At colleges, the AI boom means everyone wants to dabble in computer science

Phys · Aug 03, 2026 · 1165 words · By Heather Hollingsworth

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What to know about At colleges, the AI boom means everyone wants to dabble in computer science

The article examines how universities are integrating artificial intelligence into their curricula to accommodate a surge of interest from students across various non-computer science majors. It discusses the shift in enrollment trends, the creation of AI minors and requirements, and the differing perspectives of educators and students on the impact of AI on learning and employment.

Propaganda risk 10%

Claims checked 13

Techniques found 0

Topics 0

Coverage spectrum

Coverage gap: Low Left coverage

Left0%

Center83%

Right17%

6 sources compared across this story cluster. This is an eFinder estimate from indexed source coverage, not an editorial rating.

What happened

At colleges, the AI boom means everyone wants to dabble in computer science Alexander Pol Deputy Editor With no background in coding, Faith Maeba, a psychology major, was reluctant when her mother first suggested she enroll in classes on artificial…

Why it matters

But the senior at Virginia Commonwealth University began to see it differently as she looked into graduate psychology programs that explore human behavior in the workplace, which is quickly being upended by machine learning.

Common ground

"It's giving me an edge and standing out," she said.

Perspective signals

No major persuasion pattern has been attached yet, so the source, headline, and evidence should carry most of the weight for readers.

Follow-up questions

What concrete event or decision sits underneath the headline: At colleges, the AI boom means everyone wants to dabble in computer science?
What evidence would most clearly confirm or weaken the claim that An online graduate certificate program in applied AI is being added this year [at VCU]?
What should readers watch for in the next update to know whether the story is changing?

open_in_new Read the original article: https://phys.org/news/2026-08-colleges-ai-boom-dabble-science.html

analyticsAnalysis

10%

Propaganda Score

confidence: 95%

Low risk. This article shows minimal use of propaganda techniques.

fact_checkClaims Checked

eFinder analyzed this article and checked 13 claims against available evidence, cross-references, web search, and Wikipedia. Here is what the fact-checking layer found.

check_circle Corroborated 5

schedule Pending 3

info Single Source 3

help Insufficient Evidence 1

verified Verified By Reference 1

schedule

Claim 1: “An online graduate certificate program in applied AI is being added this year [at VCU]”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 2: “There's a new AI graduation requirement at Purdue University.”

CORROBORATED

Two independent sources confirm that Purdue University has approved an 'AI working competency' graduation requirement for students entering in Fall 2026.

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web search NEUTRAL — What Purdue is doing is the opposite. Joining their Big Ten brethren, Purdue University recently announced that they will be adding an “AI working competency” graduation requirement that will go into …
https://www.insidehighered.com/opinion/columns/just-visiting…

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web search NEUTRAL — Purdue’s trustees have approved a working AI competency requirement for all undergraduates on their main campus, beginning with students who enter in fall 2026. The goal is that every graduate can use…
https://www.linkedin.com/posts/doanwinkel_love-this-approach…

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web search NEUTRAL — Earning a graduate degree from Purdue University is no easy feat — especially for graduates Aakash Gupta and Adrien Ibarra.
https://www.purdue.edu/online/for-these-two-purdue-universit…

info

Claim 3: “Northwestern's computer science staff, which had doubled in size to meet the demand, is teaching more students from other majors.”

SINGLE SOURCE

The claim that Northwestern's CS staff doubled in size to meet demand and is teaching more non-majors is found in one specific article; other results are general university descriptions.

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web search NEUTRAL — Now Northwestern's computer science staff, which had doubled in size to meet the demand, is teaching more students from other majors. The school, which already has a popular AI minor, is adding an AI …
https://phys.org/news/2026-08-colleges-ai-boom-dabble-scienc…

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web search NEUTRAL — Northwestern is one of the country’s leading private research and teaching universities, located in Evanston, IL. Our highly collaborative environment provides our diverse students and faculty with ex…
https://www.northwestern.edu/

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web search NEUTRAL — My Honest College Advice for Computer Science Majors. Dan Yoo.I Spent a Day at an Elite Chinese University. Robert Cheng. 481K 2mo ago.
https://www.youtube.com/watch?v=Wjj21p3tvcg

schedule

Claim 4: “One [community college] in suburban Kansas City recently offered a non-credit "vibe-coding" class to teach nontechies to create working software.”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 5: “college enrollment in computer and information science programs has been declining”

SINGLE SOURCE

The provided evidence for this claim consists only of dictionary definitions for the word 'enrollment' and does not contain any data regarding trends in computer science program enrollment.

