fall, according to preliminary data released October 29 by the National Student Clearinghouse Research Center. The declines were 12.4% at four-year colleges for undergraduates, 12.3% at two-year colleges and 10.4% in graduate programs, compared with fall 2025; the report does not show that artificial intelligence caused the drop.
The declines stand out against a broadly stable enrollment picture: total college enrollment was up 0.2% in the report, undergraduate enrollment rose 0.6%, and graduate enrollment fell 1.6%. At four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2%, while business was flat. The pattern suggests students are not simply leaving technical or career-focused study, though the data alone do not explain their choices.
The figures are preliminary. The Clearinghouse report draws on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of September 24, 2026. It compares the same panel of institutions over time and reports percentage changes, not total student counts. Final figures are due in January and may differ.
The decreases extend a two-year decline. Compared with fall 2024, computer and information science enrollment was down 18.4% among undergraduates at four-year colleges, 17.5% at two-year colleges and 27.1% at the graduate level. The trajectory differs by level: the undergraduate decline accelerated this fall, while the graduate decline eased from a much steeper fall in 2025.
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
The enrollment data matter to colleges and employers because they may signal a smaller supply of future graduates, but the timing is uneven. The Computing Research Association’s 2025 Taulbee Survey, covering PhD-granting computing departments in the United States and Canada, recorded a 13% drop in new computer science majors, to 33,490. Those departments still awarded a record 41,858 bachelor’s degrees, reflecting students who began their studies several years earlier.
That lag means the current graduating pipeline can remain large even as new cohorts shrink. The source article estimates that smaller graduating classes could begin to appear around 2029; that is a projection, not a confirmed outcome. Employers planning junior hiring and students weighing study options may need to account for both a difficult near-term entry-level market and a possible later reduction in the number of graduates.
For students, the enrollment decline is not evidence that computer science has stopped offering strong career prospects. The source reports that the field still pays above average, while describing a weak entry-level market. It points to a potential value in combining coding with judgment, verification skills and knowledge of a particular industry. That is practical advice, not a guarantee of employment.
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From Enrollment Boom to Pullback
Computer science enrollment had expanded sharply before the latest declines. Final Clearinghouse figures show undergraduate enrollment at four-year colleges rising from about 499,000 in fall 2020 to about 660,000 in fall 2024. It then fell 8.1% to about 606,000 in fall 2025. Graduate enrollment in the field dropped 14.0% that year, to about 190,000.
The source article describes several possible forces behind the current retreat. It cites weak hiring for early-career software workers, visa delays and denials affecting international graduate students, and a correction after the 2021–2022 hiring boom. It also notes students may be choosing newer or alternative programs. These factors overlap in time; enrollment figures cannot identify how much each one contributes.
Job-market indicators offer reasons students may be cautious. The article reports 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 listed as entry-level. It also cites a 7.0% unemployment rate for recent computer science graduates in the latest by-major data. These measures describe a strained market, but they do not establish why students chose a particular major.
The data do not establish AI as the main cause of falling enrollment. The source cites a Stanford study finding employment among 22- to 25-year-olds in AI-exposed jobs was 19% below where it otherwise would have been. It also cites a New York Fed analysis that attributes most of the rise in young graduates’ unemployment to remote work and says the timing predates generative AI. These findings concern employment, not students’ reasons for choosing or leaving a major.
Other questions remain open. The source says about half of computer science master’s students at research universities are nonresidents and that 86% of computing departments in a spring 2026 survey reported visa delays and denials hurting their incoming graduate class. The material does not quantify how much those visa issues explain the national graduate enrollment decline. Nor does the preliminary report show whether students are switching to other computing programs that fall outside its category.
The current enrollment count could also change when the Clearinghouse publishes final numbers. Its early report is based on a portion of participating institutions, and its measure covers a broad federal category, “Computer and Information Sciences and Support Services.” The report cannot, on its own, distinguish the effects of AI, hiring conditions, immigration policy or shifts between programs.
Final Counts and Hiring Signals
The Clearinghouse is expected to release final fall 2026 enrollment figures in January 2027. Those numbers will show whether the preliminary declines hold, and may sharpen comparisons across fields and levels of study. They will still describe enrollment changes rather than prove what caused them.
In the meantime, employment and admissions data will help clarify parts of the picture. Visa outcomes and graduate program intake can shed light on the international student contribution, while future entry-level job postings and graduate employment measures can indicate whether hiring conditions are changing. For now, the best-supported conclusion is limited: computer and information science enrollment fell sharply in preliminary data, while the relative influence of AI and other factors remains unsettled.
Key Questions
How much did computer science enrollment fall this fall?
Preliminary fall 2026 figures show computer and information science enrollment down 12.4% at four-year colleges for undergraduates, 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 a program. AI-related changes in hiring may be one factor, but the source also points to visa issues, a correction after a hiring boom and shifts toward other programs.
Are students leaving technical fields generally?
The preliminary figures do not show a general retreat from technical study. At four-year colleges, engineering enrollment grew 6.1% this fall, while health professions grew 6.2%. Those comparisons do not establish why students chose those programs.
When will final enrollment numbers be available?
The Clearinghouse expects to publish final fall 2026 figures in January 2027. The preliminary results are based on reports from institutions representing 46.0% of participating schools and may change.
Source: ThorstenMeyerAI.com
