How Undergraduate AI Majors Are Taking Shape Across U.S. Higher Education
A national mapping study identified more than 350 undergraduate AI programs and related credentials across more than 560 U.S. four-year institutions. The episode explores why “AI major” now describes a wide range of programs rather than a standardized degree.
The discussion compares engineering-centered programs at institutions including RIT, LSU, and UCSB; Northwestern’s technically rigorous interdisciplinary model; and applied programs at Bryant, Drexel, and Morgan State. It also considers differences in mathematics, programming, ethics, domain study, admissions preparation, and experiential learning.
The episode concludes with practical considerations for institutions: define the intended graduate, make projects and workplace experience central, and clarify pathways among AI, computer science, data science, and domain-specific programs.
TOPICS:
- Undergraduate artificial intelligence programs
- AI curriculum design
- Technical and applied AI degrees
- Interdisciplinary AI education
- Admissions and student preparation
- Experiential learning and capstone projects
SOURCES:
- Northeastern University research team / arXiv — https://arxiv.org/abs/2606.12428
- Rochester Institute of Technology — https://www.rit.edu/computing/study/artificial-intelligence-bs
- Rochester Institute of Technology — https://www.rit.edu/news/rit-launches-hands-bachelor-science-degree-artificial-intelligence
- Northwestern Engineering — https://www.mccormick.northwestern.edu/computer-science/academics/undergraduate/ai-major/
- Bryant University — https://news.bryant.edu/bryant-announces-new-major-applied-artificial-intelligence
- Drexel University — https://drexel.edu/admissions/undergrad/blog/2025/October/artificial-intelligence-machine-learning
- Morgan State University — https://www.morgan.edu/news/morgan-launches-artificial-intelligence-degree
AUTHOR:
Ralph Aldredge, PhD, PE
WEBSITE:
https://AIHigherEdToday.com
YOUTUBE URL:
https://www.youtube.com/watch?v=jbg7wjl6Ik0
DISCLOSURE:
This episode uses AI-generated narration.
DISCLAIMER:
This podcast is provided for educational and informational purposes. Although sources and content are reviewed before publication, information may be incomplete, contain errors, or become outdated as developments evolve. Listeners should consult original sources and exercise independent judgment before relying on the information presented.
EPISODE CREATION DATE:
October 24, 2026
EPISODE TYPE:
Full
COPYRIGHT:
© 2026 Ralph Aldredge. Original script and commentary. All rights reserved.
The discussion compares engineering-centered programs at institutions including RIT, LSU, and UCSB; Northwestern’s technically rigorous interdisciplinary model; and applied programs at Bryant, Drexel, and Morgan State. It also considers differences in mathematics, programming, ethics, domain study, admissions preparation, and experiential learning.
The episode concludes with practical considerations for institutions: define the intended graduate, make projects and workplace experience central, and clarify pathways among AI, computer science, data science, and domain-specific programs.
TOPICS:
- Undergraduate artificial intelligence programs
- AI curriculum design
- Technical and applied AI degrees
- Interdisciplinary AI education
- Admissions and student preparation
- Experiential learning and capstone projects
SOURCES:
- Northeastern University research team / arXiv — https://arxiv.org/abs/2606.12428
- Rochester Institute of Technology — https://www.rit.edu/computing/study/artificial-intelligence-bs
- Rochester Institute of Technology — https://www.rit.edu/news/rit-launches-hands-bachelor-science-degree-artificial-intelligence
- Northwestern Engineering — https://www.mccormick.northwestern.edu/computer-science/academics/undergraduate/ai-major/
- Bryant University — https://news.bryant.edu/bryant-announces-new-major-applied-artificial-intelligence
- Drexel University — https://drexel.edu/admissions/undergrad/blog/2025/October/artificial-intelligence-machine-learning
- Morgan State University — https://www.morgan.edu/news/morgan-launches-artificial-intelligence-degree
AUTHOR:
Ralph Aldredge, PhD, PE
WEBSITE:
https://AIHigherEdToday.com
YOUTUBE URL:
https://www.youtube.com/watch?v=jbg7wjl6Ik0
DISCLOSURE:
This episode uses AI-generated narration.
DISCLAIMER:
This podcast is provided for educational and informational purposes. Although sources and content are reviewed before publication, information may be incomplete, contain errors, or become outdated as developments evolve. Listeners should consult original sources and exercise independent judgment before relying on the information presented.
EPISODE CREATION DATE:
October 24, 2026
EPISODE TYPE:
Full
COPYRIGHT:
© 2026 Ralph Aldredge. Original script and commentary. All rights reserved.
