Artificial intelligence is changing what students choose to study—and not in the way many expected. According to an Associated Press report, enrollment in traditional computer science and information science programs is declining, partly because hiring for entry-level software development roles has slowed as AI tools automate more coding tasks. At the same time, interest in learning AI is expanding rapidly among students in psychology, business, music, healthcare, and other non-technical fields, as employers increasingly expect AI literacy across nearly every profession.
Universities are quickly adapting to this shift by introducing AI-focused programs for students outside computer science. Schools such as Virginia Commonwealth University now offer AI minors for non-technical majors, while Purdue University has introduced an AI graduation requirement. Harvard University teaches students how large language models work in writing courses, and Ohio State University requires AI fluency through hands-on workshops. Educators argue that AI literacy is becoming as fundamental as reading, writing, and mathematics, making AI knowledge an essential skill regardless of career choice.
Rather than encouraging every student to become a software engineer, universities are emphasizing interdisciplinary learning. Computer science departments are opening more courses to non-majors, while institutions are launching programs that combine AI with disciplines such as music, art, engineering, and social sciences. The goal is to prepare graduates who can apply AI within their own fields, blending technical understanding with domain expertise and human-centered skills like creativity, communication, and critical thinking.
The trend reflects a broader transformation in higher education driven by AI. As automation changes the job market, colleges are shifting their focus from teaching only coding to developing graduates who know how to work effectively with AI. While demand for traditional computer science degrees has softened, demand for AI literacy across all majors is growing rapidly, signaling that future career success will likely depend on combining AI skills with strong human judgment and expertise in a chosen field.
