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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. A weak entry-level software job market may be part of the story, but the available evidence does not establish AI as the main cause; visa barriers and other labor-market shifts also matter.
The figures come from the Clearinghouse’s Preliminary Fall Enrollment Trends report, based on 7.92 million enrollments reported by 46% of participating institutions as of September 24. The report compares the same panel of schools across years, and its percentages are preliminary: final figures are due in January 2027 and may differ.
The downturn has accumulated over two years. Computer and information science enrollment is down 18.4% among four-year undergraduates, 17.5% at two-year colleges and 27.1% in graduate programs compared with fall 2024. The undergraduate declines accelerated this year, while the graduate decline eased from its steeper fall 2025 drop.
The pattern is not a general retreat from college or technical study. Overall enrollment rose 0.2%, while engineering enrollment at four-year colleges grew 6.1% and health professions grew 6.2%. The figures suggest students are choosing other fields, though they do not reveal why individual students made those choices.
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 Computing Jobs
If the decline continues, colleges could eventually send fewer computer science graduates into a labor market that is already difficult for new entrants. That would affect students weighing the cost of a degree, employers planning junior hiring and universities deciding how to respond to changing demand.
The immediate numbers do not mean the graduate supply has already shrunk by the same amount. The Computing Research Association’s 2025 survey of PhD-granting computing departments in the United States and Canada recorded a 13% fall in new computer science majors, to 33,490, but those departments still awarded a record 41,858 bachelor’s degrees. Degrees reflect students who enrolled years earlier, so current enrollment changes take time to reach the workforce.
For employers, the figures are a reason to examine how junior work is structured, not proof that entry-level roles should disappear. If fewer students enter the field while companies continue to need software skills, hiring and training practices may need to adapt. The available data cannot predict the size or timing of that effect.
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Enrollment Fell After a Major Boom
The current decline follows several years of rapid growth. In the Clearinghouse’s final fall 2025 data, four-year undergraduate computer science enrollment rose from about 499,000 in 2020 to about 660,000 in 2024, then fell 8.1% in 2025 to about 606,000. Graduate enrollment fell 14% in fall 2025, to about 190,000.
The source article estimates that applying this fall’s preliminary 12.4% decline to the prior final undergraduate count would put four-year enrollment near 530,000. That is a rough calculation mixing preliminary and final figures, not an official count or forecast. It illustrates the scale of the possible pullback, but should not be treated as a settled result.
The labor market gives students reasons for concern. The source reports that Indeed’s software development postings index stood at about 81, with February 2020 set to 100, and that entry-level roles made up 4.5% of software development postings in early 2026. It also cites a 7.0% unemployment rate for recent computer science graduates in the latest available data by major. These indicators describe a difficult market; they do not identify one cause for the enrollment fall.
AI is one plausible influence. A Stanford study cited in the source found employment among 22- to 25-year-olds in AI-exposed jobs was 19% below the level researchers estimated it otherwise would have reached. That finding concerns employment in AI-exposed work, not computer science enrollment specifically. A New York Fed analysis cited by the source attributed most of the rise in young graduates’ unemployment to remote work and found that the timing of the increase preceded generative AI’s spread.
The enrollment report measures changes in student counts, not students’ reasons for enrolling or leaving. It cannot establish whether AI, job prospects, visa access, the post-pandemic hiring cycle or a shift to other programs caused the decline—or how much each factor contributed.
Visa barriers may be particularly relevant to graduate programs. The source says about half of computer science master’s students at research universities are international students, and a spring 2026 survey found that 86% of computing departments said visa delays and denials hurt their incoming graduate class. Those figures point to a possible constraint, but they do not quantify its contribution to the national enrollment decline.
The report is also based on a partial institutional panel, and final counts have not been published. The extent to which the early figures will change, and whether enrollment will keep falling, remain unclear. The cited job-market measures likewise cover different populations and time periods, so they cannot by themselves settle the cause.
Final Counts Arrive in January
The Clearinghouse expects to publish final fall 2026 enrollment figures in January 2027. Those results will show whether the preliminary declines hold and allow a firmer comparison across institution types and fields.
Researchers and colleges will also be watching whether new computer science majors continue to fall and whether the trend appears in graduation numbers later. Because degrees lag enrollment by several years, the current downturn will not immediately show up in the number of graduates entering the job market.
For students and people considering a career change, the data describe a tougher entry-level environment but do not establish that computer science has stopped offering strong career prospects. The source notes that the field still pays above average and recommends combining coding ability with judgment, verification and knowledge of a specific domain. Whether that mix improves prospects for new graduates is not answered by the enrollment figures.
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 figures prove AI caused the decline?
No. The Clearinghouse report counts enrollment; it does not ask why students made their choices. AI may be one influence, but the source also points to weak entry-level hiring, visa barriers and changes following the earlier technology hiring boom.
Are students turning away from all technical fields?
The reported figures do not show a broad retreat from technical study. At four-year colleges, engineering enrollment grew 6.1% in fall 2026, while computer and information science enrollment fell.
When will final enrollment numbers be available?
The National Student Clearinghouse Research Center expects to release final fall 2026 figures in January 2027. The preliminary results may change.
Source: ThorstenMeyerAI.com
