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TL;DR
Preliminary fall 2026 data from the National Student Clearinghouse Research Center 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 decline comes amid a weak entry-level software job market, but the data do not establish AI as its primary cause; the figures are preliminary and may change when final counts arrive in January.
Computer and information science enrollment fell this fall at four-year colleges, two-year colleges and graduate programs, according to preliminary figures released October 29 by the National Student Clearinghouse Research Center. The largest reported drop was 12.4% among undergraduates at four-year institutions compared with fall 2025; the early data show a broad decline but do not establish that artificial intelligence caused it.
The center reported year-over-year declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate computer and information science programs. Over two years, the reported declines were 18.4%, 17.5% and 27.1%, respectively. The center’s category is “Computer and Information Sciences and Support Services,” based on federal program classifications.
The figures are an early snapshot, not a final census. They draw on 7.92 million enrollments submitted by institutions representing 46.0% of participating schools as of September 24, 2026. The Clearinghouse compares the same panel of institutions across years and reports percentage changes rather than total enrollment. It expects to publish final fall figures in January 2027, and those results may differ.
The declines are not part of a general fall in college enrollment or a retreat from every technical field. Overall enrollment was up 0.2%, and undergraduate enrollment rose 0.6%. At four-year colleges, engineering enrollment grew 6.1% this fall and health professions rose 6.2%; business enrollment was flat. The data suggest students are shifting among fields, though they do not explain why.
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 Weak Hiring
The drop matters to employers because enrollment changes can eventually affect the supply of new graduates, but the timing is not immediate. The Computing Research Association’s 2025 Taulbee Survey, covering computing departments at PhD-granting institutions in the United States and Canada, reported that new computer science majors fell 13% to 33,490. Those departments still awarded a record 41,858 bachelor’s degrees, reflecting students who entered earlier. The enrollment decline is therefore not yet fully visible in graduating classes.
At the same time, students face a difficult early-career market. The source material cites Indeed’s software development postings index at about 81, with February 2020 set to 100, and says only 4.5% of software development postings in early 2026 were entry-level. The latest cited by-major data put unemployment among recent computer science graduates at 7.0%. These measures describe different parts of the labor market; none, by itself, shows what drove students’ enrollment decisions.
For students, families and people considering a career change, the figures are a reason to look beyond the broad label of “computer science” and examine specific programs and job pathways. The source notes that computer science still pays above average, while suggesting that skills combining programming with judgment, verification and domain knowledge may be useful. That is guidance, not a guarantee of employment or earnings.
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From Enrollment Boom to Decline
The current fall in enrollment follows rapid growth and an earlier reversal. Final Clearinghouse data cited in the source show four-year undergraduate computer science enrollment rising from about 499,000 in fall 2020 to roughly 660,000 in fall 2024, before declining 8.1% to about 606,000 in fall 2025. Graduate enrollment in the field fell 14.0% in fall 2025. The latest preliminary rate points to another sizeable decline, but it should not be treated as a final count.
The downturn is also uneven across levels. Four-year undergraduate declines accelerated, from 6.9% in fall 2025 to 12.4% this fall. Graduate enrollment had a larger drop in the prior year—18.6%—and a smaller, though still substantial, 10.4% decline in the latest preliminary figures. That difference is consistent with multiple influences rather than one explanation applying equally to every student group.
The source identifies several possible forces: weaker hiring after the 2021–2022 technology recruitment boom, visa difficulties affecting international graduate students, remote work, changes in available degree programs and AI-related shifts in software work. It reports that about half of computer science master’s students at research universities are nonresidents and that 86% of computing departments in a spring 2026 survey said visa delays and denials had hurt their incoming graduate class. Those figures may help explain graduate enrollment pressures, but they do not account for the undergraduate decline on their own.
AI’s Role Is Not Settled
The enrollment report measures changes in student numbers, not students’ reasons for choosing or leaving a program. The source points to a Stanford study finding employment among 22- to 25-year-olds in AI-exposed jobs 19% below an estimate of where it otherwise would have been. That finding concerns employment in a defined group of jobs; it does not show that AI caused the enrollment decline.
The source also cites a New York Fed analysis that attributes most of the rise in unemployment among young graduates to remote work and says its timing predates generative AI. These studies address different questions and do not settle how AI, hiring patterns, visas or other factors affected enrollment this fall. A Bloomberg account cited in the source links AI to the removal of entry-level coding roles, but that is an explanation of the labor-market shift, not proof of what caused the enrollment numbers.
The Clearinghouse data remain preliminary, and the final institutional panel and figures could change in January. The source’s estimate that four-year undergraduate enrollment could land near 530,000 if the preliminary decline held is rough arithmetic, not a reported total or forecast. The report also does not provide a breakdown showing how much of the decline reflects students changing majors, choosing newer programs, delaying college or leaving higher education.
January Counts Will Refine the Picture
The next key milestone is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary percentage declines hold after fuller reporting and may clarify the scale of the change across institutions. Separate labor-market and visa data will be needed to test the competing explanations; enrollment totals alone cannot identify a cause.
Employers will also need to watch subsequent graduating classes rather than assume the current enrollment drop has already reduced the number of new graduates. The source argues that companies should rethink how junior roles are designed instead of simply eliminating them, but the enrollment report does not measure company hiring plans. For prospective students, the practical picture remains mixed: computer science enrollment is falling and entry-level openings appear limited in the cited data, while the source says the field continues to offer above-average pay. Neither trend determines an individual outcome.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 data show year-over-year declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs.
Does the report show that AI caused the decline?
No. The report records enrollment changes, not students’ reasons for their choices. AI-related changes in work are one possible factor, but the available figures do not establish it as the primary cause.
Are students turning away from all technical fields?
The cited four-year college figures do not show a broad retreat from technical study: engineering enrollment rose 6.1% this fall, while health professions enrollment rose 6.2%. Those figures do not explain why students chose other fields over computer science.
Are these final enrollment numbers?
No. They are preliminary figures based on data available from a panel representing 46.0% of participating institutions as of September 24. The Clearinghouse expects final fall figures in January 2027.
What do the figures mean for people considering computer science?
They point to falling enrollment and a weak entry-level software market in the cited data, but they do not predict an individual’s job prospects. The source says computer science still pays above average; students should assess particular programs, roles and the skills employers seek rather than treat the enrollment trend as a personal outcome forecast.
Source: ThorstenMeyerAI.com
