Miami University | Industry Collaboration Index

Not yet ranked. Miami University has 78 verified industry co-authored works in 2021 to 2025, below the 100 needed for a reliable score. The evidence found so far is shown below.

1.7%of its 4,591 research works in 2021 to 2025 were co-authored with a verified company

0.68times the industry co-authorship rate expected for its mix of research fields (78 verified works; about 116 expected)

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.

Not yet ranked in any sector: a sector ranking needs at least 20 verified works in the sector. Its largest sector is Climate, Environment and Sustainability, with 7.

Climate, Environment and Sustainability

7under 20 works

Advanced Materials and Nanotechnology

4under 20 works

Agriculture and Food Technology

4under 20 works

Next-Generation Communications

3.5under 20 works

Artificial Intelligence

3under 20 works

Biotechnology and Advanced Therapies

3under 20 works

Software, Cloud and Data

3under 20 works

Advanced Manufacturing and Industry 4.0

2under 20 works

Medical Technology and Digital Health

2under 20 works

Semiconductors and Microelectronics

2under 20 works

Built Environment and Infrastructure

1under 20 works

Pharmaceuticals and Therapeutics

1under 20 works

Not in any of the 21 sectors

42.5counted in the overall index

35.5 of its 78 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

Miami University co-authored verified work with 65 company groups, consortium papers aside: 12 of them on two or more works.

The largest 12 of its 65 company groups, by joint works

Company group	Based in	Company's main research field	Joint works	Years with a joint work
Itasca Consultants	Germany	Medicine	6.5	4 of 5
China National Petroleum Corporation (CNPC)STATE-OWNED	China	Engineering	4	4 of 5
Defense Engineering Corporation	United States	Engineering	4	3 of 5
Biospherical Instruments	United States	Earth and Planetary Sciences	3	2 of 5
Microsoft	United States	Computer Science	3	1 of 5
Rigaku	Japan	Materials Science	2	2 of 5
Trigg-Davies Consulting	United Kingdom	Not recorded	2	2 of 5
W. L. Gore & Associates	Germany	Medicine	2	1 of 5
Ullrich Photonics	United States	Not recorded	2	2 of 5
CareDx	United States	Medicine	2	1 of 5
Shell	United Kingdom	Engineering	2	2 of 5
Procter & Gamble	United States	Medicine	2	1 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.

Its largest partner accounts for 7% of its partnered work.
56% of its partnered work is with companies based in United States.
3% of its company links are to companies whose recorded address is within 50 km of the university. A recorded address is often a head office, so local sites of large companies are under-counted.
8% of its partnered work is with state-owned companies; the index counts them as industry when they sell goods or services, as the OECD Frascati Manual does, and marks each one.

Examples of its work with industry

Most-cited verified joint works

Satellite remote sensing of active fires: History and current status, applications and future requirements (2021, 286 citations; with Trigg-Davies Consulting)
Blooms also like it cold (2023, 128 citations; with Itasca Consultants)
Adversarial Deep Learning: A Survey on Adversarial Attacks and Defense Mechanisms on Image Classification (2022, 94 citations; with CACI International)
Reductive defluorination of Perfluorooctanesulfonic acid (PFOS) by hydrated electrons generated upon UV irradiation of 3-Indole-acetic-acid in 12-Aminolauric-Modified montmorillonite (2021, 67 citations; with CDM Smith)
Multi-Agent RL Enables Decentralized Spectrum Access in Vehicular Networks (2021, 56 citations; with Geely)
Outpatient metformin use is associated with reduced severity of COVID‐19 disease in adults with overweight or obesity (2021, 54 citations; with UnitedHealth Group)

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

182021

22.52022

172023

92024

11.52025

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.

Evidence checked

98 verified company links

Each counted link (one work, this university and one company) was confirmed against the affiliation text its author wrote; 277 of 375 candidate links were set aside.

Why links were set aside

128 excluded after hand audit: Scripps Research is a non-profit research institute, not a company
48 company name not written in the author's affiliation
35 part of a university or public institute's own unit
20 ordinary-word name without a company suffix
10 excluded after hand audit: Matched from surnames
9 a contractor staffing a federal laboratory
27 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.

GRP Partnership Intelligence Platform

Where Miami University'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, Miami University ranks #941 of 1,195. 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.