Colleges nationwide are recalibrating their academic offerings in response to the artificial intelligence boom, introducing AI minors and courses for students across a variety of majors, even as traditional computer science enrollment sees a decline. This shift reflects both changing student demand and employers' increasing focus on AI literacy for new graduates.
Institutions like Virginia Commonwealth University (VCU) are establishing AI minors designed for students outside of computer science. VCU psychology major Faith Maeba, for instance, is pursuing an AI minor to gain an advantage in graduate programs that examine workplace dynamics influenced by machine learning. Similarly, Purdue University has implemented a new AI graduation requirement, and Harvard University is incorporating AI topics, including copyright and disinformation, into freshman writing classes. Ohio State University also mandates AI fluency, featuring hands-on workshops.
Peter Stone, chair of computer science at the University of Texas at Austin, emphasizes the need to "democratize" AI education, drawing a parallel to foundational skills like math and writing. He believes a basic understanding of AI is becoming essential for everyone, regardless of their field.
At Northwestern University, where enrollment in computer science had previously surged, the number of incoming majors has recently shrunk. The university's computer science department, which had expanded to meet prior demand, is now accommodating more students from other disciplines. Northwestern is adding an AI major and streamlining prerequisites to make AI and machine learning courses more accessible to nonmajors. Samir Khuller, chair of computer science at Northwestern, noted that classes are becoming "a lot more accessible moving forward," and the department is actively seeking to hire more professors.
The trend extends to specialized programs, such as Northwestern's Bienen School of Music offering a certificate in music and artificial intelligence. Across the country, enrollment in computer and information sciences at four-year institutions fell more than 8% in spring 2024 compared to spring 2025, according to the National Student Clearinghouse Research Center, coinciding with a drop in job postings for software developers.
Musicians and artists are discovering AI tools that can automate tasks like editing or generating music. Eastern Mennonite University is co-teaching a class for music, art, theater, and digital media majors alongside math and computer science students, aiming to foster collaboration at the intersection of art and technology. Benjamin Guerrero, an assistant music professor at EMU, views AI as a tool no more disruptive than previous technological advancements in music.
Even students in STEM fields, who historically took computer science courses for data analysis, are finding new AI tools to ease the learning curve. However, concerns linger about AI's potential to obscure fundamental understanding of one's own discipline if students rely on AI to perform tasks such as coding.
The rapid pace of these academic adjustments is notable for a sector often characterized by slow change. Paul LeBlanc, a visiting scholar at Harvard's Graduate School of Education, highlights the challenge of keeping up with technology. Community colleges are demonstrating particular agility, with institutions like Johnson County Community College offering non-credit courses such as "vibe-coding" to introduce basic software creation to novices. Grant Carlson, program coordinator for workforce development at the college, stated that AI "shrinks that distance between a complete novice and an expert."
Universities are also accelerating their curriculum development. At VCU, Andrew Arroyo, senior vice provost of academic affairs, noted that course approval processes have shortened from months to weeks, with a new online graduate certificate in applied AI launching this year.
Beyond technical skills, educators are preparing students for diverse applications of AI. VCU music composition major Althea Pappas is exploring AI to grapple with philosophical questions about consciousness and life, while biology major Makenzie Stovall is interested in AI's potential to emulate the human brain, viewing it as a complementary field to neurology.