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Research Collaboration Index
A worked example using real, public data for University of Pretoria (South Africa), a Silver-band university.  See a world-leading example (Oxford) →

The enhanced fact file

Your entire collaboration network, read like a strategist would.

Not a scorecard. A dossier that tells a university leader exactly where the strengths, the risks and the fundable opportunities are, every figure sourced from the open research record.

○ Silver standing · Research Collaboration Index
🌍 Africa · 33 universities benchmarked
31,121
co-authored works, 5 years
1,081
partner universities
78
partner countries
782
sustained deep ties
2.57
collaboration impact (FWCI)
91%
of partners non-redundant

The one-screen strategic read

Where you stand, at a glance.

The first thing a leader needs is not more data, it is a verdict. Three strengths to lead with, three challenges to manage, three opportunities to act on, each drawn straight from the network below.

Strengths
  • Veterinary is the standout field. Ranked #61 in the world for connected research, with Dentistry #134, Agricultural & Biological Sciences #139 close behind: the anchors to build consortia around.
  • Strong on reach and sustained. University of Pretoria sits in the 78th percentile for reach and the 74th for sustained: genuine, defensible strengths.
  • A genuine bridge, not just a hub. 98 of 107 partners (91%) are non-redundant, so it connects communities that would not otherwise meet.
Challenges
  • Impact is the softest pillar. At the 52nd percentile it sits clearly below the others: the single clearest place to build.
  • Physical Sciences & Engineering is the at-risk domain. World #588 for connected research, far behind the rest of the portfolio: a real gap, not a crown jewel.
  • Network concentration. The top two partner countries (South Africa and United States) carry about 57% of collaboration volume: depth, but a thin long tail.
Opportunities
  • Win HKU. World top-1. University of Hong Kong is top-94 globally in Social Sciences. Route: an NSFC / JSPS / A*STAR bilateral programme, or the Human Frontier Science Program.
  • Win NUS. World top-2. National University of Singapore is top-115 globally in Social Sciences. Route: an NSFC / JSPS / A*STAR bilateral programme, or the Human Frontier Science Program.
  • Convert your highest-yield tie. Harvard University returns the highest impact of your partners (FWCI 6.2). Formalise it into a funded consortium to compound impact, not just volume.

Scholarly weight

The impact behind the network

Collaboration only counts if the work lands. This is the citation weight of everything produced with partners, the substance under the network.

419
h-index of the joint research base
3.1M
citations to co-authored work
2.57
field-weighted citation impact (FWCI)
31,121
co-authored works, 2021-2025
66
collaboration efficiency, impact per tie

Visualisation 1

Your collaboration profile

Seven pillars, each shown as a global percentile. The dashed ring marks the top-decile benchmark; anything inside it is a genuine, defensible strength.

Influence53rd pctReach78th pctDiversity71st pctSustained74th pctImpact52nd pctInternational70th pctBrokerage82nd pct

University of Pretoria is strongest on reach (78th percentile), sustained (74th) and diversity (71st). Its brokerage diagnostic shows 98 of 107 partners (91%) are non-redundant, a genuine bridge between communities rather than a wide publisher.

The pillar to watch is Impact (52nd percentile), the softest of the six and the clearest place to build.

Source: the open global research record, co-authored works 2021–2025, fractional counting

The anatomy of your standing

Exactly what your position is built from

Six pillars, each weighted, combine into one standing index. Nothing is hidden: this is the entire calculation, in a single bar.

InflImpaSustReacDiveInteEach block is a pillar’s weighted contribution; together they place the university in the Silver band worldwide.
Influence22% weight53rd pct+11.7
Impact18% weight52nd pct+9.4
Sustained18% weight74th pct+13.3
Reach16% weight78th pct+12.5
Diversity16% weight71st pct+11.4
International10% weight70th pct+7.0

Brokerage is reported alongside as a diagnostic, not folded into the score, so a university cannot inflate its standing simply by publishing widely. It measures whether you connect communities that would otherwise stay apart.

Visualisation 2

Where you lead the world, by field

Each subject placed on a log scale of world rank (1 to 1,195). The further left, the more globally central. Gold marks a top-50 standout, blue a solid position.

#1#10#100#1000Veterinary61Dentistry134Agricultural & Biologi…139Immunology & Microbiol…149Health Professions154Environmental Sci.166
Standout (top 50)Solid (top 150)Ranked

University of Pretoria's strongest connected fields are Veterinary #61, Dentistry #134, Agricultural & Biological Sciences #139. The portfolio leans on social sciences; Physical Sciences & Engineering, at world #588 in the deep-dive below, is the clear at-risk area, exactly the gap this chart surfaces.

