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Industry Collaboration Index

Industry Collaboration Index 2026 · University profile

University of Notre Dame

United States · North America · Silver

#549World rank of 1,038
48.0ICI scoreout of 100
#137National rank, of 203 in United States
#156Regional rank, of 231 in North America
363Verified industry works, 2021 to 2025
258Company groups worked with (75 on two or more works)

University of Notre Dame is ranked #549 of 1,038, with Silver standing. Its strongest pillar is breadth (83): partners spread across many research fields. It is held back most by durability (15): 11 of its company groups are sustained partners (five or more joint works in three or more of the five years); and by scale (40): a network of 75 company groups on two or more joint works.

Research Collaboration Index 2026: #361 of 1,195, Silver standing · View the RCI profile →

Why this position

Four pillars, as percentiles

Co-creation30% of the score
54

How often it co-authors with companies, compared with what its own mix of research fields would predict; size makes no difference. 363 verified works against about 347 expected for its fields (1.05 times the expected rate).

Durability20% of the score
15

How much of its industry work sits in sustained partnerships with the same company group. 11 sustained partnerships: five or more joint works in three or more of the five years.

Scale30% of the score
40

The size of its industry network: company groups on two or more works, sustained partnerships, and its place in the worldwide network of universities and companies. 75 company groups on two or more joint works; 11 sustained partnerships.

Breadth20% of the score
83

How varied its partners are, judged by each company's main research field. Measured across the main research fields of all the company groups it worked with.

Each pillar is a percentile among the 1,038 ranked universities: a value of 80 means a higher value than about 80 in every 100 of them. The ICI score (48.0) is the weighted average of the four percentiles. Rank 549 of 1,038 overall; 137 of 203 in United States; 156 of 231 in North America. Standing bands: Platinum for ranks 1 to 100, Gold 101 to 300, Silver 301 to 600. How the index is built →

In numbers

The evidence behind the position

3.0%of its 12,092 research works in 2021 to 2025 were co-authored with a verified company
1.05Industry co-authorship rate: 1.05 times what its mix of research fields would predict (363 verified works; about 347 expected)
11sustained partnerships: the same company group on five or more joint works in three or more of the five years

In United States

137 of 203 ranked universities in United States

  1. #135 University of Arkansas for Medical Sciences world #545, score 48.3
  2. #136 Montana State University world #547, score 48.2
  3. #137 University of Notre Dame world #549, score 48.0
  4. #138 Northern Arizona University world #552, score 47.8
  5. #139 City College of New York world #561, score 47.0

All ranked universities →   North America: 156 of 231 →

Where it works with industry

Sector strengths

Verified industry works by sector, with its position in each sector ranking. A university is ranked in a sector once it has at least 20 verified works there; sectors with fewer than 50 eligible universities are provisional.

Sector positions

#308 of 481Advanced Materials and Nanotechnology34 verified works in the sector
#236 of 292Artificial Intelligence26.5 verified works in the sector
#100 of 109Semiconductors and Microelectronics20 verified works in the sector
Advanced Materials and Nanotechnology
34#308 of 481
Artificial Intelligence
26.5#236 of 292
Semiconductors and Microelectronics
20#100 of 109
Climate, Environment and Sustainability
14under 20 works
Next-Generation Communications
11under 20 works
Chemicals, Process and Resources
10under 20 works
Pharmaceuticals and Therapeutics
10under 20 works
Software, Cloud and Data
10under 20 works
Clean Energy Transition
9under 20 works
Aerospace and Aviation
8.5under 20 works
Advanced Manufacturing and Industry 4.0
6under 20 works
Medical Technology and Digital Health
5under 20 works
Agriculture and Food Technology
4under 20 works
Cybersecurity and Digital Trust
3.5under 20 works
Biotechnology and Advanced Therapies
3under 20 works
Built Environment and Infrastructure
3under 20 works
Batteries and Energy Storage
2under 20 works
Automotive and Mobility
2under 20 works
Quantum Technologies
1under 20 works
Space and Satellite Technology
1under 20 works
Not in any of the 21 sectors
179.5counted in the overall index

183.5 of its 363 verified industry works fall within the 21 sectors. The rest have research topics that belong to no industry sector (basic science, for example) or are consortium papers with 100 or more authors, which the sector indices leave out; all of them count fully in the overall index.

Who it works with

Company partners, 2021 to 2025

University of Notre Dame co-authored verified work with 258 company groups, consortium papers aside: 75 of them on two or more works, and 11 as sustained partners.

The largest 12 of its 258 company groups, by joint works

Company groupBased inCompany's main research fieldJoint worksYears with a joint work
MicrosoftUnited StatesComputer Science165 of 5
AstraZenecaUnited KingdomMedicine11.55 of 5
GoogleUnited StatesComputer Science105 of 5
SamsungSouth KoreaEngineering104 of 5
IntelUnited StatesEngineering75 of 5
Johnson & JohnsonUnited StatesMedicine63 of 5
RTXUnited StatesEngineering65 of 5
IBMUnited StatesComputer Science65 of 5
Nova Research CompanyUnited StatesEngineering62 of 5
BASFGermanyMaterials Science64 of 5
Merck & Co. (MSD)United StatesMedicine53 of 5
Global Engineering and MaterialsUnited StatesEngineering52 of 5

A company group brings together a company's subsidiaries and research labs under one name. A work counts half when its only company author also holds a post at this university. Consortium papers with 100 or more authors are left out of this table.

