🔍 Read the full analysis: Computer Science Enrollment Fell This Fall. Is AI Reshaping Entry-Level Work? on ThorstenMeyerAI.com
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TL;DR
Preliminary fall 2026 data from the National Student Clearinghouse Research Center show computer and information science enrollment fell at four-year, two-year and graduate levels. Entry-level software hiring indicators are weak, but the evidence does not establish AI as the main cause of the enrollment decline.
Computer and information science enrollment fell across U.S. colleges this fall, according to preliminary data released October 29 by the National Student Clearinghouse Research Center, while indicators point to a weak market for entry-level software jobs. The figures do not establish that artificial intelligence caused the decline: hiring conditions, visa disruptions and a pullback from the field’s earlier enrollment boom may also be contributing.
The Clearinghouse reported that enrollment in computer and information science programs was down 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. Over two years, the reported declines were 18.4%, 17.5% and 27.1%, respectively. The figures cover the federal classification “Computer and Information Sciences and Support Services.”
The report is an early estimate, not a complete census. It draws on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of September 24, 2026. The Clearinghouse compares the same panel of institutions over time. Final figures are due in January and could differ.
Other measures suggest students face a tougher path into software work. Indeed’s software development job-postings index stood at about 81, with February 2020 set to 100. Only 4.5% of software development postings in early 2026 were classified as entry-level, and the latest available by-major data put unemployment among recent computer science graduates at 7.0%. These figures describe job-market pressure; they do not show what caused students to change majors or avoid the field.
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 matters to employers planning future recruitment and to prospective students weighing the cost of a computing degree. If fewer students enter programs now, the effect on the supply of new graduates would arrive over several years, rather than immediately. Meanwhile, companies are already competing for graduates in a market where software postings are far below their February 2020 index level and entry-level listings make up a small share.
The source argues that employers should redesign junior roles rather than remove them, and that students can pair coding with judgment, verification and knowledge of a particular field. Those are recommendations, not findings from the enrollment report. The figures also offer no basis for concluding that computer science has stopped being a useful or well-paid path; the source says it still pays above average, though it does not provide a wage figure here.
The shift is not a broad retreat from technical study. At four-year colleges, engineering enrollment rose 6.1% this fall and health professions rose 6.2%, while business was flat. That contrast suggests the change is concentrated in computer science rather than reflecting a general move away from career-oriented programs.
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After a Rapid Enrollment Boom
The decline follows several years of growth in undergraduate computer science enrollment at four-year colleges. Final Clearinghouse figures cited in the source put enrollment at about 499,000 in fall 2020, rising to approximately 660,000 in fall 2024 before dropping 8.1% to about 606,000 in fall 2025. Graduate enrollment fell 14.0% in fall 2025.
Those past figures make the latest decrease part of a reversal after a substantial expansion. The source estimates that, if the preliminary 12.4% decline held in the final count, four-year undergraduate enrollment could be near 530,000. That calculation combines an early percentage with final prior-year counts; it is an illustrative estimate, not a forecast.
Separate pipeline data point to a similar change in new student interest. The Computing Research Association’s 2025 Taulbee Survey, covering PhD-granting computing departments in the United States and Canada, recorded a 13% fall in new computer science majors to 33,490. Those departments still awarded a record 41,858 bachelor’s degrees, reflecting students who began their studies years earlier. Enrollment and graduation trends therefore move on different timelines.
The available evidence does not isolate AI as the cause of either the enrollment fall or the weak entry-level market. A Stanford study cited by the source found employment among 22- to 25-year-olds in AI-exposed jobs was 19% below where it otherwise would have been. That finding concerns employment in exposed jobs; it does not directly explain why students enrolled in computer science at lower rates.
The source also cites a New York Fed analysis that attributes most of the rise in unemployment among young graduates to remote work and says the timing predates generative AI. Visa restrictions and delays may be particularly relevant to graduate enrollment: about half of computer science master’s students at research universities are nonresidents, and 86% of computing departments in a spring 2026 survey said visa delays and denials hurt their incoming graduate class. These factors overlap, and the figures provided do not quantify each one’s contribution to the enrollment decline.
The Clearinghouse numbers remain preliminary, and the source provides no final fall 2026 counts. It is also unclear how much students are switching to other disciplines, delaying enrollment, or responding to local job prospects. The current data establish a decline and a strained entry-level market, but not a single cause.
Final Counts and Hiring Trends Ahead
The Clearinghouse’s final fall 2026 enrollment figures are expected in January 2027. They will show whether the preliminary declines hold, and may adjust the reported rates as more institutions’ data are included. Future enrollment releases will help establish whether the downturn continues or levels off.
Employers and students will also be watching software hiring data, including the share of postings aimed at entry-level candidates. The source warns that the effects of lower enrollment on graduating classes would not appear immediately; it estimates that smaller cohorts could begin to reach the job market around 2029. That timing is conditional on the decline persisting, not a confirmed projection.
For now, the clearest conclusion is narrower: computer science enrollment is down, and several indicators show entry-level software hiring is difficult. Whether AI is the main force behind either trend remains unsettled.
Key Questions
How much did computer science enrollment fall this fall?
Preliminary fall 2026 figures show declines of 12.4% at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs, compared with fall 2025.
Do the data prove AI caused the enrollment decline?
No. The figures show enrollment fell, but they do not identify the cause. Weak entry-level hiring, visa delays, the reversal of an earlier enrollment boom and AI-related changes are among the factors discussed in the source.
Are entry-level software jobs harder to find?
The indicators cited point to a difficult market. Indeed’s software development postings index was about 81 against a February 2020 baseline of 100, and entry-level roles made up 4.5% of software development postings in early 2026.
Are students abandoning technical fields generally?
The reported pattern does not show a broad retreat from technical study. At four-year colleges, engineering enrollment increased 6.1% and health professions enrollment increased 6.2% this fall.
When will final fall 2026 enrollment figures be available?
The National Student Clearinghouse Research Center expects to publish final figures in January 2027. The early estimates may change as more institutional data are included.
Source: ThorstenMeyerAI.com
