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TL;DR
Preliminary fall 2026 data from the National Student Clearinghouse Research Center 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 a year earlier. The figures confirm a sharp decline, but do not establish AI as its cause; a weak entry-level job market, visa issues and the reversal of earlier enrollment growth may also be factors.
Computer and information science enrollment fell across U.S. 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 declines—12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025—raise questions about students’ responses to a weak entry-level technology job market and the spread of AI, but the data do not identify a cause.
The report’s year-over-year figures show a sharper undergraduate decline than in the prior fall: computer and information science enrollment at four-year colleges fell 6.9% in fall 2025 and 12.4% this fall. At two-year colleges, the decrease moved from 5.9% to 12.3%. Graduate enrollment fell 18.6% last fall and 10.4% this fall, meaning its decline slowed even as it remained substantial. Across two years, enrollment was down 18.4% at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs.
The early report is based on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of September 24. The Clearinghouse compares the same panel of institutions across years and reports percentage changes. It says the final figures are due in January 2027 and may differ. Overall enrollment was up 0.2%, while undergraduate enrollment rose 0.6%.
The decline is not shared by every technical or career-focused field. At four-year colleges, engineering enrollment grew 6.1% this fall and health professions rose 6.2%; business enrollment was flat. The pattern suggests students are not simply leaving higher education or all technical study, though these figures alone cannot explain why they are choosing other fields.
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 Shrinking Pipeline Meets Weak Hiring
The enrollment shift matters to students weighing a degree, colleges planning programs and employers who depend on a steady supply of graduates. The reported labor-market indicators give prospective students reason to pay attention: Indeed’s software development postings index stood at about 81, with February 2020 set at 100, and only 4.5% of software development postings in early 2026 were classified as entry-level. The latest cited by-major figures put unemployment among recent computer science graduates at 7.0%.
These measures describe a difficult market, but they do not prove that AI caused the enrollment drop or that fewer students will lead to a particular labor shortage. The source article argues that companies should redesign junior roles rather than simply eliminate them, and that students can pair programming skills with judgment, verification and knowledge of a particular industry. Those are recommendations, not findings from the enrollment report. The eventual impact will depend on hiring, program choices and how employers organize work.
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From Enrollment Boom to Pullback
The current decline follows rapid growth in four-year undergraduate computer science enrollment. In final Clearinghouse figures cited by ThorstenMeyerAI.com, enrollment rose from about 499,000 in fall 2020 to about 660,000 in fall 2024, then fell 8.1% to roughly 606,000 in fall 2025. Graduate enrollment in the field fell 14.0% that year. This makes the latest change part of a broader reversal after several years of expansion.
A separate Computing Research Association survey of PhD-granting computing departments in the United States and Canada found that new computer science majors fell 13% to 33,490 in 2025, while departments awarded a record 41,858 bachelor’s degrees. Those measures can move in opposite directions because degrees reflect students who enrolled years earlier. They provide a related indicator, not a direct count of all U.S. college enrollment.
AI is one proposed explanation, but the source material also points to the post-boom hiring slowdown, visa challenges affecting international graduate students and remote work. A Stanford study cited in the source found employment of 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been. A New York Fed analysis, also cited there, attributes much of the rise in young graduates’ unemployment to remote work and says the timing predates generative AI. Neither finding establishes what caused students to change majors or not enroll.
What the Early Figures Cannot Show
The report is preliminary and covers institutions representing 46.0% of participants at the September 24 reporting date. The final January 2027 count could change the reported rates. The available data also do not show why individual students selected or left a program, or how much of the decline reflects AI, labor-market conditions, visa delays, demographic changes or movement into newer programs.
Some supporting indicators have different populations and time periods: the job-posting figures concern software development listings, the graduate visa survey concerns computing departments, and the employment research examines young workers in AI-exposed jobs. They add context but cannot be treated as direct explanations for the Clearinghouse enrollment results. The source material does not provide a controlled estimate of AI’s contribution to the decline.
Final Counts Due in January
The Clearinghouse’s final fall 2026 enrollment figures are expected in January 2027. Those data will show whether the preliminary decreases hold after more institutions’ records are included. Later enrollment and graduation results will also help clarify how today’s smaller incoming cohorts affect the number of graduates entering the labor market; the record number of degrees reported in 2025 reflects earlier enrollment, not the current downturn.
For now, students and employers face a mixed picture: reported enrollment is falling, and entry-level postings are limited, while the supplied figures do not show that demand for computer science skills has disappeared. Whether AI changes the number or nature of junior jobs—and whether students’ choices reflect that shift—remains an open question.
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.
Do the numbers prove AI caused the decline?
No. The Clearinghouse report measures enrollment changes, not students’ reasons for choosing programs. AI is one possible factor, alongside hiring conditions, visa issues and other changes.
When will final enrollment figures be available?
The National Student Clearinghouse Research Center expects to release final fall 2026 figures in January 2027. The preliminary rates may change.
Are students leaving technical fields altogether?
The figures do not show a general retreat from every technical field. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% this fall, while computer and information science enrollment fell.
Source: ThorstenMeyerAI.com
