🔍 Read the full analysis: Computer Science Enrollment Fell 12.4% This Fall. Is AI Taking First Jobs? on ThorstenMeyerAI.com
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TL;DR
Preliminary data released Oct. 29 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 fall 2025. Weak entry-level hiring and AI are among the possible factors, but the data do not establish why enrollment fell; visa disruptions and post-boom adjustment may also be contributing.
Computer and information science enrollment fell across college levels in preliminary fall 2026 data released Oct. 29 by the National Student Clearinghouse Research Center, renewing questions about whether AI and a weaker entry-level job market are discouraging students. Enrollment was down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025, but the figures do not establish what caused the declines.
The Clearinghouse’s Preliminary Fall Enrollment Trends report compares the same group of participating institutions over time. Its early estimates draw on 7.92 million enrollments reported by institutions representing 46.0% of participants as of Sept. 24. The computer and information science category covers a federal program classification, rather than only computer science majors.
The declines extend a drop that began last fall. Compared with fall 2024, preliminary enrollment was down 18.4% among undergraduates at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs. The annual decline among four-year undergraduates accelerated, from 6.9% in fall 2025 to 12.4% this fall; the graduate decline eased from 18.6% to 10.4%.
The trend is not a broad retreat from technical or career-focused study. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% this fall, while business was flat. Overall enrollment was up 0.2%, including a 0.6% rise in undergraduate enrollment. The figures point to a fall in computer and information science specifically, not a decline across higher education or every technical field.
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 Future Computing Pipeline
If the declines persist, colleges could send smaller cohorts of computing graduates into the labor market in coming years. That matters to employers planning entry-level hiring and to students deciding whether a degree remains a viable route into technology work. The enrollment data are an early signal, not a count of future graduates: students may change majors, and preliminary estimates can change before final reporting.
The current labor market gives prospective students reason to pay attention. The source 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. Recent computer science graduates had a 7.0% unemployment rate in the latest by-major data cited in the source. Those measures describe hiring conditions, but they do not show that AI caused the enrollment drop.
For students and career switchers, the figures do not mean computer science has stopped paying off: the source says the field still pays well above average. They do suggest weighing the state of junior hiring and building skills that pair coding with verification, judgment and knowledge of a specific industry. Employers, meanwhile, may need to think about how junior roles are designed if they expect to recruit from smaller future cohorts.
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The Boom Before the Decline
The latest fall decline follows rapid growth in undergraduate computer science enrollment. Final Clearinghouse data cited in the source show four-year undergraduate enrollment in the field rising from about 499,000 in fall 2020 to about 660,000 in fall 2024, before dropping 8.1% in fall 2025 to about 606,000. Graduate enrollment fell 14.0% in fall 2025, to about 190,000.
The source’s author estimates that if the preliminary 12.4% four-year undergraduate decline holds in final data, enrollment could land near 530,000. That calculation combines an early percentage with prior final counts and is described by the author as an approximate scale, not a forecast. It should not be treated as an official enrollment total.
A separate pipeline indicator also points to a turn. The Computing Research Association’s 2025 Taulbee Survey, covering PhD-granting computing departments in the United States and Canada, reported that new computer science majors fell 13% to 33,490. Those departments nevertheless awarded a record 41,858 bachelor’s degrees, reflecting students who enrolled years earlier. That lag helps explain why enrollment changes do not translate immediately into changes in the number of graduates.
What Is Driving the Drop
The cause of the enrollment decline is not established. AI may be affecting hiring and students’ expectations, but the source also points to weaker hiring after the 2021–22 boom, visa delays and denials affecting international graduate students, remote work and students choosing newer programs. These factors overlap, and the supplied figures do not measure how much each contributed to enrollment decisions.
The source cites a Stanford study finding employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been, and a New York Fed analysis attributing most of the rise in young graduates’ unemployment to remote work, with timing that predates generative AI. Those findings concern employment patterns, not the cause of this fall’s enrollment change. The supplied material also 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 hurt incoming graduate classes; the enrollment data do not isolate the effect of visa issues.
The numbers themselves are preliminary. They reflect institutions’ reports through Sept. 24, and the Clearinghouse says its final fall figures are due in January 2027 and may differ. It is not yet clear whether the decline will persist at the same pace, how it varies among institutions, or how much it reflects students switching to other fields or programs.
Final Counts Due in January
The next main checkpoint is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary declines hold after more institutional data are included. Further evidence on hiring, program choices and international graduate enrollment will be needed to separate the possible causes.
Until then, the figures support a narrower conclusion than the headline debate may suggest: computer and information science enrollment is falling sharply in early data, while other large fields such as engineering are growing. Whether AI is the main reason remains unresolved.
Key Questions
How much did computer and information science enrollment fall?
Preliminary fall 2026 enrollment was down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025.
Do the figures prove AI caused the decline?
No. The figures measure enrollment, not students’ reasons for choosing or leaving a program. AI-related job concerns are one possible factor among several discussed in the source.
Are students turning away from technical fields generally?
The preliminary data do not show a broad retreat from technical study. At four-year colleges, engineering enrollment rose 6.1% this fall, while health professions rose 6.2%.
When will final enrollment figures be available?
The National Student Clearinghouse Research Center expects final fall 2026 figures in January 2027. They may differ from the preliminary estimates.
Source: ThorstenMeyerAI.com
