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TL;DR
Preliminary National Student Clearinghouse data show computer and information science enrollment fell this fall at four-year, two-year and graduate programs. The weak entry-level job market and AI are part of the debate, but the enrollment figures do not establish a cause; visa pressures and the post-pandemic hiring slowdown may also matter.
Computer and information science enrollment fell across college levels in preliminary fall 2026 data released October 29 by the National Student Clearinghouse Research Center, giving new evidence that students are reconsidering the field as entry-level tech hiring remains weak and AI changes expectations about coding work. The data document a decline, but do not show that AI caused it.
Enrollment 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 field’s undergraduate decline accelerated from the previous year, while the graduate decline was smaller than its steep fall in 2025.
The Clearinghouse report is preliminary, based on 7.92 million enrollments reported by 46% of participating institutions as of September 24. It compares the same panel of schools over time, rather than providing a final national count. The organization plans to publish final figures in January 2027, and those totals may differ.
The decreases stand out against a largely stable overall enrollment picture: total college enrollment rose 0.2%, and undergraduate enrollment rose 0.6%. At four-year colleges, engineering enrollment grew 6.1% and health professions grew 6.2%, while business was flat. The pattern suggests students are not simply turning away 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 Smaller Pipeline Meets Hiring Pressure
The enrollment figures matter to colleges and employers because a sustained drop could eventually mean fewer computer science graduates entering the workforce. That effect would come with a lag: departments can still be graduating large classes made up of students who enrolled during the earlier boom. The source reports that computing departments in the 2025 Taulbee Survey awarded a record 41,858 bachelor’s degrees even as new computer science majors fell 13% to 33,490.
Students are also weighing a difficult near-term job market. The source cites an Indeed index putting software development postings at about 81, with February 2020 set to 100, and says just 4.5% of software development postings in early 2026 were entry-level. Recent computer science graduates had a 7.0% unemployment rate in the latest data by major cited in the source. These measures do not establish what students were thinking when choosing a major, but they help explain why the field’s career promise may look less certain to applicants.
For employers, a smaller future graduate pipeline could make it harder to hire early-career talent if demand remains strong. The source argues that companies should redesign junior roles around work that includes judgment and verification rather than simply removing entry-level positions. That is a recommendation, not a finding of the enrollment report. For prospective students, the reported decline does not mean computer science has lost its value: the source says the degree still pays above average, while urging students to pair coding with domain knowledge and the ability to evaluate results.
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From Enrollment Boom to Pullback
The 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 roughly 660,000 in fall 2024, then falling 8.1% to about 606,000 in fall 2025. Graduate enrollment in the field fell 14.0% that year, to about 190,000.
The current report covers a broad federal classification called “Computer and Information Sciences and Support Services,” not only a narrow set of computer science majors. The source also points to other potential influences on enrollment: the hiring cycle’s reversal after the 2021–22 boom, changes in visa processing affecting international students, remote-work patterns and movement toward newer programs. It says about half of computer science master’s students at research universities are nonresidents and cites a spring 2026 survey in which 86% of computing departments said visa delays and denials hurt their incoming graduate class.
AI is part of the discussion, but the evidence presented is mixed. A Stanford study cited by the source found employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it otherwise would have been. A New York Fed analysis, also cited, attributes most of the increase in young graduates’ unemployment to remote work and says the timing predates generative AI. Those analyses address labor-market outcomes; neither, as presented here, establishes why students chose different majors.
What the Enrollment Data Cannot Show
The early figures establish that reported enrollment in the broad computer and information science category declined, but they do not identify students’ reasons. The report cannot separate the effects of AI from job-market conditions, visa issues, program changes or other factors. The source’s competing explanations should be treated as possible contributors, not proven causes.
The figures may also change when the Clearinghouse releases its final count in January 2027. The underlying preliminary sample includes 46% of participating institutions, so it is not a completed count of all U.S. colleges. In addition, the reported enrollment trend does not show whether students are leaving higher education, switching to adjacent majors or choosing newer programs that may be classified differently.
It is also unclear whether the job-market indicators cited in the source will improve, or whether AI-related changes to hiring will persist. The studies and posting measures describe particular populations and periods; they do not directly measure how prospective students interpret those signals.
Final Counts and Hiring Trends
The next major data point is the Clearinghouse’s final fall 2026 enrollment report, expected in January 2027. It will show whether the preliminary declines hold after more institutions’ records are included. Researchers and colleges will also be able to watch whether the graduate and undergraduate trends continue at different rates.
Beyond enrollment, the question is whether hiring conditions change before the smaller incoming cohorts reach graduation. Employers’ postings and entry-level hiring will help show whether the current weakness persists, while future research may clarify how much AI exposure affects young workers compared with other forces. For now, the available evidence supports a clear decline in enrollment and a strained entry-level market, but not a single confirmed explanation.
Key Questions
How much did computer science enrollment fall?
Preliminary fall 2026 data 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.
Does the report prove AI is driving students away?
No. The report records enrollment changes but does not ask why students chose their programs. AI may be one influence, alongside hiring conditions, visa issues and shifts among programs.
Are students leaving technical fields generally?
The figures cited 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 figures be available?
The National Student Clearinghouse Research Center expects to publish final fall 2026 figures in January 2027. The preliminary numbers may change.
Source: ThorstenMeyerAI.com