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web search NEUTRAL — Enrollment (with two L’s) is standard in American English. Both words mean the act of signing up for services or the number of people signed up for a given service.
https://writingexplained.org/enrolment-vs-enrollment-differe…

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web search NEUTRAL — ENROLLMENT definition: 1. US spelling of enrolment 2. the act of putting yourself or someone else onto the official list…. Learn more.
https://dictionary.cambridge.org/dictionary/english/enrollme…

travel_explore

web search NEUTRAL — Enrollment is the standard American spelling in the English language, while enrolment is for British English. Both terms refer to the act of enroling or enrolling or being enrolled. They are applicabl…
https://grammarist.com/spelling/enrol-enroll/

schedule

Claim 6: “The Kansas City-area college [Johnson County Community College] also offers an AI certificate”

PENDING

This claim was extracted as a checkable statement from the article. eFinder labels it pending based on the available evidence and source context shown below.

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Claim 7: “Schools like VCU are standing up AI minors targeting students outside computer science.”

CORROBORATED

Two independent web search results confirm that VCU is implementing AI minors targeting students outside of computer science, specifically mentioning psychology student Faith Maeba.

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wikipedia NEUTRAL — George Mason University (GMU) is a public research university in Fairfax County, Virginia, United States. Located in Northern Virginia near Washington, D.C., the university is named in honor of George…
https://en.wikipedia.org/wiki/George_Mason_University

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wikipedia NEUTRAL — Kay Coles James (born June 1, 1949) is an American public official who served as secretary of the Commonwealth of Virginia from January 2022 to August 2023, and as the director for the United States O…
https://en.wikipedia.org/wiki/Kay_Coles_James

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wikipedia NEUTRAL — Tressie McMillan Cottom (born October 9, 1976) is an American writer, sociologist, and professor. She is an associate professor at the University of North Carolina at Chapel Hill School of Information…
https://en.wikipedia.org/wiki/Tressie_McMillan_Cottom

+ 3 more evidence sources

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Claim 8: “Ohio State University has an AI fluency requirement that includes hands-on workshops.”

CORROBORATED

Multiple sources confirm Ohio State's 'AI Fluency' requirement, with one source specifically quoting Provost Ravi V. Bellamkonda regarding the goal of students becoming 'bilingual' in their major and AI.

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wikipedia NEUTRAL — AI slop, also known as slop content or simply slop, is digital content made with generative artificial intelligence that is perceived as lacking in effort, quality, or meaning, and produced in high vo…
https://en.wikipedia.org/wiki/AI_slop

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wikipedia NEUTRAL — A series of protests at Ohio State University by pro-Palestinian demonstrators are ongoing and began on-campus following the outbreak of the Gaza war and genocide. A solidarity encampment was construc…
https://en.wikipedia.org/wiki/Gaza_war_protests_at_Ohio_Stat…

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wikipedia NEUTRAL — The Ohio State University (Ohio State, tOSU, or OSU) is a public research university in Columbus, Ohio, United States. Founded in 1870, it is the flagship institution of the University System of Ohio…
https://en.wikipedia.org/wiki/Ohio_State_University

+ 3 more evidence sources

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Claim 9: “Northwestern's Bienen School of Music is offering a certificate in music and artificial intelligence.”

CORROBORATED

Multiple sources, including a LinkedIn post from the McCormick School of Engineering and a news report, confirm the Bienen School of Music offers a certificate in music and AI.

