🔍 Read the full analysis: Computer Science Enrollment Fell This Fall—Could AI Be Affecting First Jobs? on ThorstenMeyerAI.com
Get the latest gadgets delivered free with Prime
- Fast, free delivery on millions of items
- Prime Video, Amazon Music and more included
- Member-only deals all year
TL;DR
Preliminary National Student Clearinghouse data show computer and information science enrollment fell year over year at four-year, two-year and graduate programs in fall 2026. Entry-level software hiring is weak, but the data do not establish AI as the main cause of the enrollment decline; visa constraints and the post-boom correction may also be factors.
Computer and information science enrollment fell this fall at four-year, two-year and graduate programs, according to preliminary data released October 29 by the National Student Clearinghouse Research Center. The declines come as entry-level software hiring remains weak, but the figures do not show whether artificial intelligence is driving students away from the field.
The Clearinghouse reported year-over-year declines of 12.4% among undergraduates at four-year colleges, 12.3% at two-year colleges and 10.4% in graduate programs. Across two years, the reported decreases 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 numbers are preliminary. The report is based on 7.92 million enrollments reported by institutions representing 46.0% of participating schools as of September 24. The Clearinghouse compares the same panel of institutions over time, and says final figures are due in January 2027; those results may differ.
Other large 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. Across all fields, total enrollment rose 0.2%. The pattern points to a decline concentrated in computer science rather than a general retreat from college or technical 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).
Powered by Thorsten Meyer AI
Weak Hiring Meets a Smaller Pipeline
The fall is landing as prospective students face a difficult software job market. Indeed’s software development postings index stood at about 81, with February 2020 set at 100, according to the supplied source material. Only 4.5% of software development postings in early 2026 were classified as entry-level. The latest by-major figures cited in the source put recent computer science graduates’ unemployment rate at 7.0%.
That combination matters to students and families weighing tuition and time against career prospects. It also matters to employers: the source argues that today’s large graduating classes will give way to smaller ones from about 2029 if the enrollment decline persists. That timing is an estimate, not a confirmed forecast. Companies that remove junior positions could also narrow the routes through which new workers gain experience and develop skills.
For students and career changers, the figures do not show that computer science has stopped paying off. The source says the field still pays above average, while recommending skills that pair coding with judgment, verification and knowledge of a particular industry. Those are interpretations and advice, not findings established by the enrollment report.
Products Worth Considering
Apple AirPods Pro 3 Wireless Earbuds
DJI Osmo Pocket 3 Creator Combo Vlogging Camera with Mic 2, 1 CMOS, 4K/120fps, 3-Axis Stabilization, 128GB Card
DJI Mic 3 Wireless Microphone System (2 Transmitters, 1 Receiver, Charging Case)
As an affiliate, we earn on qualifying purchases.
A Boom Preceded the Decline
The current drop follows rapid growth in undergraduate computer science enrollment. The source’s account of final Clearinghouse figures says four-year undergraduate enrollment rose from about 499,000 in fall 2020 to about 660,000 in fall 2024, then declined 8.1% in fall 2025 to around 606,000. Graduate enrollment fell 14.0% in fall 2025, to about 190,000.
The source estimates that applying this fall’s preliminary 12.4% decline to the prior four-year undergraduate count would put enrollment near 530,000. That calculation combines preliminary and final figures, so it is an illustrative estimate, not a forecast. It is not a final enrollment count.
Pipeline data cited from the Computing Research Association’s 2025 Taulbee Survey, covering PhD-granting computing departments in the United States and Canada, show new computer science majors down 13% to 33,490. The same departments awarded a record 41,858 bachelor’s degrees, reflecting students who entered earlier. That lag means enrollment changes and the number of graduates entering the labor market will not move in lockstep.
AI’s Role Is Not Settled
The enrollment figures establish a decline, not its cause. A Stanford study cited in the source found employment among 22- to 25-year-olds in AI-exposed jobs 19% below where it would otherwise be, but that finding does not by itself establish why students chose other majors. A New York Fed analysis cited by the source attributes most of the rise in unemployment among young graduates to remote work and says its timing predates generative AI.
Other explanations may also contribute. The source points to visa delays and denials affecting international graduate students, the correction after the 2021–2022 hiring boom, remote-work changes and students choosing newer programs. It 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 their incoming graduate class. The underlying survey details are not included in the supplied material, so those figures cannot be independently assessed here.
The graduate decline also differs from the undergraduate trend: it followed a steeper drop last year and is now smaller year over year. That contrast may indicate that more than one force is shaping enrollment. The available figures do not establish how much each factor contributes, whether the fall decline will persist, or how final counts will change.
Final Counts Arrive in January
The Clearinghouse expects to publish final fall 2026 enrollment data in January 2027. Those figures will show whether the preliminary declines hold after more institutions report and may refine comparisons across program levels.
In the meantime, enrollment totals and hiring indicators will need to be tracked separately. The enrollment data measure college participation; job-posting indexes and graduate unemployment figures describe different parts of the labor market and do not prove that one caused the other. Further evidence on hiring patterns, visa impacts and students’ reasons for changing programs would help clarify the competing explanations.
For employers, the immediate question is whether to retain and redesign junior roles as AI changes software work, rather than treating fewer entry-level openings as a permanent trend. For students, the current data show a weaker route into software jobs, but do not establish that a computer science degree has lost its broader value.
Key Questions
How much did computer science enrollment fall in fall 2026?
Preliminary 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. Final figures are expected in January 2027.
Do the figures prove AI caused the decline?
No. The Clearinghouse figures show changes in enrollment, not students’ reasons for choosing or leaving a program. AI-related job concerns are one possible factor among several cited in the source.
Is enrollment falling across all technical fields?
No. At four-year colleges, the supplied report says engineering enrollment grew 6.1% and health professions grew 6.2% this fall. Business was flat.
What do the data say about entry-level software jobs?
The source reports that 4.5% of software development postings in early 2026 were entry-level and that Indeed’s postings index was about 81, using February 2020 as 100. These figures describe the job market; they do not establish why enrollment fell.
When will final enrollment figures be available?
The National Student Clearinghouse Research Center expects to release final fall 2026 numbers in January 2027. The preliminary results may change as additional institutions report.
Source: ThorstenMeyerAI.com
