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TL;DR
Preliminary data released Oct. 29 show computer and information science enrollment fell at four-year colleges, two-year colleges and graduate programs compared with fall 2025. A weak entry-level software job market and concern about AI may be factors, but the figures do not establish why students are leaving, and visa pressures may help explain the graduate decline.
Computer and information science enrollment fell across four-year colleges, two-year colleges and graduate programs this fall, according to preliminary data released Oct. 29 by the National Student Clearinghouse Research Center. The declines—12.4% among undergraduates at four-year schools, 12.3% at two-year schools and 10.4% at the graduate level compared with fall 2025—come as students face a weak entry-level software job market, but the data do not show that AI caused the drop.
The Clearinghouse report compares enrollment at the same institutions across years. Its preliminary figures draw on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of Sept. 24. The figures measure year-over-year percentage changes, not total numbers of students, and may be revised when final data are released in January 2027.
The declines follow another down year. In fall 2025, undergraduate computer and information science enrollment fell 6.9% at four-year colleges and 5.9% at two-year colleges; graduate enrollment fell 18.6%. Across two years, the new preliminary figures put the drops at 18.4% for four-year undergraduates, 17.5% for two-year undergraduates and 27.1% for graduate programs. That difference in timing and scale suggests the factors affecting graduate and undergraduate enrollment may not be identical.
Students are not leaving every technical or career-focused field. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% this fall, while business was flat, the report says. Meanwhile, labor-market indicators point to real pressure for aspiring software workers: Indeed’s software-development postings index stood at about 81, with February 2020 set to 100, and 4.5% of software-development postings in early 2026 were classified as entry-level. The supplied source also reports a 7.0% unemployment rate for recent computer science graduates in the latest available data by major.
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 for Software Teams
The enrollment decline matters to students weighing tuition and career prospects, and to employers that rely on colleges to supply early-career technical workers. The source’s figures show a mismatch already visible to students: few software postings are entry-level, while recent computer science graduates face a reported 7.0% unemployment rate. Those signals can affect the perceived value of a degree even without proving what caused enrollment to fall.
For employers, fewer incoming students do not mean an immediate shortage. The Computing Research Association’s 2025 Taulbee Survey, covering PhD-granting computing departments in the United States and Canada, found that new computer science majors fell 13% to 33,490, while departments awarded a record 41,858 bachelor’s degrees. Degrees take years to reflect changes in incoming classes. The source argues that smaller cohorts could reach the labor market from about 2029, but that timing is an estimate, not a guaranteed hiring forecast.
The choice facing companies is not simply whether to hire junior developers. If AI changes how coding work is done, employers may need to reshape entry-level jobs around programming alongside testing, verification and domain knowledge. For students and career switchers, the figures point to a tougher first step into software work, not evidence that computer science has no value. The source says the field still pays above average, while the job market and long-term value of particular skills remain subject to change.
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A Boom Before the Enrollment Drop
The present decline follows a period of rapid growth. Final Clearinghouse figures cited in the source show undergraduate computer science enrollment at four-year colleges rising from about 499,000 in fall 2020 to about 660,000 in fall 2024, before falling 8.1% to about 606,000 in fall 2025. Graduate enrollment fell 14.0% in fall 2025, to about 190,000.
The source estimates that if the preliminary 12.4% four-year undergraduate decline holds in the final count, enrollment could be near 530,000. That calculation combines a preliminary rate with earlier final totals, so it is an illustrative estimate, not a reported count or forecast. The Clearinghouse’s final 2026 figures will provide a more reliable comparison.
AI is one proposed explanation, but other pressures are cited. A Stanford study described in the source found employment among people aged 22 to 25 in AI-exposed jobs 19% below where it otherwise would have been; that finding concerns employment, not the cause of college enrollment changes. The source also cites a New York Fed analysis attributing much of the rise in young graduates’ unemployment to remote work and says its timing predates generative AI. For graduate enrollment, visa delays and denials may be relevant: a spring 2026 survey found 86% of computing departments said such problems hurt their incoming graduate class. These are distinct findings and do not establish a single cause for the enrollment decline.
AI’s Role Is Not Established
The enrollment report tracks where enrollment changed; it does not ask students why they chose a program or identify the cause of the decline. AI-related job concerns may influence some choices, but the supplied evidence does not establish how much they contributed, or whether they were the leading factor. A weak entry-level market, visa barriers affecting graduate students, and a correction after unusually strong enrollment growth may also matter.
The data are preliminary and cover institutions reporting by Sept. 24, not a complete final count. The job-posting and unemployment measures describe different aspects of the labor market and do not directly explain enrollment decisions. It also remains unclear whether current declines will continue, how employers will change junior roles, and whether students are switching to newer or differently classified programs.
Final Counts Arrive in January
The Clearinghouse expects to release final fall 2026 enrollment figures in January 2027. Those numbers will show whether the preliminary declines hold and will allow a firmer comparison with prior years. Until then, the current figures should be treated as an early reading rather than a final tally.
Employers, colleges and prospective students will also be watching entry-level hiring and enrollment patterns in coming terms. The data available now do not settle whether AI is driving the changes. They do show a fall in computer science enrollment alongside continued growth in some other career-focused fields and limited entry-level software postings, leaving the causes and longer-term workforce effects open.
Key Questions
How much did computer science enrollment fall?
Preliminary year-over-year figures show declines of 12.4% at four-year colleges for undergraduates, 12.3% at two-year colleges and 10.4% in graduate programs.
Do the figures show that AI caused the decline?
No. The Clearinghouse data record enrollment changes, not students’ reasons for enrolling or leaving. AI-related job concerns are one possible influence, but the evidence supplied does not establish AI as the main cause.
Is enrollment falling across all technical fields?
No. At four-year colleges, engineering enrollment rose 6.1% and health professions rose 6.2% this fall, according to the preliminary report. The reported decline is specific to computer and information science.
When will final enrollment numbers be available?
The Clearinghouse expects to publish final fall 2026 figures in January 2027. The current numbers are preliminary and based on reports received by Sept. 24.
Source: ThorstenMeyerAI.com