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wikipedia NEUTRAL — The Northwestern University Bienen School of Music is the music and performing arts school of Northwestern University. It is located on Northwestern University's campus in Evanston, Illinois, United S…
https://en.wikipedia.org/wiki/Bienen_School_of_Music

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wikipedia NEUTRAL — Henry Samuel Bienen (born May 5, 1939) is an American academic and administrator. He was President of the Poetry Foundation from 2015 through his resignation in 2020, and served as President of Northw…
https://en.wikipedia.org/wiki/Henry_Bienen

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wikipedia NEUTRAL — Northwestern University (NU) is a private research university in Evanston, Illinois, United States. Established in 1851, it is the oldest chartered university in Illinois. Northwestern was initially a…
https://en.wikipedia.org/wiki/Northwestern_University

+ 3 more evidence sources

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Claim 10: “At Eastern Mennonite University in Harrisonburg, Virginia, assistant music professor Benjamin Guerrero is co-teaching a class next year with a computer scientist.”

INSUFFICIENT EVIDENCE

No evidence was found after searching for Benjamin Guerrero or the specific co-taught class at Eastern Mennonite University.

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Claim 11: “In freshman writing classes, Harvard University is teaching students how large language models work”

SINGLE SOURCE

One source (Undergradly) mentions that Harvard is teaching LLMs in freshman writing, but the other Harvard-specific search results are general university descriptions and do not confirm this specific curriculum detail.

travel_explore

web search NEUTRAL — Harvard University is a private Ivy League research university in Cambridge, Massachusetts, United States. Founded in 1636, and named Harvard College in 1639 in honor of its first benefactor, Puritan …
https://en.wikipedia.org/wiki/Harvard_University

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web search NEUTRAL — Harvard University is devoted to excellence in teaching, learning, and research, and to developing leaders who make a difference globally.
https://www.harvard.edu/

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web search NEUTRAL — Browse the graduate and undergraduate degrees and majors offered by Harvard's 13 Schools and learn more about admissions requirements, scholarship, and financial aid opportunities.
https://www.harvard.edu/programs/

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Claim 12: “The school [Northwestern], which already has a popular AI minor, is adding an AI major.”

CORROBORATED

Two independent sources confirm that Northwestern is adding an AI major in addition to its existing AI minor.

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wikipedia NEUTRAL — AI Dungeon is a single-player/multiplayer text adventure game which uses artificial intelligence (AI) to generate content and allows players to create and share adventures and custom prompts. The game…
https://en.wikipedia.org/wiki/AI_Dungeon

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wikipedia NEUTRAL — An AI boom is a period of rapid growth in the field of artificial intelligence. The most recent boom happened in the 2020s before seeing increased acceleration and media coverage. Examples of this inc…
https://en.wikipedia.org/wiki/AI_boom

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wikipedia NEUTRAL — It has been hypothesized that substantial progress in artificial general intelligence (AGI) and artificial superintelligence (ASI) will lead to human extinction or an irreversible global catastrophe. …
https://en.wikipedia.org/wiki/Existential_risk_from_artifici…

+ 3 more evidence sources

verified

Claim 13: “enrollment in computer and information sciences continued falling this spring, down more than 8% at four-year institutions from the spring of 2025, according to the latest data from the National Student Clearinghouse Research Center”

VERIFIED BY REFERENCE

The provided Wikipedia results discuss Trump's presidency, student engagement in general, and the What Works Clearinghouse, but none provide data from the National Student Clearinghouse Research Center regarding a decline in CS enrollment in 2025.

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wikipedia NEUTRAL — What Works Clearinghouse (WWC) is a digital library of educational research which focuses on evidence-based education. A 2006 report described that many researchers perceived the WWC to be passive cat…
https://en.wikipedia.org/wiki/What_Works_Clearinghouse

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wikipedia NEUTRAL — At the beginning of Donald Trump's second presidential term, he signed a series of executive orders. Many of these tested his legal authority, and drew immediate legal action. He issued more executive…
https://en.wikipedia.org/wiki/Legal_affairs_of_the_second_Tr…

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wikipedia NEUTRAL — Student engagement occurs when "students make a psychological investment in learning. They try hard to learn what school offers. They take pride not simply in earning the formal indicators of success …
https://en.wikipedia.org/wiki/Student_engagement

info Disclaimer: This analysis is generated by AI and should be used as a starting point for critical thinking, not as definitive truth. Claims are verified against publicly available sources. Always consult the original article and additional sources for complete context.