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

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.

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