Which colleges lead in AI education?

How to read this

"Leading in AI" is genuinely multi-dimensional, and the popular AI rankings lean on reputation surveys. We avoid those and use only objective, primary-source signals — shown as separate lenses so you can weigh what matters to you: degrees conferred (federal IPEDS), AI research output (OpenAlex publications), and whether a school hosts a federal NSF AI Institute. The dedicated Artificial Intelligence degree label is still young in its current form, and standalone AI degrees remain rare — today it's mostly a graduate credential, with much AI training still happening inside computer science, data science, engineering, and information programs.

colleges confer a dedicated AI degree

90%

of AI degrees are graduate — undergrad AI is still rare

offer an undergraduate AI major (104 grads)

1,268

4-year colleges graduating computing talent

Most AI degrees

Dedicated AI program (CIP 11.0102)

Carnegie Mellon University · 238
University of Pennsylvania · 98
University of North Texas · 76
Northeastern University · 55
San Jose State University · 52
University of Washington-Seattle Campus · 48
University of Southern California · 45
Illinois Institute of Technology · 45
Northwestern University · 41
University of San Diego · 35

Biggest computing pipeline

AI + CS + data science + info

Georgia Institute of Technology-Main Campus · 3,982
University of Maryland Global Campus · 2,932
Southern New Hampshire University · 2,089
The University of Texas at Dallas · 2,074
University of Michigan-Ann Arbor · 1,990
Columbia University in the City of New York · 1,939
University of Southern California · 1,921
University of Illinois Urbana-Champaign · 1,914
Arizona State University Campus Immersion · 1,679
New York University · 1,608

Most computing-focused

Share of all degrees (500+ base)

Maharishi International University · 47.8%
Trine University-Regional/Non-Traditional Campuses · 46.2%
Georgia Institute of Technology-Main Campus · 35.0%
Dakota State University · 34.6%
University of Central Missouri · 34.5%
Eastern University · 33.7%
Southern Arkansas University Main Campus · 28.6%
New England College · 28.5%
New Jersey Institute of Technology · 26.6%
Stevens Institute of Technology · 26.5%

AI research powerhouses

AI publications since 2020 — a different lens than teaching

Stanford University · 17,351
Harvard University · 15,145
Massachusetts Institute of Technology · 13,460
University of Michigan-Ann Arbor · 13,195
Carnegie Mellon University · 12,662
Georgia Institute of Technology-Main Campus · 12,554
University of California-Berkeley · 11,786
University of Illinois Urbana-Champaign · 11,543
University of Washington-Seattle Campus · 11,524
Johns Hopkins University · 11,372
Purdue University-Main Campus · 10,852
New York University · 10,064

Research output is where the cutting-edge work and graduate pathways are — not a measure of undergraduate teaching quality.

Hosts a federal NSF AI Institute

22 universities · ~$500M federal investment

Carnegie Mellon University Columbia University in the City of New York Duke University Georgia Institute of Technology-Main Campus Georgia State University Iowa State University Massachusetts Institute of Technology North Carolina State University at Raleigh Northwestern University Ohio State University-Main Campus The University of Texas at Austin University at Buffalo University of California-Davis University of California-San Diego University of California-Santa Barbara University of Colorado Boulder University of Illinois Urbana-Champaign University of Maryland-College Park University of Minnesota-Twin Cities University of Oklahoma-Norman Campus University of Washington-Seattle Campus Washington State University

NSF's National AI Research Institutes — a federal vote of confidence in a university's AI program.

For families choosing an undergrad

The first-movers in an undergraduate AI major

Only 15 four-year colleges granted a bachelor's degree specifically in Artificial Intelligence in 2023. If a dedicated undergrad AI major matters to you, this is the field today (most other strong programs teach AI inside their Computer Science major):

Carnegie Mellon University 32 grads Full Sail University 19 grads Concordia University-Wisconsin 16 grads University of Advancing Technology 10 grads Pennsylvania State University-Main Campus 7 grads Illinois Institute of Technology 5 grads DigiPen Institute of Technology 3 grads Indiana University-Bloomington 2 grads Drake University 2 grads Massachusetts Institute of Technology 2 grads SUNY College at Plattsburgh 2 grads Buena Vista University 1 grad University of Massachusetts-Dartmouth 1 grad Long Island University 1 grad Dakota State University 1 grad

Spotlight · Editorial

Six universities reorganizing around AI

The leaderboards above measure what a college graduates and publishes. They don't show how it's restructuring teaching, partnerships, and student life around generative AI — those moves are qualitative and don't fit a single metric. The six universities below have publicly announced the most ambitious AI integration plans we've found, each through that school's own newsroom or program page. This is editorial, not a ranking.

Arizona State University

Tempe, AZ

"AI as an amplifier of human creativity"

ChatGPT EDU first-mover. ASU was the first U.S. university to deploy ChatGPT EDU campus-wide (January 2024) — used by students, faculty, and staff.
CreateAI + AI Playground. In-house tools letting any faculty member prototype AI-enhanced course experiences without writing code.
GAME School + will.i.am. Course on building and managing personalized AI agents, co-designed with the tech founder; offered through ASU's school of arts, media, and engineering.
Domain-specific programs. AI Legal Tech Studio (Law); MS in AI Strategy (W.P. Carey Business); Human-Centered AI MS (Engineering).
ASU for Life. AI-driven upskilling platform for working professionals navigating career transitions.

ASU AI Tools portal ↗

University of Florida

Gainesville, FL

"AI Across the Curriculum"

Most ambitious AI-literacy push at a major U.S. public. "AI Across the Curriculum" (launched 2020) requires AI exposure for every UF undergrad, regardless of major.
HiPerGator AI supercomputer. NVIDIA-built, among the largest at any U.S. university — available to faculty and students across disciplines.
$50M+ NVIDIA partnership. Hardware donation plus deep curriculum collaboration on applied AI training.
BS in AI + multiple AI certificates. Undergrad AI degree through the College of Liberal Arts and Sciences, plus graduate AI certificates spanning ag, engineering, business, and medicine.

UF AI Initiative ↗

Massachusetts Institute of Technology

Cambridge, MA

Research breadth + Open Learning at scale

MIT-Generative AI Impact Consortium. Launched 2024 with industry partners (Analog Devices, OpenAI, Tata, Coca-Cola) coordinating applied generative-AI research across MIT.
Schwarzman College of Computing. Cross-departmental computing college (founded 2018) integrating AI into every MIT discipline.
RAISE Initiative. Responsible AI for Social Empowerment and Education — MIT's K-12 + workforce AI-literacy program.
MITx Open Learning. Free or low-cost AI/ML courses through edX reach millions worldwide (Intro to Deep Learning, ML with Python, etc.).
AI Policy Forum. Convenes researchers, industry, and policymakers on AI governance.

MIT AI overview ↗

Stanford University

Stanford, CA

Human-Centered AI as a discipline

Stanford HAI (Human-Centered AI Institute). Multi-college institute founded 2019; produces the widely cited annual AI Index Report.
AI Index Report. Open annual report tracking the global state of AI — cited as an authoritative neutral source by media and policymakers.
AI integrated across schools. Specific AI tracks within the GSB MBA, Law School, and School of Medicine; cross-listed AI courses for all undergrads.
Code in Place. Free intro CS course taught online by Stanford faculty + volunteer tutors, modeled on the in-person CS106A — reaches tens of thousands per cohort.
Industry-academia bridge. Stanford AI Lab + DAWN project + multiple labs spun off into industry partnerships.

Stanford HAI ↗

Carnegie Mellon University

Pittsburgh, PA

The original AI school

First U.S. bachelor's degree in AI. Launched 2018 within CMU's School of Computer Science — still produces among the highest undergraduate AI degree counts in the country.
AI faculty depth. CMU's CS school has been consistently ranked at the top for AI research output (publications, faculty awards) for over two decades.
Block Center for Tech & Society. Cross-college research on AI's economic, labor, and policy impacts.
AI tracks across departments. AI-specific concentrations in Engineering, Business (Tepper), Public Policy (Heinz), and Humanities.
Applied AI ecosystem. Deep ties to the National Robotics Engineering Center (NREC), industry labs (Bosch, former Uber ATG), and a major DARPA portfolio.

CMU AI undergrad program ↗

University of Texas at Austin

Austin, TX

"Year of AI" — university-wide rollout

"Year of AI" initiative (2024–25). University-wide campaign to integrate AI literacy across every college, with funding for cross-departmental AI courses.
Online MS in AI. Launched 2024 — affordable, fully online graduate AI degree designed for working professionals.
Texas Advanced Computing Center (TACC). Houses Frontera + Lonestar, top-tier supercomputers available to UT AI research.
Industry network. Deep ties to Austin's tech industry — Dell, Oracle, IBM, NVIDIA Austin, plus the wave of AI startups in the city.
Liberal arts + AI ethics. Departments of Linguistics, Philosophy, and others integrating AI-ethics and humanities perspectives at the undergrad level.

UT Austin AI/ML ↗

How this list was built. Each university's section is sourced from its own newsroom or program pages (linked above). We chose schools where (a) the AI initiative is announced as a university-wide strategy, not a single program; (b) there's a public-facing portal, course, or product that students can actually access; and (c) the initiative is documented enough to verify. We expect this list to expand — when other universities make moves at this scale, we'll add them.

Look up any college

1,268 four-year colleges. Search by name or state; sort any column.

