🔍 Read the full analysis: Computer Science Enrollment Is Down 12.4%: What’s Changing For Students? on ThorstenMeyerAI.com
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TL;DR
Preliminary National Student Clearinghouse data show computer and information science enrollment fell year over year in fall 2026: 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs. A weaker entry-level job market and visa problems are among the factors cited, but the available data do not establish a single cause. Final enrollment figures are due in January 2027.
Computer and information science enrollment fell across four-year colleges, two-year colleges and graduate programs in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center. The reported year-over-year drops were 12.4%, 12.3% and 10.4%, respectively, a shift that could affect future student pipelines and comes as new graduates face a difficult entry-level software job market.
The figures come from the Clearinghouse’s Preliminary Fall Enrollment Trends report, an early snapshot based on 7.92 million enrollments reported by 46.0% of participating institutions as of September 24. The center compares the same panel of schools across years and reports percentage changes, not national enrollment totals. It expects to publish final figures in January 2027, and those may differ from the preliminary estimates.
The declines have built over two years, although the pattern differs by level. Four-year undergraduate computer and information science enrollment fell 6.9% last fall and 12.4% this fall, a two-year decline of 18.4%. At two-year colleges, the respective annual drops were 5.9% and 12.3%, totaling 17.5% over two years. Graduate enrollment fell 18.6% last fall and 10.4% this fall, or 27.1% over two years. That makes the latest graduate decline smaller than the previous year’s, while undergraduate declines accelerated.
The trend is not a broad retreat from every technical or career-focused subject. At four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2% this fall; business was flat. The report’s overall enrollment picture was also relatively steady: total enrollment rose 0.2%, undergraduate enrollment increased 0.6%, and graduate enrollment declined 1.6%. The sharp computer science figures stand out against those broader totals.
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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How the Drop Could Affect Students
For students choosing a major, the figures are a signal about enrollment patterns, not proof that computer science no longer offers good career prospects. The source material reports that software development postings remain below their February 2020 level on Indeed’s index, at about 81 when February 2020 is set to 100. It also says only 4.5% of software development postings in early 2026 were classified as entry-level. Recent computer science graduates had a 7.0% unemployment rate in the latest by-major data cited in the source.
Those measures help explain why prospective students may be weighing the field differently, but they do not show what any individual graduate will earn or whether a specific program leads to a job. The reported enrollment decline could also shape the supply of future graduates. The source estimates that the smaller incoming pipeline may reach the labor market around 2029, while current graduating classes still reflect earlier years of higher enrollment. That timing is an estimate, not a confirmed forecast.
For colleges and employers, the change raises practical questions about course capacity, hiring and early-career training. The source argues companies should redesign junior roles rather than simply remove them, and advises students to pair programming with judgment, verification and knowledge of a particular field. Those are recommendations, not findings in the Clearinghouse enrollment report.
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A Post-Boom Enrollment Reversal
Computer science enrollment had expanded sharply before the current declines. The source’s account of final Clearinghouse figures says four-year undergraduate enrollment in the subject rose from about 499,000 in fall 2020 to about 660,000 in fall 2024, then fell 8.1% in fall 2025 to about 606,000. Graduate enrollment fell 14.0% in fall 2025, to about 190,000.
A separate indicator from the Computing Research Association’s 2025 Taulbee Survey points to a change in the incoming pipeline at PhD-granting computing departments in the United States and Canada: new computer science majors fell 13% to 33,490. Those departments still awarded a record 41,858 bachelor’s degrees, reflecting students who had entered several years earlier. The survey covers a specific group of departments, not every college.
The 2026 report’s classification is “Computer and Information Sciences and Support Services.” Its results should not be treated as a direct count of software engineering jobs or as evidence that one cause drove students away. Enrollment records show what changed in reported participation; explaining why requires other evidence.
What Is Driving the Decline
The enrollment data do not establish why students are choosing computer science less often. The source describes several possible influences: a weaker entry-level hiring market, visa delays and denials affecting international graduate students, the unwinding of the 2021–2022 hiring boom, remote work and movement into newer programs. Their simultaneous presence makes it difficult to attribute the enrollment change to any one factor.
Artificial intelligence is one explanation receiving attention, but its role as the main cause is not proven by the figures presented. The source cites a Stanford study estimating that 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. Neither finding directly measures how much AI changed computer science enrollment.
International student access may be particularly relevant to graduate programs. 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 harmed their incoming graduate class. Those figures describe survey responses and student composition, not a measured share of the national enrollment decline caused by visa issues. The early Clearinghouse sample is also incomplete, and the final count could change.
Final Counts Arrive in January
The next major checkpoint is the Clearinghouse’s final fall 2026 enrollment data, expected in January 2027. Those figures will show whether the preliminary declines persist after additional institutional reporting and may refine the comparisons across program levels. Until then, the reported percentages should be treated as early estimates, not final totals.
In the meantime, the available data do not settle how much of the decline reflects labor-market conditions, immigration-related barriers, AI, changing program choices or other factors. Students weighing a degree can distinguish the confirmed enrollment trend from predictions about future jobs, while employers and colleges will be watching whether the smaller incoming cohorts continue. The data available so far show a substantial shift in enrollment; they do not yet provide a definitive explanation or a forecast of career outcomes.
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. The Clearinghouse expects final figures in January 2027.
Does the report show that AI caused the decline?
No. The enrollment report records changes in participation, not their causes. AI exposure is one proposed factor, alongside labor-market conditions, visa issues, post-boom adjustment and changing program choices; the available evidence does not establish AI as the main cause.
Are students leaving technical fields generally?
The reported pattern is not a decline across all technical subjects. 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.
Does this mean computer science graduates cannot find jobs?
No. The source reports a weak entry-level market, including a 7.0% unemployment rate for recent computer science graduates in the latest by-major data it cites, but that does not determine an individual graduate’s prospects or outcomes across every role and location.
When will the enrollment numbers be final?
The National Student Clearinghouse Research Center expects to publish final fall 2026 figures in January 2027. The current estimates use reports from 46.0% of participating institutions as of September 24.
Source: ThorstenMeyerAI.com
