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University–industry R&D linkage metrics: validity and applicability in world university rankings

Author

Listed:
  • Robert J. W. Tijssen

    (Leiden University
    Stellenbosch University)

  • Alfredo Yegros-Yegros

    (Leiden University)

  • Jos J. Winnink

    (Leiden University
    NL Patent Office)

Abstract

In September 2015 Thomson Reuters published its Ranking of Innovative Universities (RIU). Covering 100 large research-intensive universities worldwide, Stanford University came in first, MIT was second and Harvard in third position. But how meaningful is this outcome? In this paper we will take a critical view from a methodological perspective. We focus our attention on the various types of metrics available, whether or not data redundancies are addressed, and if metrics should be assembled into a single composite overall score or not. We address these issues in some detail by emphasizing one metric in particular: university–industry co-authored publications (UICs). We compare the RIU with three variants of our own University–Industry R&D Linkage Index, which we derived from the bibliometric analysis of 750 research universities worldwide. Our findings highlight conceptual and methodological problems with UIC-based data, as well as computational weaknesses such university ranking systems. Avoiding choices between size-dependent or independent metrics, and between single-metrics and multi-metrics systems, we recommend an alternative ‘scoreboard’ approach: (1) without weighing systems of metrics and composite scores; (2) computational procedures and information sources are made more transparent; (3) size-dependent metrics are kept separate from size-independent metrics; (4) UIC metrics are selected according to the type of proximity relationship between universities and industry.