Has an AI major NSF AI Institute

College	State	AI degrees	AI bachelor's	Computing pipeline	Computing share	AI research
Aaniiih Nakoda College	MT	—	—	2	11.8%	—
Abilene Christian University	TX	—	—	11	0.9%	—
Adelphi University	NY	—	—	43	2.0%	—
Adrian College	MI	—	—	1	0.3%	—
Air Force Institute of Technology-Graduate School of Engineering & Management	OH	—	—	23	6.4%	—
Alabama A & M University	AL	—	—	37	5.1%	—
Alabama State University	AL	—	—	27	4.5%	—
Albany State University	GA	—	—	21	1.5%	—
Albion College	MI	—	—	1	0.4%	—
Albright College	PA	—	—	10	3.7%	—
Alcorn State University	MS	—	—	10	1.5%	—
Allegheny College	PA	—	—	20	5.4%	—
Alma College	MI	—	—	9	3.2%	—
Alvernia University	PA	—	—	2	0.3%	—
American InterContinental University System	AZ	—	—	36	0.7%	—
American National University	VA	—	—	14	10.5%	—
American University	DC	—	—	82	1.9%	—
American University of Puerto Rico (PR)	PR	—	—	24	19.4%	—
American University of Puerto Rico (PR)	PR	—	—	11	9.0%	—
Amherst College	MA	—	—	51	11.1%	—
Anderson University	IN	—	—	8	2.7%	—
Andrews University	MI	—	—	10	1.5%	—
Angelo State University	TX	—	—	60	3.3%	—
Appalachian State University	NC	—	—	96	2.0%	—
Aquinas College	MI	—	—	1	0.4%	—
Arcadia University	PA	—	—	17	1.9%	—
Arizona State University Campus Immersion	AZ	—	—	1,679	8.0%	8,369 #23
Arizona State University Digital Immersion	AZ	—	—	412	2.8%	—
Arkansas State University	AR	—	—	55	1.3%	—
Arkansas Tech University	AR	—	—	36	1.3%	—
Ashland University	OH	—	—	11	1.0%	—
Aspen University	AZ	—	—	11	0.4%	—
Assumption University	MA	—	—	10	1.6%	—
Athens State University	AL	—	—	10	1.2%	—
Atlantic University	PR	—	—	7	2.5%	—
Auburn University	AL	—	—	222	2.9%	2,439 #86
Auburn University at Montgomery	AL	—	—	195	16.0%	—
Augsburg University	MN	—	—	17	2.2%	—
Augusta University	GA	—	—	37	1.8%	—
Augustana College	IL	—	—	26	4.8%	—
Augustana University	SD	—	—	19	3.3%	—
Aurora University	IL	—	—	23	1.0%	—
Austin College	TX	—	—	11	3.7%	—
Austin Peay State University	TN	—	—	26	0.9%	—
Averett University	VA	—	—	7	2.1%	—
Avila University	MO	—	—	10	3.1%	—
Azusa Pacific University	CA	—	—	15	0.6%	—
Baker College	MI	—	—	18	1.7%	—
Baker University	KS	—	—	1	0.2%	—
Bakersfield College	CA	—	—	37	0.8%	—
Baldwin Wallace University	OH	—	—	9	1.1%	—
Ball State University	IN	—	—	105	2.0%	—
Bard College at Simon's Rock	MA	—	—	4	3.6%	—
Barnard College	NY	—	—	49	6.5%	—
Barry University	FL	—	—	20	1.1%	—
Bay Path University	MA	—	—	9	1.1%	—
Baylor University	TX	—	—	53	1.0%	—
Beacon College	FL	—	—	20	17.2%	—
Belhaven University	MS	—	—	9	0.8%	—
Bellarmine University	KY	—	—	14	1.5%	—
Bellevue College	WA	—	—	37	2.2%	—
Bellevue University	NE	—	—	218	7.8%	—
Belmont University	TN	—	—	7	0.3%	—
Beloit College	WI	—	—	10	4.7%	—
Bemidji State University	MN	—	—	11	1.1%	—
Benedict College	SC	—	—	11	3.1%	—
Benedictine College	KS	—	—	7	1.5%	—
Benedictine University	IL	—	—	12	0.9%	—
Bennington College	VT	—	—	10	4.5%	—
Bentley University	MA	—	—	40	2.6%	—
Berea College	KY	—	—	31	9.9%	—
Berry College	GA	—	—	1	0.2%	—
Bethany College	WV	—	—	4	3.6%	—
Bethany Lutheran College	MN	—	—	2	1.6%	—
Bethel University (IN)	IN	—	—	4	1.2%	—
Bethel University (MN)	MN	—	—	11	1.2%	—
Bethune-Cookman University	FL	—	—	11	3.0%	—
Binghamton University	NY	—	—	318	6.3%	—
Biola University	CA	—	—	13	1.1%	—
Bismarck State College	ND	—	—	1	0.1%	—
Blackburn College	IL	—	—	1	1.4%	—
Bloomfield College	NJ	—	—	7	2.6%	—
Bluefield State University	WV	—	—	4	1.8%	—
Bluefield University	VA	—	—	1	0.3%	—
Bob Jones University	SC	—	—	7	1.0%	—
Boise State University	ID	—	—	130	2.5%	—
Boston College	MA	—	—	152	3.5%	—
Boston University AI major	MA	22	—	811	6.4%	4,614 #46
Bowdoin College	ME	—	—	23	4.8%	—
Bowie State University	MD	—	—	47	4.4%	—
Bowling Green State University-Main Campus	OH	—	—	49	1.2%	—
Bradley University	IL	—	—	135	8.9%	—
Brandeis University AI major	MA	19	—	129	7.3%	—
Brescia University	KY	—	—	7	3.2%	—
Briar Cliff University	IA	—	—	1	0.6%	—
Bridgewater College	VA	—	—	11	3.1%	—
Bridgewater State University	MA	—	—	63	2.9%	—
Brigham Young University	UT	—	—	209	2.6%	1,777 #117
Brigham Young University-Hawaii	HI	—	—	9	1.5%	—
Brigham Young University-Idaho	ID	—	—	201	2.3%	—
Brown University	RI	—	—	370	12.1%	2,956 #69
Bryn Mawr College	PA	—	—	18	4.4%	—
Bucknell University	PA	—	—	20	2.3%	—
Buena Vista University AI major	IA	1	1	1	0.2%	—
Butler University	IN	—	—	19	1.5%	—
CUNY Bernard M Baruch College	NY	—	—	290	5.5%	—
CUNY Brooklyn College	NY	—	—	245	7.1%	—
CUNY City College	NY	—	—	110	3.7%	—
CUNY Graduate School and University Center	NY	—	—	178	7.5%	—
CUNY Hunter College	NY	—	—	293	5.5%	—
CUNY Lehman College	NY	—	—	176	5.6%	—
CUNY Medgar Evers College	NY	—	—	22	2.9%	—
CUNY New York City College of Technology	NY	—	—	447	18.7%	—
CUNY Queens College	NY	—	—	305	7.9%	—
CUNY York College	NY	—	—	43	3.9%	—
Cabrini University	PA	—	—	12	3.1%	—
Cairn University-Langhorne	PA	—	—	6	2.2%	—
Caldwell University	NJ	—	—	15	3.5%	—
California Baptist University	CA	—	—	14	0.4%	—
California Institute of Technology	CA	—	—	74	12.0%	3,725 #54
California Lutheran University	CA	—	—	36	3.0%	—
California Polytechnic State University-San Luis Obispo	CA	—	—	233	4.3%	—
California State Polytechnic University-Humboldt	CA	—	—	42	2.7%	—
California State Polytechnic University-Pomona	CA	—	—	299	4.3%	—
California State University-Bakersfield	CA	—	—	65	2.5%	—
California State University-Channel Islands	CA	—	—	64	3.3%	—
California State University-Chico	CA	—	—	91	2.3%	—
California State University-Dominguez Hills	CA	—	—	100	2.5%	—
California State University-East Bay	CA	—	—	299	6.8%	—
California State University-Fresno	CA	—	—	79	1.3%	—
California State University-Fullerton	CA	—	—	471	4.4%	—
California State University-Long Beach	CA	—	—	512	4.8%	—
California State University-Los Angeles	CA	—	—	221	3.2%	—
California State University-Monterey Bay	CA	—	—	207	9.1%	—
California State University-Northridge	CA	—	—	320	3.1%	—
California State University-Sacramento	CA	—	—	290	3.4%	—
California State University-San Bernardino	CA	—	—	124	2.4%	—
California State University-San Marcos	CA	—	—	171	4.4%	—
California State University-Stanislaus	CA	—	—	56	2.1%	—
Calvin University	MI	—	—	34	4.1%	—
Cameron University	OK	—	—	13	1.9%	—
Campbellsville University	KY	—	—	135	6.0%	—
Canisius University	NY	—	—	15	2.1%	—
Capella University	MN	—	—	1	0.0%	—
Capital University	OH	—	—	14	1.9%	—
Capitol Technology University AI major	MD	4	—	18	8.9%	—
Carleton College	MN	—	—	69	14.3%	—
Carnegie Mellon University AI major NSF institute	PA	238	32	633	10.2%	12,662 #5
Carolina University	NC	—	—	7	3.8%	—
Carroll College	MT	—	—	5	1.6%	—
Carroll University	WI	—	—	9	1.0%	—
Carson-Newman University	TN	—	—	3	0.4%	—
Carthage College	WI	—	—	23	3.7%	—
Case Western Reserve University	OH	—	—	179	5.0%	3,028 #65
Catawba College	NC	—	—	7	2.4%	—
Cedarville University	OH	—	—	32	3.2%	—
Central College	IA	—	—	8	3.7%	—
Central Connecticut State University	CT	—	—	75	3.3%	—
Central Methodist University-College of Graduate and Extended Studies	MO	—	—	12	2.0%	—
Central Methodist University-College of Liberal Arts and Sciences	MO	—	—	10	4.0%	—
Central Michigan University	MI	—	—	104	2.6%	—
Central Penn College	PA	—	—	17	6.9%	—
Central State University	OH	—	—	6	0.6%	—
Central Washington University	WA	—	—	75	3.2%	—
Centre College	KY	—	—	15	5.2%	—
Champlain College	VT	—	—	23	2.3%	—
Chapman University	CA	—	—	108	3.8%	—
Charleston Southern University	SC	—	—	15	2.1%	—
Charter College	AK	—	—	6	2.0%	—
Chatham University	PA	—	—	5	0.8%	—
Chestnut Hill College	PA	—	—	2	0.5%	—
Cheyney University of Pennsylvania	PA	—	—	3	3.7%	—
Chicago State University	IL	—	—	48	9.7%	—
Christian Brothers University	TN	—	—	10	1.5%	—
Christopher Newport University	VA	—	—	95	8.3%	—
Citadel Military College of South Carolina	SC	—	—	23	2.2%	—
City University of Seattle	WA	—	—	56	11.5%	—
Claflin University	SC	—	—	6	1.6%	—
Claremont Graduate University	CA	—	—	38	7.7%	—
Claremont McKenna College	CA	—	—	5	1.5%	—
Clark Atlanta University	GA	—	—	24	3.8%	—
Clark University	MA	—	—	100	7.7%	—
Clarke University	IA	—	—	5	2.3%	—
Clarkson University	NY	—	—	55	5.0%	—
Clayton State University	GA	—	—	39	3.3%	—
Clemson University	SC	—	—	329	4.4%	3,014 #66
Cleveland State University	OH	—	—	549	14.0%	—
Coastal Carolina University	SC	—	—	30	1.4%	—
Coe College	IA	—	—	9	3.6%	—
Coker University	SC	—	—	5	2.1%	—
Colby College	ME	—	—	35	6.5%	—
Colegio Universitario de San Juan	PR	—	—	11	6.5%	—
Colgate University	NY	—	—	49	6.5%	—
College of Charleston	SC	—	—	93	4.1%	—
College of Coastal Georgia	GA	—	—	2	0.3%	—
College of Micronesia-FSM	FM	—	—	20	7.2%	—
College of Our Lady of the Elms	MA	—	—	7	1.7%	—
College of Saint Benedict	MN	—	—	8	2.0%	—
College of Southern Idaho	ID	—	—	2	0.2%	—
College of Southern Nevada	NV	—	—	1	0.0%	—
College of Staten Island CUNY	NY	—	—	99	4.7%	—
College of the Holy Cross	MA	—	—	11	1.5%	—
College of the Mainland	TX	—	—	8	1.5%	—
College of the Ozarks	MO	—	—	2	0.7%	—
Colorado Christian University	CO	—	—	6	0.4%	—
Colorado Mesa University	CO	—	—	29	2.0%	—
Colorado School of Mines	CO	—	—	307	16.4%	—
Colorado State University Pueblo	CO	—	—	31	3.8%	—
Colorado State University-Fort Collins	CO	—	—	310	4.3%	2,666 #76
Colorado Technical University-Colorado Springs	CO	—	—	377	5.6%	—
Columbia Basin College	WA	—	—	3	0.2%	—
Columbia College (MO)	MO	—	—	65	3.6%	—
Columbia College (SC)	SC	—	—	7	1.5%	—
Columbia University in the City of New York NSF institute	NY	—	—	1,939	12.5%	9,651 #15
Columbus State University	GA	—	—	71	4.9%	—
Commonwealth University of Pennsylvania	PA	—	—	35	1.3%	—
Concord University	WV	—	—	12	2.7%	—
Concordia College at Moorhead	MN	—	—	14	3.4%	—
