🔍 Read the full analysis: Computer Science Enrollment Is Down 12.4%. Are Students Looking Ahead To AI? on ThorstenMeyerAI.com
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TL;DR
The National Student Clearinghouse Research Center’s preliminary fall 2026 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 from a year earlier. The figures show a sharp, broad decline, but do not establish AI as its main cause; a weak entry-level job market, visa disruptions and other shifts may also be contributing.
Computer and information science enrollment fell across U.S. colleges in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, with year-over-year declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs. The figures arrive amid a weak entry-level software jobs market and concerns about AI, but they do not show that AI caused students to change fields.
The Clearinghouse report compares enrollment at the same panel of institutions over time. Its early fall snapshot draws on 7.92 million enrollments reported by institutions representing 46.0% of participants as of September 24. The field is listed in the federal classification as “Computer and Information Sciences and Support Services.” The data are preliminary, and final counts are due in January 2027.
The declines follow a further fall in the previous year. At four-year colleges, undergraduate enrollment in the field was down 6.9% in fall 2025 and 12.4% this fall, a cumulative decline of 18.4% over two years. Two-year undergraduate enrollment fell 17.5% over that period. Graduate enrollment was down 27.1% over two years, although its year-over-year drop eased from 18.6% to 10.4%.
The wider enrollment picture was less severe: total college enrollment rose 0.2%, while undergraduate enrollment rose 0.6%. Other large fields also moved in a different direction. At four-year colleges, engineering enrollment increased 6.1% and health professions rose 6.2% this fall. That suggests the decline is concentrated in computer science, rather than reflecting a general retreat from technical or career-oriented study.
Job-market measures offer one reason students may be reassessing the field. According to the source material, Indeed’s software development postings index stood at about 81, with February 2020 set to 100; only 4.5% of software development listings in early 2026 were entry-level. The latest cited by-major figures put unemployment among recent computer science graduates at 7.0%. Those measures describe pressure in the market, but do not establish why individual students enrolled or chose another major.
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 Hiring Strain
The enrollment drop matters to both employers and students because college choices shape the supply of new graduates, but the effect on hiring will lag. The source report says computer science departments covered by the Computing Research Association’s 2025 Taulbee Survey recorded 13% fewer new majors, even as they awarded a record 41,858 bachelor’s degrees. Degrees reflect students who started earlier, so current graduates do not yet show the full effect of fewer incoming students.
If the lower enrollment persists, companies may see smaller graduating classes in coming years. The source argues that employers should consider redesigning junior roles rather than removing them, especially as AI changes coding work. For students and career changers, the available figures point to a difficult entry-level market, not proof that computer science has lost its value: the source says the field still pays above average. Skills in coding paired with judgment, verification and knowledge of a specific domain may help graduates adapt, though the enrollment data do not measure the payoff of those skills.
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A Boom Before the Enrollment Drop
The fall follows rapid growth in computer science enrollment. Final Clearinghouse figures cited in the source show four-year undergraduate enrollment rising from about 499,000 in 2020 to about 660,000 in 2024, before dropping 8.1% in 2025 to roughly 606,000. Graduate enrollment in the field fell 14.0% in fall 2025, to about 190,000.
The source makes a rough calculation that applying this fall’s preliminary 12.4% decline to the final 2025 undergraduate count would put enrollment near 530,000, close to the 2021 level. That is not an official projection: it combines a preliminary rate with a past final count, and the final 2026 figures may differ.
The causes may vary by program and student group. The source cites a spring 2026 survey in which 86% of computing departments said visa delays and denials hurt their incoming graduate class. It also notes that about half of computer science master’s students at research universities are nonresidents. These details suggest that international enrollment may help explain the graduate decline, while they do not account for the full undergraduate trend.
AI is another proposed explanation, but the evidence cited is not conclusive about enrollment decisions. A Stanford study described 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 there, attributed most of the rise in unemployment among young graduates to remote work and found that the timing preceded generative AI. The findings concern employment and do not directly show why students chose majors.
“That stability doesn’t tell the whole story.”
— Matthew Holsapple, the Clearinghouse’s senior director of research
What the Enrollment Data Cannot Explain
The preliminary figures show where enrollment fell, not why students made their choices. They cannot establish whether AI-related job concerns, visa disruptions, the correction after the 2021–2022 hiring boom, remote work, or a shift toward newer programs caused the change—or how much each factor contributed. These explanations may overlap and differ between undergraduate and graduate programs.
The figures may also change when the Clearinghouse publishes its final fall 2026 data in January 2027. The report’s sample covers 46.0% of participating institutions as of September 24, and the source does not provide evidence that links individual students’ decisions directly to AI or employment prospects. It is also unclear whether the lower new-major counts will persist or how much they will affect future graduate supply.
Final Counts and Hiring Trends Ahead
The next data milestone is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary declines hold after more institutions’ records are included. Future enrollment reports can help reveal whether computer science stabilizes, continues to shrink or shifts among program types.
Meanwhile, hiring and posting data will help show whether the entry-level market improves. The current figures do not settle whether AI is driving that market or student choices. Employers, prospective students and colleges will have to weigh several moving factors, including demand for junior developers, the shape of AI-related work and international graduate enrollment.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 figures show year-over-year declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs. The final figures are expected in January 2027.
Do the figures prove that AI is keeping students out of computer science?
No. The Clearinghouse data measure enrollment changes, not students’ reasons for choosing or leaving a major. AI-related job concerns are one possible factor, alongside hiring conditions, visa issues and other changes.
Are students turning away from technical fields in general?
The cited four-year-college figures do not show a broad decline across technical fields. Engineering enrollment rose 6.1% and health professions rose 6.2% this fall, while computer and information science enrollment fell.
When will the enrollment numbers be final?
The Clearinghouse is expected to publish final fall 2026 enrollment figures in January 2027. The current report is preliminary and is based on data available from participating institutions as of September 24.
Source: ThorstenMeyerAI.com