Source: subject-level indices, 26 fields, minimum 50-university gate

Discipline deep-dive

How you collaborate, faculty by faculty

The same network split into its four broad domains, each with its world rank for connected research and the five partners it leans on most. This is the view a dean or pro-vice-chancellor acts on.

Health & Medicine
World #432 for connected research
64/100
Top collaboration partners
🇿🇦 University of the Wit…702
🇿🇦 University of Cape To…488
🇿🇦 Stellenbosch Universi…446
🇿🇦 University of KwaZulu…443
🇿🇦 University of South A…160
Life Sciences
World #287 for connected research
76/100
Top collaboration partners
🇿🇦 University of the Wit…244
🇿🇦 Stellenbosch Universi…210
🇿🇦 University of KwaZulu…186
🇿🇦 University of South A…152
🇧🇪 Ghent University149
Physical Sciences & Engineering
World #588 for connected research
51/100
Top collaboration partners
🇿🇦 University of the Wit…473
🇿🇦 University of Johanne…371
🇿🇦 Stellenbosch Universi…322
🇿🇦 University of South A…299
🇿🇦 University of Cape To…286
Social Sciences
World #154 for connected research
87/100
Top collaboration partners
🇿🇦 University of South A…419
🇿🇦 University of Johanne…241
🇿🇦 University of the Wit…240
🇿🇦 University of Cape To…170
🇿🇦 Stellenbosch Universi…153
Source: domain-level co-authorship, partner institutions 2021–2025

Visualisation 3

Which partnerships actually pay off

Every anchor partner plotted by collaboration volume against the citation impact of the joint work. The prize quadrant is top-right: high volume and high impact. The bottom-right is the trap: a lot of output, little impact.

Joint works (collaboration volume) →Impact (FWCI) →high yieldUniversity of the Stellenbosch UniveUniversity of FlorHarvard University
High yieldStandardLow yield

Harvard University returns the highest impact of the set (FWCI 6.2): a consortium waiting to happen. University of the Witwatersrand, by contrast, is a sizeable partner returning FWCI 2.7: worth asking what that volume is buying.

PartnerJoint worksFWCIYield
🇿🇦 University of the Witwatersrand1,654 2.7Low yield
🇿🇦 Stellenbosch University1,032 2.9Low yield
🇿🇦 University of Cape Town1,025 3.6Standard
🇿🇦 University of South Africa891 2.2Low yield
🇿🇦 University of KwaZulu-Natal886 3.1Low yield
🇿🇦 University of Johannesburg752 3.0Low yield
🇿🇦 University of the Free State436 3.0Low yield
🇿🇦 North-West University435 2.5Low yield
🇺🇸 University of Florida431 1.4Low yield
🇫🇷 Université de Montpellier278 4.1Standard
Source: institution-to-institution co-authorship ledger + field-weighted citation impact

Visualisation 4

Your global reach, and where it thins out

Top partner countries

🇿🇦 South Africa 7,111
🇺🇸 United States 5,508
🇬🇧 United Kingdom 3,238
🇦🇺 Australia 1,916
🇫🇷 France 1,215
🇩🇪 Germany 1,087
🇨🇦 Canada 1,040
🇧🇷 Brazil 968

Anchor partner institutions

🇿🇦 University of the Witwatersrand 1,654
🇿🇦 Stellenbosch University 1,032
🇿🇦 University of Cape Town 1,025
🇿🇦 University of South Africa 891
🇿🇦 University of KwaZulu-Natal 886
🇿🇦 University of Johannesburg 752
🇿🇦 University of the Free State 436
🇿🇦 North-West University 435

The network spans 78 countries and 1,081 universities, but the top two carry about 57% of the volume. That concentration is where the resilience question lives.

Source: co-authorship by partner-institution country, 2021–2025

Visualisation 5

The research funding behind the network

€4M34 projects
Horizon EuropeHorizon 2020

€4M across 34 funded projects from the European Commission, split €3M Horizon Europe and €1M Horizon 2020, every project traceable to the funder's own record (CORDIS). The fact file adds the ERC and the major national funders, each named and linked, never a single black-box platform.

Funding is shown next to the network because the two move together: the fundable opportunities below are chosen where a real programme already exists to pay for the bridge.

Source: funders' own award systems + CORDIS, awards active 2021–2025 · verified

Visualisation 6

The partners to win next

Not a generic wish-list. Globally central universities you are not yet deeply partnered with, each with the reason it matters and the specific programme that would fund the collaboration.