Concordia University Ann Arbor	MI	—	—	1	0.5%	—
Concordia University Texas	TX	—	—	6	0.9%	—
Concordia University-Chicago	IL	—	—	11	0.7%	—
Concordia University-Irvine	CA	—	—	9	0.7%	—
Concordia University-Nebraska	NE	—	—	7	2.0%	—
Concordia University-Saint Paul	MN	—	—	14	0.8%	—
Concordia University-Wisconsin AI major	WI	16	16	17	1.3%	—
Connecticut College	CT	—	—	29	6.9%	—
Coppin State University	MD	—	—	13	3.4%	—
Cornell College	IA	—	—	12	6.3%	—
Cornell University	NY	—	—	791	9.4%	9,916 #14
Cornerstone University	MI	—	—	1	0.2%	—
Covenant College	GA	—	—	7	3.9%	—
Creighton University	NE	—	—	20	0.9%	—
Cumberland University	TN	—	—	5	0.7%	—
Curry College	MA	—	—	9	1.5%	—
Cypress College	CA	—	—	16	1.0%	—
Dakota State University AI major	SD	1	1	194	34.6%	—
Dallas Baptist University	TX	—	—	50	5.1%	—
Dallas College	TX	—	—	13	0.2%	—
Dartmouth College	NH	—	—	153	7.3%	2,424 #87
Davenport University	MI	—	—	55	4.4%	—
Davidson College	NC	—	—	48	9.5%	—
Davis & Elkins College	WV	—	—	2	1.3%	—
DePaul University AI major	IL	2	—	92	1.6%	—
DePauw University	IN	—	—	40	11.6%	—
DeSales University	PA	—	—	13	1.5%	—
Defiance College	OH	—	—	1	1.0%	—
Delaware State University	DE	—	—	15	1.7%	—
Denison University	OH	—	—	41	8.1%	—
Dickinson College	PA	—	—	14	3.7%	—
Dickinson State University	ND	—	—	5	1.8%	—
DigiPen Institute of Technology AI major	WA	3	3	3	1.3%	—
Dillard University	LA	—	—	6	2.7%	—
Doane University	NE	—	—	14	2.5%	—
Dominican University	IL	—	—	20	2.5%	—
Dominican University New York	NY	—	—	5	1.1%	—
Dordt University	IA	—	—	9	2.1%	—
Drake University AI major	IA	2	2	25	1.8%	—
Drew University	NJ	—	—	27	5.0%	—
Drexel University	PA	—	—	402	6.2%	1,841 #111
Duke University AI major NSF institute	NC	11	—	364	5.2%	6,966 #29
Duquesne University	PA	—	—	27	1.1%	—
EDP University of Puerto Rico Inc-San Juan	PR	—	—	1	0.2%	—
Earlham College	IN	—	—	10	6.1%	—
East Carolina University	NC	—	—	106	1.6%	—
East Central University	OK	—	—	46	5.7%	—
East Stroudsburg University of Pennsylvania	PA	—	—	28	2.4%	—
East Tennessee State University	TN	—	—	90	2.7%	—
East-West University	IL	—	—	6	21.4%	—
Eastern Connecticut State University	CT	—	—	37	3.9%	—
Eastern Florida State College	FL	—	—	110	4.0%	—
Eastern Illinois University	IL	—	—	2	0.1%	—
Eastern Kentucky University	KY	—	—	36	1.1%	—
Eastern Mennonite University	VA	—	—	5	1.6%	—
Eastern Michigan University	MI	—	—	101	2.8%	—
Eastern Nazarene College	MA	—	—	2	1.3%	—
Eastern New Mexico University-Main Campus	NM	—	—	14	1.1%	—
Eastern Oregon University	OR	—	—	21	3.0%	—
Eastern University	PA	—	—	474	33.7%	—
Eastern Washington University	WA	—	—	84	2.7%	—
Eckerd College	FL	—	—	1	0.2%	—
Edgewood College	WI	—	—	7	1.5%	—
Edmonds College	WA	—	—	14	2.3%	—
Elizabeth City State University	NC	—	—	7	1.7%	—
Elizabethtown College	PA	—	—	12	2.3%	—
Elmhurst University	IL	—	—	19	1.8%	—
Elon University	NC	—	—	33	1.9%	—
Embry-Riddle Aeronautical University-Daytona Beach	FL	—	—	24	1.4%	—
Emmaus Bible College	IA	—	—	4	10.3%	—
Emory University	GA	—	—	113	2.4%	5,498 #39
Empire State University	NY	—	—	2	0.1%	—
Emporia State University	KS	—	—	17	0.9%	—
Endicott College	MA	—	—	9	0.8%	—
Evangel University	MO	—	—	2	0.4%	—
Fairfax University of America	VA	—	—	1	50.0%	—
Fairfield University	CT	—	—	37	2.2%	—
Fairleigh Dickinson University-Florham Campus	NJ	—	—	34	3.8%	—
Fairleigh Dickinson University-Metropolitan Campus	NJ	—	—	46	3.5%	—
Fairmont State University	WV	—	—	19	2.5%	—
Farmingdale State College	NY	—	—	12	0.6%	—
Faulkner University	AL	—	—	5	0.6%	—
Fayetteville State University	NC	—	—	21	1.5%	—
Felician University	NJ	—	—	12	2.2%	—
Fisher College	MA	—	—	11	3.7%	—
Fisk University	TN	—	—	7	5.3%	—
Fitchburg State University	MA	—	—	120	6.8%	—
Florida Agricultural and Mechanical University	FL	—	—	33	1.7%	—
Florida Atlantic University AI major	FL	30	—	287	3.6%	—
Florida Gulf Coast University	FL	—	—	12	0.3%	—
Florida Institute of Technology	FL	—	—	93	4.5%	—
Florida Institute of Technology-Online	FL	—	—	38	8.3%	—
Florida International University	FL	—	—	591	3.6%	2,533 #82
Florida Memorial University	FL	—	—	3	2.1%	—
Florida Polytechnic University	FL	—	—	133	53.2%	—
Florida Southern College	FL	—	—	28	3.4%	—
Florida State College at Jacksonville	FL	—	—	4	0.1%	—
Florida State University	FL	—	—	434	3.2%	2,562 #80
Fontbonne University	MO	—	—	9	3.1%	—
Foothill College	CA	—	—	45	5.4%	—
Fordham University	NY	—	—	148	2.8%	—
Fort Hays State University	KS	—	—	50	1.5%	—
Fort Valley State University	GA	—	—	15	3.7%	—
Framingham State University	MA	—	—	31	3.0%	—
Francis Marion University	SC	—	—	10	1.6%	—
Franciscan University of Steubenville	OH	—	—	10	1.3%	—
Franklin University	OH	—	—	36	1.7%	—
Franklin and Marshall College	PA	—	—	8	1.5%	—
Freed-Hardeman University	TN	—	—	3	0.7%	—
Friends University	KS	—	—	3	0.7%	—
Frostburg State University	MD	—	—	46	4.8%	—
Full Sail University AI major	FL	19	19	145	2.5%	—
Furman University	SC	—	—	15	2.6%	—
Galveston College	TX	—	—	5	1.4%	—
Gannon University AI major	PA	33	—	52	3.9%	—
Gardner-Webb University	NC	—	—	5	0.5%	—
Geneva College	PA	—	—	22	6.6%	—
George Fox University	OR	—	—	14	1.2%	—
George Mason University	VA	—	—	669	6.7%	3,755 #53
George Washington University	DC	—	—	255	3.1%	2,689 #75
Georgetown University	DC	—	—	247	3.2%	1,833 #112
Georgia College & State University	GA	—	—	23	1.4%	—
Georgia Institute of Technology-Main Campus NSF institute	GA	—	—	3,982	35.0%	12,554 #6
Georgia Military College	GA	—	—	2	0.1%	—
Georgia Southern University	GA	—	—	187	3.6%	—
Georgia Southwestern State University	GA	—	—	23	3.6%	—
Georgia State University NSF institute	GA	—	—	926	11.3%	2,795 #72
Georgian Court University	NJ	—	—	2	0.4%	—
Gettysburg College	PA	—	—	14	2.2%	—
Gonzaga University	WA	—	—	44	2.1%	—
Gordon College	MA	—	—	13	3.4%	—
Gordon State College	GA	—	—	6	1.3%	—
Goshen College	IN	—	—	4	2.3%	—
Goucher College	MD	—	—	3	0.9%	—
Governors State University	IL	—	—	169	13.6%	—
Graceland University-Lamoni	IA	—	—	3	0.9%	—
Grambling State University	LA	—	—	43	5.5%	—
Grand Canyon University	AZ	—	—	113	0.4%	—
Grand Valley State University	MI	—	—	201	3.8%	—
Grand View University	IA	—	—	6	1.3%	—
Great Basin College	NV	—	—	4	0.9%	—
Green River College	WA	—	—	22	1.5%	—
Grinnell College	IA	—	—	48	12.3%	—
Grove City College	PA	—	—	30	6.9%	—
Guilford College	NC	—	—	5	2.2%	—
Gustavus Adolphus College	MN	—	—	24	3.5%	—
Hamilton College	NY	—	—	23	4.6%	—
Hamline University	MN	—	—	4	0.6%	—
Hampton University	VA	—	—	20	3.0%	—
Hannibal-LaGrange University	MO	—	—	1	0.7%	—
Hanover College	IN	—	—	5	1.7%	—
Harding University	AR	—	—	66	5.5%	—
Harris-Stowe State University	MO	—	—	10	4.1%	—
Harrisburg University of Science and Technology	PA	—	—	107	13.4%	—
Hartwick College	NY	—	—	15	6.0%	—
Harvard University	MA	—	—	317	3.4%	15,145 #2
Harvey Mudd College	CA	—	—	53	25.0%	—
Hastings College	NE	—	—	4	1.9%	—
Haverford College	PA	—	—	31	8.9%	—
Hawaii Pacific University	HI	—	—	11	1.5%	—
Heidelberg University	OH	—	—	15	5.3%	—
Henderson State University	AR	—	—	4	0.6%	—
Hendrix College	AR	—	—	16	7.2%	—
Henry Ford College	MI	—	—	2	0.1%	—
Heritage University	WA	—	—	1	0.5%	—
High Point University	NC	—	—	23	1.5%	—
Hiram College	OH	—	—	3	1.8%	—
Hobart William Smith Colleges	NY	—	—	12	3.0%	—
Hofstra University	NY	—	—	59	2.1%	—
Hood College	MD	—	—	63	13.3%	—
Hope College	MI	—	—	16	2.3%	—
Houghton University	NY	—	—	6	2.6%	—
Houston Christian University	TX	—	—	7	0.7%	—
Howard Payne University	TX	—	—	4	2.6%	—
Howard University	DC	—	—	60	2.4%	—
Huntington University	IN	—	—	3	1.0%	—
Husson University	ME	—	—	2	0.2%	—
Huston-Tillotson University	TX	—	—	8	4.1%	—
Idaho State University	ID	—	—	31	1.3%	—
Illinois College	IL	—	—	8	2.8%	—
Illinois Institute of Technology AI major	IL	45	5	392	18.3%	1,740 #119
Illinois State University	IL	—	—	76	1.5%	—
Illinois Wesleyan University	IL	—	—	11	3.2%	—
Immaculata University	PA	—	—	2	0.4%	—
Indiana Institute of Technology	IN	—	—	5	0.8%	—
Indiana State University	IN	—	—	39	1.8%	—
Indiana University of Pennsylvania-Main Campus	PA	—	—	27	1.3%	—
Indiana University-Bloomington AI major	IN	5	2	1,092	9.4%	3,162 #63
Indiana University-East	IN	—	—	8	1.2%	—
Indiana University-Indianapolis	IN	—	—	293	4.1%	—
Indiana University-Kokomo	IN	—	—	19	3.1%	—
Indiana University-Northwest	IN	—	—	15	2.3%	—
Indiana University-South Bend	IN	—	—	25	3.1%	—
Indiana University-Southeast	IN	—	—	33	3.7%	—
Indiana Wesleyan University-Marion	IN	—	—	1	0.2%	—
Inter American University of Puerto Rico-Aguadilla	PR	—	—	41	7.3%	—
Inter American University of Puerto Rico-Arecibo	PR	—	—	23	4.0%	—
Inter American University of Puerto Rico-Barranquitas	PR	—	—	7	3.5%	—
Inter American University of Puerto Rico-Bayamon	PR	—	—	17	3.3%	—
Inter American University of Puerto Rico-Fajardo	PR	—	—	11	5.3%	—
Inter American University of Puerto Rico-Metro	PR	—	—	6	0.6%	—
Inter American University of Puerto Rico-Ponce	PR	—	—	26	4.7%	—
Inter American University of Puerto Rico-San German	PR	—	—	15	3.2%	—
Iona University	NY	—	—	26	3.1%	—
Iowa State University NSF institute	IA	—	—	166	2.2%	3,613 #56
Ithaca College	NY	—	—	7	0.5%	—
Jackson State University	MS	—	—	37	2.8%	—
Jacksonville State University	AL	—	—	61	3.1%	—
Jacksonville University	FL	—	—	5	0.5%	—
James Madison University	VA	—	—	269	5.1%	—
John Brown University	AR	—	—	7	1.5%	—
John Carroll University	OH	—	—	29	3.5%	—
Johns Hopkins University AI major	MD	18	—	537	4.8%	11,372 #10
Johnson & Wales University-Online	RI	—	—	3	0.5%	—
Johnson & Wales University-Providence	RI	—	—	19	1.5%	—
Johnson C Smith University	NC	—	—	10	5.0%	—
Judson University	IL	—	—	2	0.7%	—
Juniata College	PA	—	—	16	5.1%	—
Kalamazoo College	MI	—	—	24	8.1%	—
Kansas State University	KS	—	—	111	2.3%	—