Suggested Citation

  • Robert J. W. Tijssen & Alfredo Yegros-Yegros & Jos J. Winnink, 2016. "University–industry R&D linkage metrics: validity and applicability in world university rankings," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(2), pages 677-696, November.
    • Handle: RePEc:spr:scient:v:109:y:2016:i:2:d:10.1007_s11192-016-2098-8
    DOI: 10.1007/s11192-016-2098-8
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    as
    1. J Calvert & P Patel, 2003. "University-industry research collaborations in the UK: Bibliometric trends," Science and Public Policy, Oxford University Press, vol. 30(2), pages 85-96, April.
    2. Valeria Arza & Claudia Vazquez, 2010. "Interactions between public research organisations and industry in Argentina," Science and Public Policy, Oxford University Press, vol. 37(7), pages 499-511, August.
    3. Corinne Autant‐Bernard & Pascal Billand & David Frachisse & Nadine Massard, 2007. "Social distance versus spatial distance in R&D cooperation: Empirical evidence from European collaboration choices in micro and nanotechnologies," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 495-519, August.
    4. Keld Laursen & Toke Reichstein & Ammon Salter, 2011. "Exploring the Effect of Geographical Proximity and University Quality on University-Industry Collaboration in the United Kingdom," Regional Studies, Taylor & Francis Journals, vol. 45(4), pages 507-523.
    5. Roderik Ponds & Frank Van Oort & Koen Frenken, 2007. "The geographical and institutional proximity of research collaboration," Papers in Regional Science, Wiley Blackwell, vol. 86(3), pages 423-443, August.
    6. Tijssen, Robert J.W., 2006. "Universities and industrially relevant science: Towards measurement models and indicators of entrepreneurial orientation," Research Policy, Elsevier, vol. 35(10), pages 1569-1585, December.
    7. Alessandro Muscio & Giovanna Vallanti, 2014. "Perceived Obstacles to University-Industry Collaboration: Results from a Qualitative Survey of Italian Academic Departments," Industry and Innovation, Taylor & Francis Journals, vol. 21(5), pages 410-429, July.
    8. Poh Kam Wong & Annette Singh, 2013. "Do co-publications with industry lead to higher levels of university technology commercialization activity?," Scientometrics, Springer;Akadémiai Kiadó, vol. 97(2), pages 245-265, November.
    9. Maribel Guerrero & David Urbano, 2012. "The development of an entrepreneurial university," The Journal of Technology Transfer, Springer, vol. 37(1), pages 43-74, February.
    10. Nooteboom, Bart & Van Haverbeke, Wim & Duysters, Geert & Gilsing, Victor & van den Oord, Ad, 2007. "Optimal cognitive distance and absorptive capacity," Research Policy, Elsevier, vol. 36(7), pages 1016-1034, September.
    11. Gabriela Dutrénit & Claudia De Fuentes & Arturo Torres, 2010. "Channels of interaction between public research organisations and industry and their benefits: evidence from Mexico," Science and Public Policy, Oxford University Press, vol. 37(7), pages 513-526, August.
    12. Alfredo Yegros-Yegros & Joaquín M. Azagra-Caro & Mayte López-Ferrer & Robert J.W. Tijssen, 2016. "Do university–industry co-publication outputs correspond with university funding from firms?," Research Evaluation, Oxford University Press, vol. 25(2), pages 136-150.
    13. Hong, Wei & Su, Yu-Sung, 2013. "The effect of institutional proximity in non-local university–industry collaborations: An analysis based on Chinese patent data," Research Policy, Elsevier, vol. 42(2), pages 454-464.
    14. Ludo Waltman & Clara Calero-Medina & Joost Kosten & Ed C.M. Noyons & Robert J.W. Tijssen & Nees Jan Eck & Thed N. Leeuwen & Anthony F.J. Raan & Martijn S. Visser & Paul Wouters, 2012. "The Leiden ranking 2011/2012: Data collection, indicators, and interpretation," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 63(12), pages 2419-2432, December.
    15. Narin, Francis & Hamilton, Kimberly S. & Olivastro, Dominic, 1997. "The increasing linkage between U.S. technology and public science," Research Policy, Elsevier, vol. 26(3), pages 317-330, October.
    16. Wolfgang Glänzel & Balázs Schlemmer, 2007. "National research profiles in a changing Europe (1983–2003) An exploratory study of sectoral characteristics in the Triple Helix," Scientometrics, Springer;Akadémiai Kiadó, vol. 70(2), pages 267-275, February.
    17. Rachel Levy & Pascale Roux & Sandrine Wolff, 2009. "An analysis of science–industry collaborative patterns in a large European University," The Journal of Technology Transfer, Springer, vol. 34(1), pages 1-23, February.
    18. Robert J W Tijssen & Thed N van Leeuwen & Erik van Wijk, 2009. "Benchmarking university-industry research cooperation worldwide: performance measurements and indicators based on co-authorship data for the world's largest universities," Research Evaluation, Oxford University Press, vol. 18(1), pages 13-24, March.
    19. Xia Fan & Xiaowan Yang & Liming Chen, 2015. "Diversified resources and academic influence: patterns of university–industry collaboration in Chinese research-oriented universities," Scientometrics, Springer;Akadémiai Kiadó, vol. 104(2), pages 489-509, August.
    20. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    21. Carpenter, Mark P. & Narin, Francis & Woolf, Patricia, 1981. "Citation rates to technologically important patents," World Patent Information, Elsevier, vol. 3(4), pages 160-163, October.
    22. Anet Weterings & Roderik Ponds, 2009. "Do Regional and Non-regional Knowledge Flows Differ? An Empirical Study on Clustered Firms in the Dutch Life Sciences and Computing Services Industry," Industry and Innovation, Taylor & Francis Journals, vol. 16(1), pages 11-31.
    23. Pierre-Alexandre Balland, 2012. "Proximity and the Evolution of Collaboration Networks: Evidence from Research and Development Projects within the Global Navigation Satellite System (GNSS) Industry," Regional Studies, Taylor & Francis Journals, vol. 46(6), pages 741-756, September.
    24. Briggs, Kristie, 2015. "Co-owner relationships conducive to high quality joint patents," Research Policy, Elsevier, vol. 44(8), pages 1566-1573.
    25. Valeria Arza, 2010. "Channels, benefits and risks of public—private interactions for knowledge transfer: conceptual framework inspired by Latin America," Science and Public Policy, Oxford University Press, vol. 37(7), pages 473-484, August.
    26. Michael Roach & Wesley M. Cohen, 2013. "Lens or Prism? Patent Citations as a Measure of Knowledge Flows from Public Research," Management Science, INFORMS, vol. 59(2), pages 504-525, October.
    27. Tom Broekel & Ron Boschma, 2012. "Knowledge networks in the Dutch aviation industry: the proximity paradox," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 409-433, March.
    28. Bruno Cassiman & Reinhilde Veugelers & Pluvia Zuniga, 2008. "In search of performance effects of (in)direct industry science links," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 17(4), pages 611-646, August.
    29. Perkmann, Markus & Tartari, Valentina & McKelvey, Maureen & Autio, Erkko & Broström, Anders & D’Este, Pablo & Fini, Riccardo & Geuna, Aldo & Grimaldi, Rosa & Hughes, Alan & Krabel, Stefan & Kitson, Mi, 2013. "Academic engagement and commercialisation: A review of the literature on university–industry relations," Research Policy, Elsevier, vol. 42(2), pages 423-442.
    30. Yuan Sun & Masamitsu Negishi & Masaki Nishizawa, 2007. "Coauthorship linkages between universities and industry in Japan," Research Evaluation, Oxford University Press, vol. 16(4), pages 299-309, December.
    31. John Hagedoorn, 2003. "Sharing intellectual property rights--an exploratory study of joint patenting amongst companies," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 12(5), pages 1035-1050, October.
    32. R. J. W. Tussen & R. K. Buter & Th. N. van Leeuwen, 2000. "Technological Relevance of Science: An Assessment of Citation Linkages between Patents and Research Papers," Scientometrics, Springer;Akadémiai Kiadó, vol. 47(2), pages 389-412, February.
    33. Harvey Goldstein & David J. Spiegelhalter, 1996. "League Tables and Their Limitations: Statistical Issues in Comparisons of Institutional Performance," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 159(3), pages 385-409, May.
    34. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
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    3. McAleer, M.J. & Nakamura, T. & Watkins, C., 2018. "Size, Internationalization and University Rankings: Evaluating Times Higher Education (THE) Data for Japan," Econometric Institute Research Papers EI2018-43, Erasmus University Rotterdam, Erasmus School of Economics (ESE), Econometric Institute.
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