🔍 Read the full analysis: AI Is Changing Work. Is It Also Changing Computer Science Enrollment? on ThorstenMeyerAI.com
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TL;DR
The National Student Clearinghouse Research Center’s preliminary fall 2026 data 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 compared with fall 2025. A weak entry-level software job market may be part of the backdrop, but the data do not show that AI caused the enrollment decline; visa difficulties and other labor-market changes also matter.
Computer and information science enrollment fell across every college level in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, as debate grows over whether artificial intelligence and a difficult entry-level job market are changing students’ choices. Enrollment was down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs from fall 2025, but the figures do not establish why students enrolled in fewer programs.
The Clearinghouse’s Preliminary Fall Enrollment Trends report draws on 7.92 million enrollments submitted by institutions representing 46.0% of participating schools as of September 24. It compares the same panel of colleges across years, reporting percentage changes rather than total enrollment. The figures are an early snapshot; the center expects to publish final numbers in January 2027, and those may differ.
The declines extend a two-year slide. Compared with fall 2024, undergraduate computer and information science enrollment was down 18.4% at four-year colleges and 17.5% at two-year colleges. Graduate enrollment was down 27.1%. The year-to-year pattern differs by level: the undergraduate decline accelerated, while the graduate drop eased from a 18.6% decline in fall 2025 to 10.4% this fall.
The figures do not point to students abandoning technical education generally. At four-year colleges, engineering enrollment grew 6.1% this fall and health professions grew 6.2%; business was flat. The data instead show a decline concentrated in computer and information science, a federal program category that includes more than computer science alone.
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 Weaker Pipeline for Software Talent
The decline matters to students weighing a degree against uncertain career prospects, and to employers that depend on graduates for future technical hiring. If fewer students continue into these programs, the effects on the supply of graduates would arrive with a lag: current graduating classes reflect decisions made years earlier. The source material notes that computing departments in the 2025 Computing Research Association Taulbee Survey awarded a record 41,858 bachelor’s degrees even as new computer science majors fell 13% to 33,490. Those departments cover PhD-granting programs in the United States and Canada, so the figures are not a count of all U.S. colleges.
For employers, a smaller incoming student pipeline could eventually mean fewer new graduates, even as today’s entry-level market remains difficult. That tension makes the enrollment numbers relevant beyond university admissions: companies may need to rethink how junior roles train workers and how much work can be automated, while students need to judge programs by more than short-term hiring headlines. These are implications, not outcomes established by the preliminary data.
For prospective students and career changers, the reported decline is not evidence that computer science has stopped offering worthwhile careers. The source material says the field still pays above average, while also describing weak entry-level hiring. It recommends combining programming with judgment, verification and knowledge of a specific domain. That advice reflects an interpretation of changing work, not a measured guarantee of employment.
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A Boom Before the Enrollment Drop
The decline follows several years of growth in four-year undergraduate computer science enrollment. The Clearinghouse’s final fall 2025 data put enrollment at about 499,000 in fall 2020, rising to roughly 660,000 in fall 2024 before falling 8.1% to about 606,000 in fall 2025. Graduate enrollment also fell 14.0% in fall 2025, to about 190,000. These earlier totals help explain why the current slide is being watched, but they do not identify its cause.
The same source estimates that if this fall’s preliminary 12.4% four-year undergraduate decline held in the final count, enrollment would be near 530,000, close to its 2021 level. That is a rough calculation combining a preliminary rate with final historical counts, not a forecast. The Clearinghouse figures also should not be confused with a total count of students across every institution.
Labor-market evidence supplies a plausible backdrop. The source reports that Indeed’s software development postings index stood at about 81, with February 2020 set at 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. Those indicators describe job conditions, but they do not show that employment concerns caused students to change majors.
What Is Driving the Decline?
AI’s role is not established by the enrollment report. The source material cites a Stanford study finding employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been. It also cites a New York Fed analysis that attributes most of the increase in unemployment among young graduates to remote work and says the timing predates generative AI. These findings concern employment patterns, not students’ stated reasons for leaving or avoiding computer science programs.
Other possible influences include changes to visa rules, the effects of the 2021–2022 hiring boom, remote work and students choosing newer or differently named programs. The graduate decline may be especially affected by international enrollment: the source says about half of computer science master’s students at research universities are nonresidents, and 86% of computing departments in a spring 2026 survey reported that visa delays and denials hurt their incoming graduate class. That survey result is a report from departments, not a direct measure of the cause of the national enrollment decline.
The Clearinghouse data record enrollment changes, not students’ motivations. The available source material does not provide a survey of students explaining their choices or a method for separating AI’s effect from hiring conditions, visa issues and other factors. The data are also preliminary and based on less than half of participating institutions’ reported enrollments as of the cutoff date.
Final Counts and Hiring Signals
The Clearinghouse’s final fall enrollment figures are due in January 2027. They will show whether the preliminary declines hold after more institutions’ data are included. Readers should also watch whether enrollment patterns diverge further between undergraduate and graduate programs, given the different year-to-year trajectories reported so far.
Labor-market measures will offer a separate, but not conclusive, signal. Software development job postings, entry-level openings and graduate employment can show whether the conditions students face are improving or worsening; they cannot, on their own, prove what motivated enrollment decisions. Further evidence on students’ choices and international admissions would be needed to assign causes with confidence.
For now, the clearest finding is a sharp, broad decline in computer and information science enrollment within the preliminary sample, alongside growth in fields such as engineering. Whether AI is a major driver, one influence among several, or less important than other changes remains unresolved.
Key Questions
How much did computer and information science enrollment fall?
Compared with fall 2025, preliminary fall 2026 enrollment was down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs.
Do the figures prove that AI caused the decline?
No. The Clearinghouse report measures enrollment changes, not students’ reasons for choosing programs. AI-related changes in hiring may be part of the backdrop, but visa issues, labor-market shifts and other factors are also possible influences.
Are students moving away from technical subjects overall?
The reported data do not show a general retreat from technical study. At four-year colleges, engineering enrollment grew 6.1% this fall, while health professions grew 6.2%.
When will final fall 2026 enrollment numbers be available?
The National Student Clearinghouse Research Center expects to release final figures in January 2027. The current report is preliminary and may change.
Source: ThorstenMeyerAI.com