Kean University	NJ	—	—	64	2.2%	—
Keene State College	NH	—	—	13	1.9%	—
Keiser University-Ft Lauderdale	FL	—	—	5	0.1%	—
Kennesaw State University	GA	—	—	557	7.5%	—
Kent State University at Kent	OH	—	—	172	2.7%	—
Kentucky State University	KY	—	—	13	5.8%	—
Kettering University	MI	—	—	39	7.6%	—
Keystone College	PA	—	—	1	0.4%	—
King's College	PA	—	—	18	3.3%	1,694 #122
Knox College	IL	—	—	23	9.5%	—
Kutztown University of Pennsylvania	PA	—	—	48	2.8%	—
La Roche University	PA	—	—	5	1.3%	—
La Salle University	PA	—	—	18	1.5%	—
La Sierra University	CA	—	—	6	1.7%	—
Lafayette College	PA	—	—	31	4.9%	—
Lake Forest College	IL	—	—	7	1.8%	—
Lake Superior State University	MI	—	—	1	0.2%	—
Lake Washington Institute of Technology	WA	—	—	7	1.3%	—
Lakeland University	WI	—	—	42	7.4%	—
Lamar University	TX	—	—	370	7.5%	—
Lander University	SC	—	—	11	1.3%	—
Landmark College	VT	—	—	13	12.1%	—
Lane College	TN	—	—	11	7.5%	—
Langston University	OK	—	—	5	1.5%	—
Lawrence Technological University	MI	—	—	31	5.3%	—
Lawrence University	WI	—	—	9	2.6%	—
Le Moyne College	NY	—	—	26	2.9%	—
Le Moyne-Owen College	TN	—	—	5	4.2%	—
LeTourneau University	TX	—	—	9	1.9%	—
Lebanon Valley College	PA	—	—	5	0.9%	—
Lee University	TN	—	—	3	0.3%	—
Lehigh University	PA	—	—	178	9.5%	—
Lenoir-Rhyne University	NC	—	—	12	1.9%	—
Lewis & Clark College	OR	—	—	14	1.6%	—
Lewis University	IL	—	—	418	19.0%	—
Lewis-Clark State College	ID	—	—	7	0.8%	—
Liberty University	VA	—	—	85	0.4%	—
Lincoln University (MO)	MO	—	—	3	1.2%	—
Lincoln University (PA)	PA	—	—	13	3.7%	—
Lindenwood University	MO	—	—	21	1.2%	—
Linfield University	OR	—	—	5	0.9%	—
Lipscomb University	TN	—	—	6	0.4%	—
Livingstone College	NC	—	—	10	8.6%	—
Lone Star College System	TX	—	—	159	1.8%	—
Long Island University AI major	NY	6	1	59	1.9%	—
Longwood University	VA	—	—	14	1.2%	—
Loras College	IA	—	—	6	1.8%	—
Louisiana Christian University	LA	—	—	2	0.8%	—
Louisiana State University and Agricultural & Mechanical College	LA	—	—	164	2.3%	2,201 #101
Louisiana State University-Shreveport	LA	—	—	48	1.3%	—
Louisiana Tech University	LA	—	—	76	3.8%	—
Loyola Marymount University	CA	—	—	54	2.0%	—
Loyola University Chicago	IL	—	—	45	0.9%	—
Loyola University Maryland	MD	—	—	48	3.3%	—
Loyola University New Orleans	LA	—	—	17	1.6%	—
Lubbock Christian University	TX	—	—	9	2.6%	—
Luther College	IA	—	—	30	7.8%	—
Lycoming College	PA	—	—	1	0.5%	—
Lyon College	AR	—	—	12	10.2%	—
Macalester College	MN	—	—	50	9.8%	—
Madonna University	MI	—	—	3	0.5%	—
Maharishi International University	IA	—	—	341	47.8%	—
Malone University	OH	—	—	5	1.6%	—
Manhattan College	NY	—	—	41	4.0%	—
Manhattanville College	NY	—	—	4	0.6%	—
Manor College	PA	—	—	6	6.2%	—
Marietta College	OH	—	—	9	2.9%	—
Marist College	NY	—	—	109	6.3%	—
Marquette University	WI	—	—	73	2.3%	—
Mars Hill University	NC	—	—	5	2.3%	—
Marshall University	WV	—	—	16	0.6%	—
Marymount University	VA	—	—	1	0.1%	—
Maryville College	TN	—	—	2	1.1%	—
Maryville University of Saint Louis	MO	—	—	76	3.1%	—
Marywood University	PA	—	—	1	0.1%	—
Massachusetts College of Liberal Arts	MA	—	—	6	2.4%	—
Massachusetts Institute of Technology AI major NSF institute	MA	2	2	700	18.1%	13,460 #3
McDaniel College	MD	—	—	9	1.4%	—
McKendree University	IL	—	—	10	2.0%	—
McMurry University	TX	—	—	2	1.0%	—
McNeese State University	LA	—	—	33	2.6%	—
Meharry Medical College	TN	—	—	2	0.7%	—
Mercer University	GA	—	—	26	1.0%	—
Mercy University	NY	—	—	38	1.8%	—
Mercyhurst University	PA	—	—	6	0.8%	—
Meredith College	NC	—	—	3	0.7%	—
Merrimack College	MA	—	—	31	1.9%	—
Messiah University	PA	—	—	16	2.0%	—
Methodist University	NC	—	—	8	2.2%	—
Metropolitan State University	MN	—	—	167	9.5%	—
Metropolitan State University of Denver	CO	—	—	81	2.6%	—
Miami Dade College	FL	—	—	11	0.1%	—
Miami University-Oxford	OH	—	—	194	3.8%	—
Michigan State University	MI	—	—	496	4.0%	6,258 #32
Michigan Technological University	MI	—	—	97	6.1%	—
MidAmerica Nazarene University	KS	—	—	3	0.7%	—
Middle Georgia State University	GA	—	—	134	9.6%	—
Middle Tennessee State University	TN	—	—	109	2.3%	—
Middlebury College	VT	—	—	45	5.5%	—
Midwestern State University	TX	—	—	40	2.9%	—
Millersville University of Pennsylvania	PA	—	—	51	3.2%	—
Milligan University	TN	—	—	16	4.7%	—
Millikin University	IL	—	—	5	1.1%	—
Milwaukee School of Engineering	WI	—	—	37	5.7%	—
Minnesota State University Moorhead	MN	—	—	36	2.8%	—
Minnesota State University-Mankato	MN	—	—	8	0.2%	—
Minot State University	ND	—	—	7	1.2%	—
MiraCosta College	CA	—	—	29	1.7%	—
Misericordia University	PA	—	—	2	0.3%	—
Mississippi College	MS	—	—	12	1.0%	—
Mississippi State University	MS	—	—	119	2.0%	2,204 #100
Mississippi Valley State University	MS	—	—	8	2.4%	—
Missouri Southern State University	MO	—	—	13	1.5%	—
Missouri State University-Springfield	MO	—	—	165	3.5%	—
Missouri University of Science and Technology	MO	—	—	217	12.3%	—
Missouri Valley College	MO	—	—	1	0.5%	—
Missouri Western State University	MO	—	—	19	2.6%	—
Molloy College	NY	—	—	3	0.3%	—
Monmouth College	IL	—	—	6	3.3%	—
Monmouth University	NJ	—	—	40	2.7%	—
Monroe College	NY	—	—	136	6.9%	—
Montana State University	MT	—	—	115	3.5%	—
Montana Technological University	MT	—	—	4	1.2%	—
Montclair State University AI major	NJ	7	—	149	2.8%	—
Moravian University	PA	—	—	14	1.9%	—
Morehead State University	KY	—	—	18	1.4%	—
Morehouse College	GA	—	—	17	4.3%	—
Morgan State University	MD	—	—	80	6.2%	—
Mount Holyoke College	MA	—	—	38	6.8%	—
Mount Mercy University	IA	—	—	3	0.7%	—
Mount St. Joseph University	OH	—	—	4	0.9%	—
Mount St. Mary's University	MD	—	—	23	3.9%	—
Mount Vernon Nazarene University	OH	—	—	3	0.6%	—
Muhlenberg College	PA	—	—	9	1.7%	—
Murray State University	KY	—	—	16	0.7%	—
Muskingum University	OH	—	—	3	0.8%	—
National Louis University	IL	—	—	47	2.6%	—
National University	CA	—	—	48	0.9%	2,706 #74
Naval Postgraduate School	CA	—	—	34	2.9%	—
Neumann University	PA	—	—	3	0.6%	—
New College of Florida	FL	—	—	8	5.9%	—
New England College	NH	—	—	355	28.5%	—
New Jersey City University	NJ	—	—	66	4.7%	—
New Jersey Institute of Technology	NJ	—	—	832	26.6%	2,256 #97
New Mexico Highlands University	NM	—	—	8	1.1%	—
New Mexico Institute of Mining and Technology	NM	—	—	41	11.8%	—
New Mexico State University-Main Campus	NM	—	—	71	2.2%	—
New York Institute of Technology	NY	—	—	150	8.4%	—
New York University	NY	—	—	1,608	7.5%	10,064 #12
Niagara University	NY	—	—	18	1.6%	—
Norfolk State University	VA	—	—	26	2.8%	—
North American University	TX	—	—	90	39.8%	—
North Carolina A & T State University	NC	—	—	90	3.6%	—
North Carolina Central University	NC	—	—	42	2.6%	—
North Carolina State University at Raleigh NSF institute	NC	—	—	704	7.0%	5,614 #37
North Carolina Wesleyan University	NC	—	—	30	7.3%	—
North Central College	IL	—	—	24	3.4%	—
North Central University	MN	—	—	3	1.4%	—
North Dakota State University-Main Campus	ND	—	—	108	3.9%	—
Northcentral University	CA	—	—	40	2.4%	—
Northeastern Illinois University	IL	—	—	119	7.6%	—
Northeastern State University	OK	—	—	41	2.4%	—
Northeastern University AI major	MA	55	—	1,415	14.5%	5,345 #40
Northeastern University Professional Programs	MA	—	—	81	2.4%	—
Northern Arizona University	AZ	—	—	173	2.4%	—
Northern Illinois University	IL	—	—	168	4.2%	—
Northern Kentucky University	KY	—	—	104	2.8%	—
Northern Michigan University	MI	—	—	11	0.7%	—
Northwest College	WY	—	—	5	2.1%	—
Northwest Missouri State University	MO	—	—	460	18.9%	—
Northwest Nazarene University	ID	—	—	8	1.7%	—
Northwestern College	IA	—	—	5	1.3%	—
Northwestern Oklahoma State University	OK	—	—	15	4.0%	—
Northwestern State University of Louisiana	LA	—	—	36	1.9%	—
Northwestern University AI major NSF institute	IL	41	—	493	5.7%	5,592 #38
Northwood University	MI	—	—	19	2.3%	—
Norwich University	VT	—	—	63	6.0%	—
Notre Dame of Maryland University	MD	—	—	3	0.6%	—
Nova Southeastern University	FL	—	—	84	1.4%	—
Oakland University	MI	—	—	116	2.7%	—
Oakwood University	AL	—	—	6	3.1%	—
Oberlin College	OH	—	—	24	3.5%	—
Occidental College	CA	—	—	30	6.0%	—
Odessa College	TX	—	—	26	2.1%	—
Ohio Dominican University	OH	—	—	11	3.0%	—
Ohio Northern University	OH	—	—	11	1.6%	—
Ohio State University-Main Campus NSF institute	OH	—	—	159	1.0%	7,140 #28
Ohio University-Chillicothe Campus	OH	—	—	4	2.6%	—
Ohio University-Lancaster Campus	OH	—	—	3	2.6%	—
Ohio University-Main Campus	OH	—	—	64	0.9%	—
Ohio Wesleyan University	OH	—	—	8	2.8%	—
Oklahoma Baptist University	OK	—	—	1	0.3%	—
Oklahoma Christian University AI major	OK	3	—	32	4.9%	—
Oklahoma City University	OK	—	—	60	7.3%	—
Oklahoma Panhandle State University	OK	—	—	5	1.3%	—
Oklahoma State University-Main Campus	OK	—	—	125	2.0%	—
Oklahoma State University-Oklahoma City	OK	—	—	6	0.8%	—
Old Dominion University	VA	—	—	198	4.1%	1,793 #116
Olivet Nazarene University	IL	—	—	5	0.5%	—
Oral Roberts University	OK	—	—	7	1.0%	—
Oregon State University AI major	OR	4	—	1,036	14.0%	2,577 #78
Ottawa University-Kansas City	KS	—	—	19	9.9%	—
Ottawa University-Online	KS	—	—	2	0.5%	—
Ottawa University-Ottawa	KS	—	—	1	0.6%	—
Otterbein University	OH	—	—	11	1.7%	—
Ouachita Baptist University	AR	—	—	3	0.8%	—
Pace University	NY	—	—	331	8.8%	—
Pacific Lutheran University	WA	—	—	17	2.1%	—
Pacific States University	CA	—	—	2	33.3%	—
Pacific Union College	CA	—	—	1	0.4%	—
Pacific University	OR	—	—	6	0.5%	—
Palm Beach Atlantic University	FL	—	—	4	0.6%	—
Park University	MO	—	—	98	5.0%	—
Parker University	TX	—	—	2	0.3%	—
Peninsula College	WA	—	—	1	0.3%	—
Pennsylvania College of Technology	PA	—	—	10	0.8%	—
Pennsylvania State University-Main Campus AI major	PA	7	7	1,170	8.7%	9,444 #16
Pennsylvania State University-Penn State Abington	PA	—	—	80	15.9%	—
Pennsylvania State University-Penn State Beaver	PA	—	—	10	12.0%	—
