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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 establish a broad decline, not its cause: a weak entry-level job market, visa pressures and the post-boom correction may also be contributing, while AI’s role remains uncertain.
Computer and information science enrollment fell across U.S. colleges in preliminary fall 2026 data, with declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025, the National Student Clearinghouse Research Center reported October 29. The figures show a sharp contraction in a field closely tied to technology careers, but they do not establish that artificial intelligence caused students to change plans.
The Clearinghouse’s preliminary report tracks the same panel of schools across three years. It was based on 7.92 million enrollments reported by 46.0% of participating institutions as of September 24. The field, classified as “Computer and Information Sciences and Support Services,” declined at every level measured. Over two years, enrollment was down 18.4% at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs.
The wider enrollment picture was much steadier: total college enrollment rose 0.2%, undergraduate enrollment increased 0.6%, and graduate enrollment fell 1.6%. Other fields did not follow computer science downward. At the same four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2%, while business was flat. That pattern suggests the drop is concentrated in computer science rather than reflecting a broad retreat from technical or career-focused study.
Several indicators point to a difficult job market for new graduates. The source reports that Indeed’s software development job-postings index stood at about 81, with February 2020 set to 100, and that entry-level jobs made up 4.5% of software development postings in early 2026. The latest by-major data cited put unemployment among recent computer science graduates at 7.0%. These measures describe labor-market conditions, but they do not show why individual students chose or left a program.
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 enrollment decline matters to students weighing tuition and career prospects, and to employers planning future hiring. The source’s analysis estimates that companies may still face record graduating classes in the near term because today’s graduates enrolled years ago. If the current fall in new enrollment persists, the supply of computer science graduates could shrink later in the decade, with smaller cohorts beginning to reach the labor market around 2029.
That outlook is not a forecast from the Clearinghouse, and the size or timing of any future labor shortage is uncertain. Still, the combination of weak entry-level postings now and potentially smaller graduating classes later gives companies a reason to consider how they train and use junior staff. The source argues that redesigning early-career roles around coding alongside verification, judgment and domain knowledge may be more useful than eliminating them outright. For students, the enrollment figures do not mean computer science has stopped paying well; the source says the field still pays above average, while advising students to pair technical ability with broader skills.
For families and career switchers, the figures are a warning against treating either “learn to code” or “AI will replace coding” as a complete career forecast. Enrollment is a measure of educational choices, not a direct count of future jobs. The data point to a changing market, but the causes and long-term returns remain unsettled.
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The Drop Follows a Major Boom
Computer science enrollment rose sharply before turning down. Final Clearinghouse figures cited by the source show four-year undergraduate enrollment growing from about 499,000 in fall 2020 to about 660,000 in fall 2024, then falling 8.1% to roughly 606,000 in fall 2025. Graduate enrollment in the field fell 14.0% that year. The latest preliminary decline follows those decreases, so the current shift is part of a broader reversal after years of growth.
The source calculates that if the preliminary 12.4% four-year undergraduate decline holds in the final count, enrollment could be near 530,000—around its 2021 level. That is the author’s rough calculation, not an official Clearinghouse projection, and it combines a preliminary rate with earlier final totals. A separate Computing Research Association survey of PhD-granting computing departments in the United States and Canada found new computer science majors down 13% to 33,490 in 2025, even as those departments awarded a record 41,858 bachelor’s degrees. The contrast reflects timing: degrees awarded this year largely represent students who enrolled several years earlier.
AI is one proposed explanation, but it is not the only one in the material. A Stanford study cited by the source found employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been. A New York Fed analysis, also cited, attributed most of the rise in young graduates’ unemployment to remote work and found that the timing predated generative AI. The source also points to the correction after the 2021–2022 hiring boom, visa pressures affecting international students and students choosing newer programs. These are possible contributing forces, not a quantified breakdown of the enrollment decline.
The Data Do Not Pinpoint AI’s Role
The preliminary results are not final counts. The Clearinghouse used reports from 46.0% of participating institutions as of September 24 and said final figures are due in January 2027; those totals may differ. The report describes enrollment changes but does not identify students’ reasons for choosing other programs or leaving computer science.
It is also unclear how much of the decline is linked to AI, hiring conditions, visa delays, the post-boom correction or the movement of students into newer courses and programs. The source reports that 86% of computing departments in a spring 2026 survey said visa delays and denials hurt their incoming graduate class, and notes that about half of computer science master’s students at research universities are nonresidents. Those details point to pressure on graduate enrollment, but they do not account for the full national decline. The Stanford and New York Fed findings concern employment patterns, not a direct causal test of enrollment decisions.
The source’s projection of four-year undergraduate enrollment near 530,000 is also conditional arithmetic, not a forecast. Whether the fall decline continues, levels off or is revised when more institutions report remains unknown.
Final Counts Arrive in January
The next major data point is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary declines persist after more institutions submit data and may clarify the size of the change across program levels. Researchers and policymakers will also need later enrollment and graduation data to see whether fewer new majors translate into smaller graduate cohorts.
In the meantime, the employment indicators cited in the source offer one way to follow the market students are responding to, but they cannot by themselves establish the cause of enrollment shifts. The clearest conclusion for now is limited: computer science enrollment fell sharply in preliminary data while some other career-focused fields grew, and AI is one possible factor among several. The reported figures do not yet show which explanation accounts for the largest share.
Key Questions
How much did computer science enrollment fall?
In preliminary fall 2026 data, 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 Clearinghouse report measures enrollment changes, not students’ reasons for changing programs. AI may be contributing, but hiring conditions, visa pressures, the correction after a hiring boom and shifts to newer programs are also cited as possible factors.
Are students leaving technical fields overall?
The reported figures do not show a broad retreat from technical study. At the same four-year colleges, engineering enrollment increased 6.1% and health professions increased 6.2% in fall 2026.
When will final enrollment figures be available?
The Clearinghouse’s final fall 2026 figures are expected in January 2027. The preliminary report used data from 46.0% of participating institutions, so the final results may differ.
Source: ThorstenMeyerAI.com
