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TL;DR
Preliminary fall 2026 data from the National Student Clearinghouse Research Center 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 year over year. A weak entry-level software job market may be part of the explanation, but the data do not establish that AI or hiring conditions caused the decline; final enrollment figures are due in January 2027.
Computer and information science enrollment fell sharply across U.S. colleges in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, dropping 12.4% at four-year institutions, 12.3% at two-year colleges and 10.4% in graduate programs compared with fall 2025. The figures arrive as entry-level software hiring remains weak, but they do not establish that job prospects or artificial intelligence caused students to choose other fields.
The declines extend a two-year downturn. Compared with fall 2024, computer and information science enrollment was down 18.4% at four-year colleges, 17.5% at two-year colleges and 27.1% in graduate programs. The four-year undergraduate decline accelerated from 6.9% last fall, while the graduate decline eased from 18.6%. That different pace suggests the figures may reflect more than one force, though the enrollment report does not identify causes.
The research center’s report is an early estimate, not a final count. It covers 7.92 million enrollments reported by 46.0% of participating institutions as of September 24, 2026, comparing the same panel of schools over time. The center is expected to publish final fall figures in January 2027, and those numbers may differ. Across higher education overall, enrollment rose 0.2%; undergraduate enrollment increased 0.6%, while graduate enrollment fell 1.6%.
Other fields did not show the same pattern at four-year colleges: engineering enrollment grew 6.1% this fall and health professions grew 6.2%, while business was flat. The data therefore show a decline concentrated in computer and information science rather than a broad retreat from technical or career-focused study.
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 Shrinking Pipeline Meets Weak Hiring
The enrollment decline could matter to employers and students over time, but it is not an immediate measure of the number of new graduates entering the workforce. Students who leave or avoid a program now will affect the supply of graduates several years later. Meanwhile, colleges and employers are making decisions against a job market that has fewer visible entry-level openings than it did during the technology hiring boom.
Indicators cited in the source report point to a difficult market for early-career applicants. The Indeed software development postings index stood at about 81, with February 2020 set at 100. In early 2026, only 4.5% of software development postings were classified as entry-level. The latest by-major data cited in the report put unemployment among recent computer science graduates at 7.0%. These measures describe pressure on job seekers, but they do not show that the labor market caused the enrollment fall.
For students and people considering a career change, the figures are a reason to examine the available evidence, not proof that a computer science degree has lost its value. The source report says the field continues to pay above average, while the mix of jobs and skills employers seek may be changing. For companies, smaller incoming cohorts could eventually affect hiring pipelines, though the timing and scale cannot be read directly from preliminary enrollment percentages.
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The Boom Before the Decline
The fall follows a period of strong growth in computer science study. Final Clearinghouse data cited in the source show four-year undergraduate enrollment rising from about 499,000 in 2020 to roughly 660,000 in 2024, before falling 8.1% in fall 2025 to about 606,000. Graduate enrollment in the field fell 14.0% in fall 2025, to around 190,000.
The Computing Research Association’s 2025 Taulbee Survey, which covers computing departments at PhD-granting institutions in the United States and Canada, also recorded a turn in incoming students: new computer science majors fell 13% to 33,490. At the same time, those departments awarded a record 41,858 bachelor’s degrees. The difference reflects timing: degrees awarded now come from students who enrolled years earlier, so the falling intake has not yet passed through the graduation pipeline.
Several explanations have been raised, including weaker entry-level hiring, changes in visa access for international graduate students, the pullback after the 2021–2022 hiring boom, remote work and students choosing newer or differently named programs. The source reports that about half of computer science master’s students at research universities are nonresidents and that 86% of computing departments in a spring 2026 survey said visa delays and denials hurt incoming graduate classes. Those figures point to a possible contribution to the graduate decline, but they do not account for the undergraduate pattern on their own.
AI is also part of the debate, but evidence cited in the source does not settle its role. A Stanford study found employment among 22- to 25-year-olds in AI-exposed jobs was 19% below an estimated counterfactual level. A New York Fed analysis, meanwhile, attributed most of the rise in young graduates’ unemployment to remote work and placed the start of that pattern before generative AI became widely used. These findings concern employment and do not directly explain students’ enrollment choices.
Causes Remain Unproven
The enrollment report documents changes, not causes. It does not establish whether students are responding to entry-level job prospects, AI, visa restrictions, shifts in program naming or other factors, nor does it measure the relative effect of each. The drop across multiple degree levels and the different pace of undergraduate and graduate declines make a single explanation difficult to infer from these figures alone.
The numbers also remain preliminary. The report is based on institutions that had submitted data by September 24, representing 46.0% of participating institutions, and its same-school comparison does not provide a final census of fall enrollment. The January 2027 release will clarify whether the percentage declines hold. It is also unclear how much the current intake reductions will change the supply of graduates, or when employers might feel an effect.
Final Counts Due in January
The next key milestone is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary declines persist after more institutions’ data are included. Future enrollment releases and graduation counts can help establish whether the downturn continues through the student pipeline.
In the meantime, the labor-market indicators cited here can describe posting levels and graduate unemployment, but they cannot by themselves establish why students are changing programs. Employers, colleges and prospective students will be watching for whether entry-level openings recover and whether the composition of computer science programs shifts. Until those developments and final enrollment totals are available, claims that AI or any single factor drove the decline remain unconfirmed.
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. The research center says final figures are expected in January 2027.
Do the data show that AI caused the decline?
No. The enrollment report records changes in enrollment but does not identify their cause. AI-related changes in hiring are one proposed factor, alongside labor-market conditions, visa issues and shifts in program choices.
Are entry-level software jobs difficult to find?
The source report cites an Indeed software development postings index of about 81, with February 2020 equal to 100, and says 4.5% of software development postings in early 2026 were classified as entry-level. These figures indicate a constrained market, but they do not explain the enrollment decline by themselves.
Are students moving away from all technical fields?
The preliminary figures do not show a general retreat from technical study. At four-year colleges, engineering enrollment rose 6.1% and health professions enrollment rose 6.2% this fall, 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 enrollment figures in January 2027. The final results may differ from the preliminary estimates.
Source: ThorstenMeyerAI.com