Pennsylvania State University-Penn State Berks	PA	—	—	11	2.9%	—
Pennsylvania State University-Penn State Brandywine	PA	—	—	16	10.5%	—
Pennsylvania State University-Penn State DuBois	PA	—	—	12	14.6%	—
Pennsylvania State University-Penn State Erie-Behrend College	PA	—	—	33	4.5%	—
Pennsylvania State University-Penn State Great Valley	PA	—	—	42	33.6%	—
Pennsylvania State University-Penn State Greater Allegheny	PA	—	—	5	12.8%	—
Pennsylvania State University-Penn State Harrisburg	PA	—	—	107	11.5%	—
Pennsylvania State University-Penn State Hazleton	PA	—	—	3	4.1%	—
Pennsylvania State University-Penn State Lehigh Valley	PA	—	—	20	16.7%	—
Pennsylvania State University-Penn State Mont Alto	PA	—	—	8	6.1%	—
Pennsylvania State University-Penn State New Kensington	PA	—	—	13	16.0%	—
Pennsylvania State University-Penn State Schuylkill	PA	—	—	1	1.0%	—
Pennsylvania State University-Penn State Scranton	PA	—	—	15	9.1%	—
Pennsylvania State University-Penn State Wilkes-Barre	PA	—	—	13	27.7%	—
Pennsylvania State University-Penn State York	PA	—	—	8	7.7%	—
Pennsylvania State University-World Campus	PA	—	—	239	6.5%	—
Pennsylvania Western University	PA	—	—	61	1.6%	—
Peru State College	NE	—	—	11	2.8%	—
Pfeiffer University	NC	—	—	10	3.1%	—
Philander Smith University	AR	—	—	11	8.0%	—
Piedmont University	GA	—	—	1	0.2%	—
Pikes Peak State College	CO	—	—	38	2.3%	—
Pitzer College	CA	—	—	2	0.7%	—
Plymouth State University	NH	—	—	8	0.8%	—
Point Loma Nazarene University	CA	—	—	16	1.3%	—
Point Park University	PA	—	—	11	1.3%	—
Polytechnic University of Puerto Rico-Miami	FL	—	—	1	5.6%	—
Polytechnic University of Puerto Rico-Orlando	FL	—	—	1	3.8%	—
Pomona College	CA	—	—	49	10.8%	—
Pontifical Catholic University of Puerto Rico-Mayaguez	PR	—	—	5	3.9%	—
Pontifical Catholic University of Puerto Rico-Ponce	PR	—	—	2	0.2%	—
Portland State University	OR	—	—	303	5.4%	—
Post University	CT	—	—	65	2.4%	—
Potomac State College of West Virginia University	WV	—	—	8	3.1%	—
Prairie View A & M University	TX	—	—	65	3.7%	—
Pratt Institute-Main	NY	—	—	75	5.3%	—
Presbyterian College	SC	—	—	8	2.7%	—
Princeton University	NJ	—	—	285	11.9%	6,353 #30
Principia College	IL	—	—	3	4.2%	—
Providence College	RI	—	—	10	0.8%	—
Purdue University Fort Wayne	IN	—	—	124	8.8%	—
Purdue University Global	IN	—	—	172	1.6%	—
Purdue University Northwest	IN	—	—	58	3.5%	—
Purdue University-Main Campus	IN	—	—	682	5.4%	10,852 #11
Quincy College	MA	—	—	16	6.5%	—
Quincy University	IL	—	—	2	0.8%	—
Quinnipiac University	CT	—	—	23	0.8%	—
Radford University	VA	—	—	43	2.0%	—
Ramapo College of New Jersey	NJ	—	—	78	5.3%	—
Randolph-Macon College	VA	—	—	14	4.3%	—
Rasmussen University-Florida	FL	—	—	37	1.3%	—
Rasmussen University-Minnesota	MN	—	—	2	0.1%	—
Reed College	OR	—	—	20	6.5%	—
Regent University	VA	—	—	20	0.9%	—
Regis University	CO	—	—	69	4.4%	—
Rensselaer Polytechnic Institute	NY	—	—	305	16.3%	2,315 #94
Rhode Island College	RI	—	—	41	3.0%	—
Rhodes College	TN	—	—	29	5.9%	—
Rice University	TX	—	—	496	18.2%	2,981 #68
Rider University	NJ	—	—	26	2.3%	—
Rio Hondo College	CA	—	—	9	0.4%	—
Rio Salado College	AZ	—	—	1	0.1%	—
Ripon College	WI	—	—	2	1.2%	—
Rivier University	NH	—	—	188	25.0%	—
Roanoke College	VA	—	—	13	3.1%	—
Robert Morris University	PA	—	—	36	3.6%	—
Roberts Wesleyan University	NY	—	—	4	0.7%	—
Rochester Institute of Technology	NY	—	—	392	11.0%	2,349 #92
Rockford University	IL	—	—	12	3.9%	—
Rockhurst University	MO	—	—	3	0.4%	—
Rocky Mountain College	MT	—	—	3	1.1%	—
Roger Williams University	RI	—	—	13	1.2%	—
Rogers State University	OK	—	—	3	0.5%	—
Rollins College	FL	—	—	20	2.4%	—
Roosevelt University	IL	—	—	16	1.3%	—
Rose-Hulman Institute of Technology	IN	—	—	58	14.5%	—
Rowan University	NJ	—	—	246	4.5%	—
Rust College	MS	—	—	3	3.8%	—
Rutgers University-Camden	NJ	—	—	40	2.2%	—
Rutgers University-New Brunswick	NJ	—	—	1,322	9.8%	—
Rutgers University-Newark	NJ	—	—	86	2.6%	—
SUNY Brockport	NY	—	—	43	2.3%	—
SUNY Buffalo State University	NY	—	—	56	3.2%	—
SUNY College at Plattsburgh AI major	NY	2	2	23	2.1%	—
SUNY College at Potsdam	NY	—	—	4	0.6%	—
SUNY College of Agriculture and Technology at Cobleskill	NY	—	—	1	0.2%	—
SUNY College of Technology at Alfred	NY	—	—	12	1.1%	—
SUNY College of Technology at Canton	NY	—	—	4	0.5%	—
SUNY College of Technology at Delhi	NY	—	—	5	0.6%	—
SUNY Old Westbury	NY	—	—	46	4.3%	—
SUNY Oneonta	NY	—	—	12	0.8%	—
SUNY Polytechnic Institute	NY	—	—	146	19.7%	—
SUNY at Fredonia	NY	—	—	37	3.9%	—
Sacred Heart University	CT	—	—	185	6.2%	—
Saginaw Valley State University	MI	—	—	28	1.8%	—
Saint Ambrose University	IA	—	—	16	1.9%	—
Saint Anselm College	NH	—	—	10	2.2%	—
Saint Augustine's University	NC	—	—	2	1.9%	—
Saint Cloud State University	MN	—	—	65	3.3%	—
Saint Edward's University	TX	—	—	24	2.6%	—
Saint Elizabeth University	NJ	—	—	4	1.3%	—
Saint Francis University	PA	—	—	6	0.9%	—
Saint Johns University	MN	—	—	24	6.8%	—
Saint Joseph's University	PA	—	—	35	1.3%	—
Saint Leo University	FL	—	—	131	5.1%	—
Saint Louis University AI major	MO	13	—	158	4.6%	—
Saint Martin's University	WA	—	—	18	4.3%	—
Saint Mary's College	IN	—	—	9	2.4%	—
Saint Mary's College of California	CA	—	—	2	0.2%	—
Saint Mary's University of Minnesota	MN	—	—	21	1.6%	—
Saint Mary-of-the-Woods College	IN	—	—	1	0.5%	—
Saint Michael's College	VT	—	—	8	2.2%	—
Saint Norbert College	WI	—	—	8	2.0%	—
Saint Peter's University	NJ	—	—	137	14.1%	—
Saint Vincent College	PA	—	—	8	2.3%	—
Saint Xavier University	IL	—	—	44	4.7%	—
Salem State University	MA	—	—	21	1.3%	—
Salem University	WV	—	—	2	0.8%	—
Salisbury University	MD	—	—	90	4.7%	—
Sam Houston State University	TX	—	—	49	0.9%	—
Samford University	AL	—	—	10	0.6%	—
San Diego Mesa College	CA	—	—	33	2.2%	—
San Diego State University	CA	—	—	280	2.7%	—
San Francisco Bay University	CA	—	—	31	54.4%	—
San Francisco State University	CA	—	—	335	5.2%	—
San Jose State University AI major	CA	52	—	419	4.1%	—
Santa Ana College	CA	—	—	18	0.7%	—
Santa Monica College	CA	—	—	46	0.9%	—
Sattler College	MA	—	—	2	15.4%	—
Savannah State University	GA	—	—	18	3.0%	—
Scripps College	CA	—	—	1	0.4%	—
Seattle Pacific University	WA	—	—	25	2.7%	—
Seattle University	WA	—	—	175	7.8%	1,908 #107
Seton Hall University	NJ	—	—	14	0.6%	—
Seton Hill University	PA	—	—	5	1.0%	—
Shaw University	NC	—	—	9	4.0%	—
Shenandoah University	VA	—	—	3	0.3%	—
Shepherd University	WV	—	—	18	3.1%	—
Shippensburg University of Pennsylvania	PA	—	—	27	2.3%	—
Shorter University	GA	—	—	6	1.7%	—
Siena College	NY	—	—	31	3.7%	—
Simmons University	MA	—	—	9	0.4%	—
Simpson College	IA	—	—	14	5.0%	—
Skagit Valley College	WA	—	—	5	0.8%	—
Skidmore College	NY	—	—	21	3.4%	—
Skyline College	CA	—	—	21	2.6%	—
Slippery Rock University of Pennsylvania	PA	—	—	105	4.4%	—
Smith College	MA	—	—	59	7.7%	—
Snow College	UT	—	—	13	1.2%	—
Sofia University	CA	—	—	4	1.0%	—
Sonoma State University	CA	—	—	49	2.3%	—
South Carolina State University	SC	—	—	11	3.6%	—
South College	TN	—	—	8	0.4%	—
South Dakota School of Mines and Technology AI major	SD	7	—	34	6.4%	—
South Dakota State University	SD	—	—	13	0.5%	—
South Seattle College	WA	—	—	9	2.1%	—
South Texas College	TX	—	—	168	4.2%	—
South University-Austin	TX	—	—	2	2.4%	—
South University-Montgomery	AL	—	—	5	5.2%	—
South University-Savannah	GA	—	—	1	0.4%	—
South University-Savannah Online	GA	—	—	57	3.3%	—
South University-Tampa	FL	—	—	3	1.1%	—
Southeast Missouri State University	MO	—	—	324	14.3%	—
Southeastern Louisiana University	LA	—	—	32	1.5%	—
Southeastern Oklahoma State University	OK	—	—	16	0.9%	—
Southern Adventist University	TN	—	—	15	2.5%	—
Southern Arkansas University Main Campus	AR	—	—	547	28.6%	—
Southern Connecticut State University	CT	—	—	54	2.3%	—
Southern Illinois University-Carbondale	IL	—	—	70	2.4%	—
Southern Illinois University-Edwardsville	IL	—	—	137	4.2%	—
Southern Methodist University	TX	—	—	233	5.6%	—
Southern Nazarene University	OK	—	—	1	0.2%	—
Southern New Hampshire University	NH	—	—	2,089	6.1%	—
Southern Oregon University	OR	—	—	13	1.5%	—
Southern University and A & M College	LA	—	—	100	7.8%	—
Southern University at New Orleans	LA	—	—	34	10.8%	—
Southern Utah University	UT	—	—	14	0.3%	—
Southern Virginia University	VA	—	—	9	4.4%	—
Southern Wesleyan University	SC	—	—	3	1.0%	—
Southwest Baptist University	MO	—	—	27	4.4%	—
Southwest Minnesota State University	MN	—	—	9	1.5%	—
Southwestern Adventist University	TX	—	—	3	2.1%	—
Southwestern College	KS	—	—	20	5.5%	—
Southwestern Oklahoma State University	OK	—	—	25	1.8%	—
Southwestern University	TX	—	—	9	2.3%	—
Spelman College	GA	—	—	16	3.8%	—
Spring Arbor University	MI	—	—	4	0.5%	—
Springfield College	MA	—	—	8	0.9%	—
St Bonaventure University	NY	—	—	10	1.3%	—
St Catherine University	MN	—	—	3	0.2%	—
St Lawrence University	NY	—	—	18	3.3%	—
St Olaf College	MN	—	—	18	2.6%	—
St Petersburg College	FL	—	—	7	0.1%	—
St. Augustine College	IL	—	—	7	4.0%	—
St. John Fisher University	NY	—	—	6	0.6%	—
St. John's University-New York	NY	—	—	75	1.9%	—
St. Joseph's University-New York	NY	—	—	18	1.4%	—
St. Mary's College of Maryland	MD	—	—	17	5.6%	—
St. Mary's University	TX	—	—	18	2.2%	—
St. Thomas Aquinas College	NY	—	—	6	1.8%	—
St. Thomas University	FL	—	—	19	1.8%	—
Stanford University	CA	—	—	729	14.1%	17,351 #1
State University of New York at New Paltz	NY	—	—	101	5.2%	—
State University of New York at Oswego	NY	—	—	66	4.0%	—
Stephen F Austin State University	TX	—	—	34	1.3%	—
Stetson University	FL	—	—	35	2.9%	—
Stevens Institute of Technology	NJ	—	—	891	26.5%	2,260 #96
Stevenson University	MD	—	—	14	1.4%	—
Stockton University	NJ	—	—	59	2.4%	—
Stonehill College	MA	—	—	9	1.6%	—
Stony Brook University	NY	—	—	590	8.2%	4,147 #50
Strayer University-Alabama	AL	—	—	7	3.1%	—
