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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 decline coincides with a weak entry-level software job market, but the data do not show that AI caused students to change plans; visa restrictions, post-boom hiring conditions and other factors may also matter.
Computer and information science enrollment fell across all reported college levels in preliminary fall 2026 data released Thursday by the National Student Clearinghouse Research Center, including a 12.4% year-over-year drop at four-year colleges. The figures show a sharp retreat from the field, but do not establish that artificial intelligence is the cause, as the decline coincides with a difficult entry-level hiring market and other possible pressures.
The report found enrollment down 12.4% among undergraduates at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. Across two years, the declines were 18.4%, 17.5% and 27.1%, respectively. The field is classified in the report as “Computer and Information Sciences and Support Services.”
The estimates are preliminary, based on 7.92 million enrollments reported by 46.0% of participating institutions as of September 24. The Clearinghouse compares the same panel of schools across years; the figures are percentage changes, not total enrollment counts. Final fall 2026 results are expected in January and could differ.
The broader enrollment picture was relatively stable: total college enrollment rose 0.2%, and undergraduate enrollment rose 0.6%. At four-year colleges, engineering enrollment increased 6.1% and health professions grew 6.2%, while business enrollment was flat. The pattern suggests students are not broadly abandoning technical or career-focused education, though the enrollment figures alone cannot explain why they chose 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 Smaller Pipeline Meets Weak Hiring
The decline could affect the future supply of computing graduates, but it will not immediately reduce the number entering the workforce. Students graduating now began their studies years earlier, while new enrollment changes take time to move through degree programs. The Computing Research Association’s 2025 Taulbee Survey, which covers PhD-granting computing departments in the United States and Canada, reported 13% fewer new computer science majors, even as those departments awarded a record 41,858 bachelor’s degrees. That gap reflects the delay between enrollment and graduation.
For employers, a smaller incoming cohort could mean fewer graduates from around 2029 onward if the enrollment decline persists. The source report argues that companies may need to reconsider how they structure junior roles rather than simply remove them. That is an interpretation, not a finding of the Clearinghouse report. For students and career switchers, the figures signal a changing field, not proof that computing careers have disappeared; the source material says computer science continues to pay above average and points to combining coding with judgment, verification and subject-matter knowledge.
Students may also be weighing a job market with fewer obvious entry points. Indeed’s software development postings index was about 81, with February 2020 set to 100, and 4.5% of software development postings in early 2026 were entry-level. The latest cited data by college major put recent computer science graduates’ unemployment rate at 7.0%. These measures describe labor-market conditions, but do not directly measure what students believe or why they enroll.
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After a Rapid Enrollment Boom
The current decline follows several years of growth in undergraduate computer science enrollment. Final Clearinghouse figures cited in the source show four-year undergraduate enrollment 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 computer science enrollment fell 14.0% in fall 2025, to about 190,000.
The source’s author estimates that if the preliminary 12.4% decline holds, four-year undergraduate enrollment could land near 530,000. That is a rough calculation combining a preliminary rate with prior final counts, not an official projection. The latest figures also show different patterns by level: the undergraduate decline accelerated, while the graduate decline eased from its steep fall the previous year.
Several explanations may overlap. A Stanford study cited by the source found employment among 22- to 25-year-olds in jobs exposed to AI was 19% below where it otherwise would have been. A New York Fed analysis attributed most of the increase in unemployment among young graduates to remote work and found that its timing preceded generative AI. The source also points to the end of the 2021–22 hiring boom and visa delays affecting international graduate students. These studies and observations provide possible context; none, on its own, establishes what caused the enrollment drop.
What the Enrollment Data Cannot Show
The preliminary figures do not identify students’ reasons for enrolling in, leaving or avoiding computer science. They cannot establish whether AI, hiring conditions, visa rules, remote work, or a shift toward other programs drove the decline, or how much each factor contributed. The cited labor-market studies examine employment outcomes, not students’ decisions.
The graduate figures may have a distinct international dimension. 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. Those survey results do not prove that visa issues account for the national graduate enrollment decline. The fall report is also incomplete, and its final figures may change when the Clearinghouse publishes updated data.
Final Counts and Hiring Trends
The next key data point is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the early estimate holds as more institutions’ data are included. Researchers and colleges will also need student-level or survey evidence to distinguish changes in career plans from other influences on enrollment.
Meanwhile, hiring indicators and future graduation cohorts will help show whether the enrollment pullback is reflected in the workforce pipeline. For now, the confirmed development is a large preliminary drop across education levels—not proof that AI alone is turning students away from computer science.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 data 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 figures prove AI caused the decline?
No. The Clearinghouse data track enrollment changes, not students’ reasons for choosing a program. AI-related job concerns are one possible factor among several, and the available figures do not establish cause.
Are students turning away from technical education generally?
The figures do not show a broad retreat from all technical fields. At four-year colleges, engineering enrollment rose 6.1% and health professions enrollment rose 6.2% in fall 2026, according to the preliminary report.
When will final fall 2026 enrollment figures be available?
The National Student Clearinghouse Research Center expects to publish final figures in January 2027. Because the current report is based on partial institutional reporting, final estimates may differ.
Source: ThorstenMeyerAI.com