🇭🇰 University of Hong Kong Hong Kong SAR · world top-1

University of Hong Kong is top-94 globally in Social Sciences. You have no joint publications yet, and it is a natural, fundable bridge in Veterinary.

Funding route: an NSFC / JSPS / A*STAR bilateral programme, or the Human Frontier Science Program

🇸🇬 National University of Singapore Singapore · world top-2

National University of Singapore is top-115 globally in Social Sciences. You have no joint publications yet, and it is a natural, fundable bridge in Veterinary.

Funding route: an NSFC / JSPS / A*STAR bilateral programme, or the Human Frontier Science Program

🇭🇰 Chinese University of Hong Kong Hong Kong SAR · world top-3

Chinese University of Hong Kong is top-130 globally in Social Sciences. You have no joint publications yet, and it is a natural, fundable bridge in Veterinary.

Funding route: an NSFC / JSPS / A*STAR bilateral programme, or the Human Frontier Science Program

🇸🇬 Nanyang Technological University Singapore · world top-14

Nanyang Technological University is top-280 globally in Social Sciences. You have no joint publications yet, and it is a natural, fundable bridge in Veterinary.

Funding route: an NSFC / JSPS / A*STAR bilateral programme, or the Human Frontier Science Program

Source: network white-space analysis + funder-programme mapping

The research base

The ecosystem behind the collaboration

A partnership does not plug into a name, it plugs into a base: the affiliated hospitals, presses, institutes and archives, and the research themes where the joint work concentrates.

Weskoppies Psychiatric HospitalOnderstepoort Veterinary Academic HospitalKalafong HospitalSteve Biko HospitalInter-university Institute for Data Intensive AstronomyForestry and Agricultural Biotechnology Institute
Arts and HumanitiesSocial SciencesBiochemistry, Genetics and Molecular BiologyEnvironmental Science

Context

Your competitive set, and your signature research

Benchmarked against

The named peer group your fact file compares you to, pillar by pillar and subject by subject.

🇫🇷 Normandie UniversitéFrance
🇩🇪 Friedrich Schiller University JenaGermany
🇨🇦 University of SaskatchewanCanada
🇨🇦 Carleton UniversityCanada
🇦🇺 La Trobe UniversityAustralia
Biblical Studies and InterpretationLegal Issues in South AfricaPlant Pathogens and Fungal DiseasesWildlife Ecology and ConservationChristian Theology and MissionEcology and Vegetation Dynamics Studies

From insight to action

A 90-day plan, written from the data.

The dossier ends where a strategy meeting begins: three moves, sequenced, each pointing back to a specific finding above.

0-30 days
Name the target

Adopt HKU as formal partnership targets; brief the relevant deans with the joint white-space evidence.

30-60 days
Open the funding route

Scope the specific programme for each target, and turn the Harvard University tie into a consortium concept in Social Sciences.

60-90 days
Interrogate the soft spots

Address the impact gap and the physical sciences & engineering weakness; set a diversification target for the long tail; and secure an editorial feature in the reputation-survey window.

Your fact file

Claim the full fact file for University of Pretoria.

Everything above is the open view. The full partner fact file goes further: every ranked subject and subfield, the complete partner ledger with yield, your named academics and their signature work, the funder-by-funder route map for each target, and this same dossier on up to ten named peers.

Partner fact file · locked

Unlocked for partners. Confirm before 12:00, Tuesday 25 August 2026 to be included at the 15 September launch.

See the full enhanced fact file → Claim & verify yours

Free to claim and verify your data. No obligation. Your ranking is unaffected by partnership, and always will be.

Exclusive to partners

Plus this same dossier on up to 10 of your peers.

Every partnership includes the full intelligence on your named competitive set, their strengths, their funders, their white-space, so you can see exactly where you lead and where to close the gap. Two peers with Recognition, five with Partnership, up to ten with Flagship.

Your research, in front of 170,000 academics, with full reporting.

Partnership also places your research as editorial features in the Research Network Report, our newsletter to a verified global academic audience, timed to the reputation-survey season. Every send comes with a full performance report: opens, clicks and geography, benchmarked against the edition.

The Research Network Report

170,000
verified academic subscribers worldwide
Nov–Jan
timed to the reputation-survey season
Full report
opens, clicks and geography on every feature

See your own dossier, built for your university.

Submit your data and we will build and review your enhanced fact file with you, then show exactly how a partnership turns it into advantage, before the index goes public on 15 September 2026.

Request a partnership conversation →
Global Research Partnerships · globalresearchpartnerships.com/rci · Built on the open global research record and the award data of the world's major funders. Methodology.