Strayer University-Delaware	DE	—	—	1	2.2%	—
Strayer University-District of Columbia	DC	—	—	5	4.5%	—
Strayer University-Florida	FL	—	—	3	0.9%	—
Strayer University-Georgia	GA	—	—	13	1.3%	—
Strayer University-Global Region	DC	—	—	43	2.0%	—
Strayer University-Maryland	MD	—	—	14	3.0%	—
Strayer University-Mississippi	MS	—	—	1	2.1%	—
Strayer University-New Jersey	NJ	—	—	2	1.7%	—
Strayer University-North Carolina	NC	—	—	22	3.3%	—
Strayer University-Pennsylvania	PA	—	—	12	4.0%	—
Strayer University-South Carolina	SC	—	—	5	1.3%	—
Strayer University-Tennessee	TN	—	—	5	1.2%	—
Strayer University-Texas	TX	—	—	11	2.5%	—
Strayer University-Virginia	VA	—	—	34	3.8%	—
Strayer University-West Virginia	WV	—	—	1	3.8%	—
Suffolk University	MA	—	—	49	2.6%	—
Sul Ross State University	TX	—	—	6	1.1%	—
Susquehanna University	PA	—	—	13	2.2%	—
Swarthmore College	PA	—	—	46	11.2%	—
Syracuse University	NY	—	—	796	12.8%	1,715 #121
Talladega College	AL	—	—	7	3.8%	—
Tarleton State University	TX	—	—	83	2.3%	—
Taylor University	IN	—	—	13	2.9%	—
Temple University	PA	—	—	185	2.2%	2,454 #85
Tennessee State University	TN	—	—	45	3.7%	—
Tennessee Technological University	TN	—	—	149	6.2%	—
Texas A & M International University	TX	—	—	18	0.9%	—
Texas A & M University-College Station	TX	—	—	769	4.0%	8,376 #22
Texas A & M University-Commerce	TX	—	—	250	7.5%	—
Texas A & M University-Corpus Christi	TX	—	—	132	4.5%	—
Texas A & M University-Kingsville	TX	—	—	123	8.5%	—
Texas A&M University-Central Texas	TX	—	—	86	12.1%	—
Texas A&M University-San Antonio	TX	—	—	32	2.3%	—
Texas A&M University-Texarkana	TX	—	—	8	1.7%	—
Texas Christian University	TX	—	—	26	0.8%	—
Texas College	TX	—	—	2	1.9%	—
Texas Lutheran University	TX	—	—	6	1.5%	—
Texas Southern University	TX	—	—	25	1.8%	—
Texas State University	TX	—	—	382	4.4%	—
Texas Tech University	TX	—	—	443	4.5%	2,549 #81
Texas Wesleyan University	TX	—	—	11	1.8%	—
Texas Woman's University	TX	—	—	71	1.7%	—
The Catholic University of America	DC	—	—	33	2.6%	—
The College of New Jersey	NJ	—	—	47	2.3%	—
The College of Saint Rose	NY	—	—	32	4.1%	—
The College of Saint Scholastica	MN	—	—	14	1.2%	—
The College of Wooster	OH	—	—	28	7.1%	—
The Master's University and Seminary	CA	—	—	4	0.9%	—
The University of Alabama	AL	—	—	113	1.2%	2,212 #99
The University of Findlay	OH	—	—	8	1.0%	—
The University of Montana	MT	—	—	23	0.9%	—
The University of Olivet	MI	—	—	2	1.0%	—
The University of Tampa	FL	—	—	11	0.4%	—
The University of Tennessee-Chattanooga	TN	—	—	89	3.4%	—
The University of Tennessee-Knoxville	TN	—	—	170	2.1%	—
The University of Tennessee-Martin	TN	—	—	9	0.7%	—
The University of Texas Permian Basin	TX	—	—	32	2.5%	—
The University of Texas Rio Grande Valley	TX	—	—	147	2.1%	—
The University of Texas at Arlington	TX	—	—	1,232	9.7%	2,403 #90
The University of Texas at Austin NSF institute	TX	—	—	1,039	7.0%	9,287 #18
The University of Texas at Dallas	TX	—	—	2,074	22.7%	3,289 #58
The University of Texas at El Paso	TX	—	—	215	4.0%	—
The University of Texas at San Antonio	TX	—	—	365	4.9%	2,090 #103
The University of Texas at Tyler	TX	—	—	39	1.4%	—
The University of the South	TN	—	—	3	0.7%	—
Thiel College	PA	—	—	10	5.1%	—
Thomas College	ME	—	—	8	3.1%	—
Thomas Jefferson University	PA	—	—	6	0.2%	—
Tougaloo College	MS	—	—	7	5.9%	—
Touro University	NY	—	—	72	2.1%	—
Towson University	MD	—	—	260	5.2%	—
Toyota Technological Institute at Chicago	IL	—	—	4	100.0%	—
Transylvania University	KY	—	—	4	2.1%	—
Trevecca Nazarene University	TN	—	—	1	0.1%	—
Trine University	IN	—	—	24	4.1%	—
Trine University-Regional/Non-Traditional Campuses	IN	—	—	548	46.2%	—
Trinity Christian College	IL	—	—	7	3.1%	—
Trinity College	CT	—	—	6	1.2%	—
Trinity International University-Illinois	IL	—	—	2	0.7%	—
Trinity University	TX	—	—	34	5.0%	—
Troy University	AL	—	—	116	3.4%	—
Truman State University	MO	—	—	38	3.9%	—
Tufts University	MA	—	—	302	7.4%	2,322 #93
Tulane University of Louisiana	LA	—	—	17	0.4%	—
Tusculum University	TN	—	—	3	0.8%	—
Tuskegee University	AL	—	—	9	1.6%	—
Union Adventist University	NE	—	—	4	2.1%	—
Union College	NY	—	—	18	4.2%	—
Union University	TN	—	—	1	0.1%	—
United States Air Force Academy	CO	—	—	71	7.5%	—
United States Military Academy	NY	—	—	36	3.7%	—
United States Naval Academy	MD	—	—	40	3.9%	—
Universidad Ana G. Mendez-Carolina Campus	PR	—	—	19	1.9%	—
Universidad Ana G. Mendez-Cupey Campus	PR	—	—	32	2.9%	—
Universidad Ana G. Mendez-Gurabo Campus	PR	—	—	31	1.6%	—
Universidad Politecnica de Puerto Rico	PR	—	—	39	6.5%	—
Universidad del Sagrado Corazon	PR	—	—	3	0.3%	—
University at Albany	NY	—	—	360	8.3%	—
University at Buffalo NSF institute	NY	—	—	1,181	12.6%	3,863 #51
University of Advancing Technology AI major	AZ	13	10	32	15.5%	—
University of Akron Main Campus	OH	—	—	30	0.9%	—
University of Alabama at Birmingham	AL	—	—	286	4.5%	1,876 #110
University of Alabama in Huntsville	AL	—	—	191	8.3%	—
University of Alaska Anchorage	AK	—	—	23	1.6%	—
University of Alaska Fairbanks	AK	—	—	6	0.7%	—
University of Arizona AI major	AZ	13	—	410	3.7%	5,046 #43
University of Arkansas	AR	—	—	124	2.0%	1,756 #118
University of Arkansas Grantham	AR	—	—	72	6.2%	—
University of Arkansas at Little Rock	AR	—	—	73	3.7%	—
University of Arkansas at Pine Bluff	AR	—	—	11	2.8%	—
University of Arkansas-Fort Smith	AR	—	—	29	2.1%	—
University of Baltimore	MD	—	—	18	2.0%	—
University of Bridgeport AI major	CT	10	—	161	13.7%	—
University of California-Berkeley	CA	—	—	1,529	10.6%	11,786 #7
University of California-Davis NSF institute	CA	—	—	501	4.6%	5,991 #36
University of California-Irvine	CA	—	—	807	7.2%	6,130 #34
University of California-Los Angeles	CA	—	—	527	3.6%	8,755 #19
University of California-Riverside	CA	—	—	549	7.7%	2,839 #71
University of California-San Diego NSF institute	CA	—	—	1,064	8.8%	10,029 #13
University of California-Santa Barbara NSF institute	CA	—	—	266	3.6%	3,702 #55
University of California-Santa Cruz AI major	CA	15	—	739	14.3%	2,408 #89
University of Central Arkansas	AR	—	—	73	3.2%	—
University of Central Florida AI major	FL	2	—	694	3.7%	4,321 #49
University of Central Missouri	MO	—	—	1,243	34.5%	—
University of Central Oklahoma	OK	—	—	73	2.7%	—
University of Charleston	WV	—	—	2	0.2%	—
University of Chicago	IL	—	—	375	5.9%	6,051 #35
University of Cincinnati-Blue Ash College	OH	—	—	43	5.9%	—
University of Cincinnati-Main Campus AI major	OH	16	—	382	3.5%	2,656 #77
University of Colorado Boulder AI major NSF institute	CO	9	—	835	8.6%	4,743 #44
University of Colorado Colorado Springs	CO	—	—	99	3.9%	—
University of Colorado Denver/Anschutz Medical Campus	CO	—	—	272	4.8%	1,819 #114
University of Connecticut	CT	—	—	142	1.7%	3,149 #64
University of Dallas	TX	—	—	7	1.1%	—
University of Dayton	OH	—	—	502	14.8%	—
University of Delaware	DE	—	—	218	3.6%	2,508 #83
University of Denver	CO	—	—	171	3.8%	—
University of Detroit Mercy	MI	—	—	7	0.5%	—
University of Dubuque	IA	—	—	1	0.2%	—
University of Evansville	IN	—	—	2	0.4%	—
University of Florida	FL	—	—	827	4.7%	8,469 #21
University of Florida-Online	FL	—	—	69	7.0%	—
University of Georgia AI major	GA	12	—	328	2.8%	3,224 #61
University of Guam	GU	—	—	9	1.5%	—
University of Hartford	CT	—	—	17	1.0%	—
University of Hawaii at Hilo	HI	—	—	10	1.5%	—
University of Hawaii at Manoa	HI	—	—	124	2.8%	—
University of Houston	TX	—	—	509	4.6%	3,767 #52
University of Houston-Clear Lake	TX	—	—	247	10.0%	—
University of Houston-Downtown	TX	—	—	114	3.3%	—
University of Houston-Victoria	TX	—	—	71	5.7%	—
University of Idaho	ID	—	—	59	2.6%	—
University of Illinois Chicago	IL	—	—	641	7.1%	4,679 #45
University of Illinois Springfield	IL	—	—	202	17.3%	—
University of Illinois Urbana-Champaign NSF institute	IL	—	—	1,914	11.4%	11,543 #8
University of Indianapolis	IN	—	—	13	0.9%	—
University of Iowa	IA	—	—	162	2.1%	3,243 #60
University of Jamestown	ND	—	—	8	3.2%	—
University of Kansas	KS	—	—	140	2.1%	1,824 #113
University of Kentucky	KY	—	—	252	3.1%	2,564 #79
University of La Verne	CA	—	—	22	1.3%	—
University of Louisiana at Lafayette	LA	—	—	150	4.7%	—
University of Louisiana at Monroe	LA	—	—	40	2.3%	—
University of Louisville	KY	—	—	83	1.6%	—
University of Lynchburg	VA	—	—	5	0.6%	—
University of Maine	ME	—	—	58	2.3%	—
University of Maine at Farmington	ME	—	—	1	0.3%	—
University of Maine at Fort Kent	ME	—	—	3	1.4%	—
University of Maine at Presque Isle	ME	—	—	1	0.3%	—
University of Management and Technology	VA	—	—	1	0.2%	—
University of Mary	ND	—	—	3	0.3%	—
University of Mary Hardin-Baylor	TX	—	—	41	4.7%	—
University of Mary Washington	VA	—	—	53	5.5%	—
University of Maryland Eastern Shore	MD	—	—	18	4.0%	—
University of Maryland Global Campus	MD	—	—	2,932	21.3%	—
University of Maryland-Baltimore County	MD	—	—	896	25.5%	1,944 #105
University of Maryland-College Park NSF institute	MD	—	—	1,565	13.2%	7,555 #27
University of Massachusetts Global	CA	—	—	39	1.4%	—
University of Massachusetts-Amherst	MA	—	—	875	9.4%	3,526 #57
University of Massachusetts-Boston	MA	—	—	213	6.4%	—
University of Massachusetts-Dartmouth AI major	MA	1	1	76	4.4%	—
University of Massachusetts-Lowell	MA	—	—	442	9.7%	—
University of Memphis	TN	—	—	131	2.9%	—
University of Miami	FL	—	—	58	1.1%	2,399 #91
University of Michigan-Ann Arbor	MI	—	—	1,990	12.6%	13,195 #4
University of Michigan-Dearborn AI major	MI	6	—	216	9.7%	—
University of Michigan-Flint	MI	—	—	75	5.1%	—
University of Minnesota-Duluth	MN	—	—	78	3.7%	—
University of Minnesota-Morris	MN	—	—	20	8.8%	—
University of Minnesota-Twin Cities NSF institute	MN	—	—	747	6.0%	6,157 #33
University of Mississippi	MS	—	—	52	0.9%	—
University of Missouri-Columbia	MO	—	—	164	2.0%	2,992 #67
University of Missouri-Kansas City	MO	—	—	734	19.6%	—