Examples of its work with industry

Most-cited verified joint works

Its most-cited verified works with 30 or fewer authors, leaving out guidelines and consensus statements. Citation counts are those of the open scholarly record at harvest. Each title links to the work.

Over time

Verified industry works by year

79.52021
782022
58.52023
712024
762025

2025 is not yet complete: papers published late in the year are still being added to the open record, and coverage may not be equally complete for every university, so compare years with care. A work counts half when its only company author also holds a post at the university, so some totals end in .5.

Clinical trials (reported, not scored)

6 industry-partnered clinical trials

Trials starting 2021 to 2025 in ClinicalTrials.gov in which a company and this university are the sponsor and a collaborator. Names are matched exactly, so a trial registered only under an affiliated hospital's own name is not counted here, and the count can be well below the university's real trial activity. Trials do not enter the score.

Examples:

  • NCT07030491 The Effect of Lactation Cookies on Breastfeeding Outcomes in Lactating Women with Little Melly, 2025
  • NCT06122142 Spatial Repellents for Malaria Control with S.C. Johnson & Son, Inc., 2024
  • NCT06059521 Software Refraction With Mobilerone Versus Retinoscopy with Beijing Airdoc Technology Co., Ltd., 2023
  • NCT05452447 Spatial Repellents for Aedes-borne Virus Control in Sri Lanka with S.C. Johnson & Son, Inc., 2023
  • NCT04795648 Spatial Repellents for Vector Control with S.C. Johnson & Son, Inc., 2021
  • NCT04766879 Spatial Repellents for the Prevention of Malaria in Kenya with S.C. Johnson & Son, Inc., 2021

Funded partnerships (reported, not scored)

Publicly funded research projects with companies

European Union: 3 Horizon projects with company partners

Horizon 2020 and Horizon Europe projects starting 2021-2025 in which this university and at least one company take part (13 distinct companies). Company partners include: Apa-it Informations Technologie GmbH, Carbery Food Ingredients Limited, Cm4cure SA, Centre de Ressour-ces et Dexpertise Scientifique Sur Leau En Bretagne, Chivas Brothers Ltd, Easymining Sweden AB.

  • CLEAR “CLEAR”: Cell Envelope Antibacterials 2024, 3 companies
  • BEYOND Beyond the current: Improving European flowing waters in an era of global change 2025, 7 companies
  • OMINO Overcoming Multilevel INformation Overload 2023, 3 companies

Shown for context from the public grant registries; they do not enter the score in Edition 1. Comparable open registries of company partners exist for the European Union and the United Kingdom but not yet for most other research systems, and in some countries national research organisations take part on behalf of university laboratories, so these counts are not comparable between countries.

Evidence checked

465 verified company links

Each counted link (one work, this university and one company) was confirmed against the affiliation text its author wrote; 431 of 896 candidate links were set aside.

Why links were set aside
  • 183 company name not written in the author's affiliation
  • 65 a place or common word that failed its stricter rule
  • 54 part of a university or public institute's own unit
  • 49 ordinary-word name without a company suffix
  • 19 excluded after hand audit: Matched almost only from the Flatiron Institute, a non-profit research institute
  • 11 a contractor staffing a federal laboratory
  • 50 for other reasons: smaller hand-audit findings, and links the current open record no longer supports

If a partner is missing or should not be here, send the evidence; corrections are free and reviewed against the public record.

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GRP Partnership Intelligence Platform

Where University of Notre Dame's collaboration could go next

This profile is free and public, and it stays that way. Beyond it, the GRP Partnership Intelligence Platform, a partner service arranged with each university, sets your record in both GRP indices beside the peers you choose: the universities and companies your peers work with that you do not, live funding calls matched to your strengths, the EU projects your peers have won, and a brief ready for your executive. It opens to partner universities on Monday 19 October 2026: enquire, and the GRP team will confirm availability and pricing for your university.

Request first access →  See what is inside →

The platform cannot move any university's position, band or score.

The other GRP index

Research Collaboration Index

In the Research Collaboration Index 2026, University of Notre Dame ranks #361 of 1,195, with Silver standing. It measures the whole research network, not only industry.

View the RCI profile →

Something wrong? Every figure comes from the public record and can be checked. If a partner is missing or should not be there, tell us and we will review it with the evidence. The 2027 edition will be calculated with the same published methodology. The window for universities to submit data for it is open now: submit data for the 2027 edition. The index is free, public and independent. No commercial relationship with any university or company changes any position, and no one can pay to be included, excluded or moved.