University of Missouri-St Louis	MO	—	—	87	3.7%	—
University of Mobile	AL	—	—	3	0.9%	—
University of Montevallo	AL	—	—	8	1.4%	—
University of Mount Olive	NC	—	—	12	2.0%	—
University of Nebraska at Kearney	NE	—	—	21	1.6%	—
University of Nebraska at Omaha	NE	—	—	225	6.8%	—
University of Nebraska-Lincoln	NE	—	—	149	2.6%	2,419 #88
University of Nevada-Las Vegas	NV	—	—	179	2.8%	—
University of Nevada-Reno	NV	—	—	278	5.6%	1,808 #115
University of New England	ME	—	—	2	0.1%	—
University of New Hampshire-Main Campus	NH	—	—	46	1.3%	—
University of New Haven	CT	—	—	171	6.6%	—
University of New Mexico-Main Campus	NM	—	—	83	1.7%	1,895 #109
University of New Orleans	LA	—	—	83	6.3%	—
University of North Alabama	AL	—	—	21	1.0%	—
University of North Carolina Asheville	NC	—	—	26	3.9%	—
University of North Carolina Wilmington	NC	—	—	116	2.3%	—
University of North Carolina at Chapel Hill	NC	—	—	538	6.0%	7,690 #26
University of North Carolina at Charlotte	NC	—	—	1,039	13.4%	2,301 #95
University of North Carolina at Greensboro	NC	—	—	148	3.2%	—
University of North Carolina at Pembroke	NC	—	—	40	1.9%	—
University of North Dakota	ND	—	—	17	0.5%	—
University of North Florida	FL	—	—	157	3.7%	—
University of North Georgia	GA	—	—	114	3.8%	—
University of North Texas AI major	TX	76	—	1,370	11.2%	2,456 #84
University of Northern Iowa	IA	—	—	28	1.2%	—
University of Northwestern-St Paul	MN	—	—	20	4.2%	—
University of Notre Dame	IN	—	—	197	5.1%	3,287 #59
University of Oklahoma-Norman Campus NSF institute	OK	—	—	216	3.0%	2,239 #98
University of Oregon	OR	—	—	100	1.8%	—
University of Pennsylvania AI major	PA	98	—	1,135	11.6%	8,637 #20
University of Phoenix-Arizona	AZ	—	—	53	0.3%	—
University of Pikeville	KY	—	—	2	0.4%	—
University of Pittsburgh-Bradford	PA	—	—	1	0.5%	—
University of Pittsburgh-Johnstown	PA	—	—	42	10.2%	—
University of Pittsburgh-Pittsburgh Campus AI major	PA	4	—	481	6.1%	6,268 #31
University of Portland	OR	—	—	38	3.7%	—
University of Providence	MT	—	—	2	0.7%	—
University of Puerto Rico at Ponce	PR	—	—	17	5.8%	—
University of Puerto Rico-Arecibo	PR	—	—	14	2.5%	—
University of Puerto Rico-Bayamon	PR	—	—	22	6.3%	—
University of Puerto Rico-Mayaguez	PR	—	—	35	1.8%	—
University of Puerto Rico-Rio Piedras	PR	—	—	50	2.5%	—
University of Puget Sound	WA	—	—	16	2.7%	—
University of Redlands	CA	—	—	20	1.4%	—
University of Rhode Island	RI	—	—	96	2.2%	—
University of Richmond	VA	—	—	21	2.0%	—
University of Rio Grande	OH	—	—	5	1.4%	—
University of Rochester AI major	NY	1	—	295	7.5%	2,927 #70
University of Saint Joseph	CT	—	—	1	0.1%	—
University of Saint Mary	KS	—	—	6	2.0%	—
University of San Diego AI major	CA	35	—	134	4.7%	—
University of San Francisco	CA	—	—	107	3.6%	—
University of Scranton	PA	—	—	21	1.5%	—
University of Sioux Falls	SD	—	—	1	0.2%	—
University of South Alabama	AL	—	—	79	2.3%	—
University of South Carolina Aiken	SC	—	—	21	2.6%	—
University of South Carolina Beaufort	SC	—	—	11	2.8%	—
University of South Carolina-Columbia	SC	—	—	222	2.4%	2,772 #73
University of South Carolina-Upstate	SC	—	—	33	2.8%	—
University of South Dakota	SD	—	—	58	2.9%	—
University of South Florida	FL	—	—	389	2.7%	3,175 #62
University of Southern California AI major	CA	45	—	1,921	10.6%	9,406 #17
University of Southern Indiana	IN	—	—	46	2.1%	—
University of Southern Maine	ME	—	—	12	0.8%	—
University of Southern Mississippi	MS	—	—	81	2.2%	—
University of St Francis	IL	—	—	2	0.2%	—
University of St Thomas (MN)	MN	—	—	37	1.5%	—
University of St Thomas (TX)	TX	—	—	8	0.7%	—
University of Toledo	OH	—	—	80	2.0%	—
University of Tulsa	OK	—	—	72	6.3%	—
University of Utah	UT	—	—	612	6.9%	4,608 #47
University of Vermont	VT	—	—	108	3.2%	—
University of Virginia's College at Wise	VA	—	—	8	3.7%	—
University of Virginia-Main Campus	VA	—	—	547	7.1%	5,208 #41
University of Washington-Bothell Campus	WA	—	—	287	15.5%	—
University of Washington-Seattle Campus AI major NSF institute	WA	48	—	1,354	9.2%	11,524 #9
University of Washington-Tacoma Campus	WA	—	—	213	11.9%	—
University of West Florida	FL	—	—	76	1.8%	—
University of West Georgia	GA	—	—	29	1.2%	—
University of Wisconsin-Eau Claire	WI	—	—	81	3.5%	—
University of Wisconsin-Green Bay	WI	—	—	72	4.2%	—
University of Wisconsin-La Crosse	WI	—	—	73	3.1%	—
University of Wisconsin-Madison	WI	—	—	1,068	8.6%	8,326 #24
University of Wisconsin-Milwaukee	WI	—	—	298	5.6%	—
University of Wisconsin-Milwaukee Flex	WI	—	—	14	10.1%	—
University of Wisconsin-Oshkosh	WI	—	—	31	1.5%	—
University of Wisconsin-Parkside	WI	—	—	46	4.8%	—
University of Wisconsin-Platteville	WI	—	—	46	3.1%	—
University of Wisconsin-River Falls	WI	—	—	37	3.0%	—
University of Wisconsin-Stevens Point	WI	—	—	14	0.9%	—
University of Wisconsin-Stout	WI	—	—	20	1.2%	—
University of Wisconsin-Superior	WI	—	—	10	1.7%	—
University of Wisconsin-Whitewater	WI	—	—	57	2.1%	—
University of Wyoming	WY	—	—	38	1.3%	—
University of the Cumberlands	KY	—	—	74	1.3%	—
University of the District of Columbia	DC	—	—	24	3.1%	—
University of the Incarnate Word	TX	—	—	17	0.8%	—
University of the Pacific	CA	—	—	109	5.8%	—
University of the People	CA	—	—	783	18.9%	—
University of the Virgin Islands	VI	—	—	7	2.8%	—
University of the West	CA	—	—	3	5.9%	—
Upper Iowa University	IA	—	—	4	0.4%	—
Ursinus College	PA	—	—	17	4.7%	—
Utah State University	UT	—	—	140	2.2%	—
Utah Tech University	UT	—	—	27	1.2%	—
Utah Valley University	UT	—	—	202	2.8%	—
Utica University	NY	—	—	8	0.7%	—
Valdosta State University	GA	—	—	41	1.7%	—
Valley City State University	ND	—	—	3	1.1%	—
Valparaiso University	IN	—	—	22	2.6%	—
Vanderbilt University	TN	—	—	273	6.0%	4,455 #48
Vassar College	NY	—	—	31	5.0%	—
Vermont State University	VT	—	—	4	0.3%	—
Villanova University	PA	—	—	77	2.4%	—
Vincennes University	IN	—	—	11	0.7%	—
Virginia Commonwealth University	VA	—	—	318	4.6%	1,736 #120
Virginia Military Institute	VA	—	—	18	5.2%	—
Virginia Polytechnic Institute and State University	VA	—	—	1,024	9.7%	—
Virginia State University	VA	—	—	40	5.4%	—
Virginia Union University	VA	—	—	6	2.6%	—
Voorhees University	SC	—	—	5	6.4%	—
Wabash College	IN	—	—	11	6.3%	—
Wagner College	NY	—	—	5	1.0%	—
Wake Forest University	NC	—	—	57	2.0%	—
Walden University	MN	—	—	93	0.8%	—
Walla Walla University	WA	—	—	13	2.7%	—
Walsh College	MI	—	—	1	0.2%	—
Walsh University	OH	—	—	11	1.8%	—
Wartburg College	IA	—	—	10	2.9%	—
Washburn University	KS	—	—	25	2.1%	—
Washington Adventist University	MD	—	—	3	1.7%	—
Washington College	MD	—	—	5	2.3%	—
Washington State University NSF institute	WA	—	—	295	3.9%	1,982 #104
Washington University in St Louis	MO	—	—	314	5.7%	5,108 #42
Washington and Lee University	VA	—	—	14	2.5%	—
Wayland Baptist University	TX	—	—	6	0.7%	—
Wayne State College	NE	—	—	22	2.5%	—
Wayne State University	MI	—	—	210	3.4%	1,903 #108
Waynesburg University	PA	—	—	4	1.1%	—
Webber International University	FL	—	—	3	1.9%	—
Weber State University	UT	—	—	288	4.7%	—
Webster University	MO	—	—	25	1.1%	—
Wellesley College	MA	—	—	55	9.3%	—
Wells College	NY	—	—	1	1.7%	—
Wentworth Institute of Technology	MA	—	—	129	13.4%	—
Wesleyan University	CT	—	—	50	6.0%	—
West Chester University of Pennsylvania	PA	—	—	143	3.3%	—
West Los Angeles College	CA	—	—	7	0.6%	—
West Texas A & M University	TX	—	—	19	0.9%	—
West Virginia State University	WV	—	—	3	0.9%	—
West Virginia University	WV	—	—	97	1.5%	2,143 #102
West Virginia University Institute of Technology	WV	—	—	3	1.8%	—
West Virginia University at Parkersburg	WV	—	—	4	0.8%	—
West Virginia Wesleyan College	WV	—	—	4	1.6%	—
Westcliff University	CA	—	—	48	7.1%	—
Western Carolina University	NC	—	—	22	0.7%	—
Western Colorado University	CO	—	—	21	3.9%	—
Western Connecticut State University	CT	—	—	9	0.8%	—
Western Governors University	UT	—	—	840	1.8%	—
Western Illinois University	IL	—	—	203	10.4%	—
Western Kentucky University	KY	—	—	23	0.7%	—
Western Michigan University	MI	—	—	115	2.6%	—
Western Nevada College	NV	—	—	11	2.1%	—
Western New England University	MA	—	—	25	2.7%	—
Western Oregon University	OR	—	—	39	3.8%	—
Western Washington University	WA	—	—	155	4.4%	—
Westfield State University	MA	—	—	30	2.6%	—
Westminster College (MO)	MO	—	—	3	2.6%	—
Westminster College (PA)	PA	—	—	4	1.9%	—
Westminster University	UT	—	—	10	2.2%	—
Westmont College	CA	—	—	17	5.2%	—
Wheaton College	IL	—	—	16	2.2%	—
Wheaton College (Massachusetts)	MA	—	—	10	2.8%	—
Whitman College	WA	—	—	21	5.9%	—
Whitworth University	WA	—	—	29	3.9%	—
Wichita State University	KS	—	—	411	11.6%	—
Widener University	PA	—	—	21	1.3%	—
Wilkes University	PA	—	—	9	0.7%	—
Willamette University	OR	—	—	24	4.4%	—
William & Mary	VA	—	—	144	5.1%	—
William Jessup University	CA	—	—	18	4.2%	—
William Jewell College	MO	—	—	5	2.6%	—
William Paterson University of New Jersey	NJ	—	—	39	1.4%	—
William Penn University	IA	—	—	1	0.3%	—
Williams College	MA	—	—	52	8.5%	—
Wilmington University	DE	—	—	107	3.1%	—
Winona State University	MN	—	—	58	3.5%	—
Winston-Salem State University	NC	—	—	11	1.0%	—
Winthrop University	SC	—	—	14	1.1%	—
Wisconsin Lutheran College	WI	—	—	3	1.4%	—
Wittenberg University	OH	—	—	7	2.6%	—
Wofford College	SC	—	—	8	1.9%	—
Women's Institute of Torah Seminary and College	MD	—	—	6	9.7%	—
Worcester Polytechnic Institute	MA	—	—	377	19.2%	1,909 #106
Worcester State University	MA	—	—	26	2.2%	—
Wright State University-Main Campus	OH	—	—	293	11.8%	—
Xavier University	OH	—	—	23	1.3%	—
Xavier University of Louisiana	LA	—	—	10	1.5%	—
Yakima Valley College	WA	—	—	5	0.7%	—
Yale University	CT	—	—	203	4.0%	7,789 #25
Yavapai College	AZ	—	—	11	1.9%	—
Yeshiva University AI major	NY	3	—	54	2.5%	—
York College of Pennsylvania	PA	—	—	17	1.9%	—
Youngstown State University	OH	—	—	27	1.0%	—
Zane State College	OH	—	—	16	6.2%	—

Sources: Degrees — U.S. Dept. of Education, IPEDS Completions (2023), first majors, degree levels only (AI = CIP 11.0102; CS = 11.0701 + 11.0101; Data Science = 30.7001/30.3001; Information Science = 11.0401/11.0104; "computing pipeline" = their sum; share = ÷ all degrees). AI research — AI‑tagged publications since 2020 from OpenAlex (open data; reflects faculty research, not undergraduate teaching quality). NSF institute — hosts a federal NSF National AI Research Institute. We deliberately avoid reputation‑survey rankings. 4‑year institutions only.

Frequently asked questions

Short, sourced answers about AI degrees, the underlying data, and what "leading in AI" actually means.

Which U.S. colleges lead in AI education?

There is no single answer because AI leadership is multi-dimensional. By dedicated AI degree volume (CIP code 11.0102), Carnegie Mellon leads at the undergraduate level. By the broader computing pipeline (AI + computer science + data science + information science), schools like Georgia Tech, the University of Illinois Urbana-Champaign, UC Berkeley, and Stanford rank near the top. By AI research output (OpenAlex publications since 2020), the leaders shift toward MIT, Stanford, CMU, and large public research universities.

Are AI degrees mostly graduate or undergraduate?

Mostly graduate. Across U.S. colleges that confer a dedicated AI degree (CIP 11.0102), the large majority are awarded at the master's or doctoral level. The standalone undergraduate AI major is still rare — most undergraduates training for AI work do so inside computer science, data science, engineering, or information programs.

What is CIP code 11.0102?

CIP 11.0102 is the federal Classification of Instructional Programs code for Artificial Intelligence as a standalone degree program, defined by the U.S. Department of Education. Schools that report graduates under 11.0102 have a dedicated AI program, distinct from AI courses delivered within a computer science (CIP 11.0701 or 11.0101) or data science (CIP 30.7001 or 30.3001) degree.

Which universities host a federal NSF AI Institute?

Roughly 22 U.S. universities host a National Science Foundation AI Research Institute, including Carnegie Mellon University, MIT, the University of Illinois Urbana-Champaign, multiple University of California campuses (including Berkeley and San Diego), the University of Texas at Austin, the University of Oklahoma, the University of Massachusetts Amherst, the University of Washington, and others. The full list is published by the NSF and NITRD.

Where does the AI research data on this page come from?

AI-tagged publication counts since 2020 come from OpenAlex, an open scholarly index licensed under CC0. We deliberately excluded CSRankings (which is licensed CC BY-NC-ND for non-commercial use only) and avoided reputation-survey rankings like U.S. News. Every signal on this page is primary-source: federal IPEDS for degrees, OpenAlex for research, and the NSF Institute roster for federal recognition.

Are these AI rankings based on reputation surveys?

No. Every signal on this page is sourced from primary federal or open scholarly data: U.S. Department of Education IPEDS (degrees conferred), OpenAlex (open scholarly index of AI publications, CC0 licensed), and the NSF National AI Research Institute roster (public list). No surveys, no editorial weighting, no opaque composite scores.

How many U.S. colleges are covered in the AI dataset?

We track approximately 1,302 four-year U.S. colleges that graduate students in the AI / computer science / data science / information science pipeline. The data comes from the most recent IPEDS Completions release. Two-year institutions are excluded.