IDEAS home Printed from https://ideas.repec.org/a/spr/scient/v117y2018i1d10.1007_s11192-018-2849-9.html
   My bibliography  Save this article

Tracing university–industry knowledge transfer through a text mining approach

Author

Listed:
  • Sabrina L. Woltmann

    (Technical University of Denmark)

  • Lars Alkærsig

    (Technical University of Denmark)

Abstract

This study investigates knowledge transfer of university research to industry moving forward from traditional indicators by using methods from computational linguistics. We introduce a novel empirical use of pattern recognition and text mining tools to compare scientific publications to company documents. The contribution of the paper is twofold; first, a new method for tracing knowledge transfer is suggested and, second, our understanding of university–industry knowledge transfer is increased by introducing an additional perspective. We find that common text mining tools are suitable to identify concrete chunks of research knowledge within the collaborating industry. The method proves direct links between published university research and the information disclosed by companies in their websites and documents. We offer an extension to commonly used concepts, which rely either on qualitative case studies or the assessment of commercial indicators for the assessment of university research. Our empirical evidence shows that knowledge exchange can be detected with this approach, and, given some additions in the tools selection and adaption, it has the potential to become a supplementary method for the research community.

Suggested Citation

  • Sabrina L. Woltmann & Lars Alkærsig, 2018. "Tracing university–industry knowledge transfer through a text mining approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(1), pages 449-472, October.
  • Handle: RePEc:spr:scient:v:117:y:2018:i:1:d:10.1007_s11192-018-2849-9
    DOI: 10.1007/s11192-018-2849-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11192-018-2849-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s11192-018-2849-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Etzkowitz, Henry & Leydesdorff, Loet, 2000. "The dynamics of innovation: from National Systems and "Mode 2" to a Triple Helix of university-industry-government relations," Research Policy, Elsevier, vol. 29(2), pages 109-123, February.
    2. Arundel, Anthony & Bordoy, Catalina, 2008. "Developing internationally comparable indicators for the commercialization of publicly-funded research," MERIT Working Papers 2008-075, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    3. Etzkowitz, Henry & Webster, Andrew & Gebhardt, Christiane & Terra, Branca Regina Cantisano, 2000. "The future of the university and the university of the future: evolution of ivory tower to entrepreneurial paradigm," Research Policy, Elsevier, vol. 29(2), pages 313-330, February.
    4. Gohar Feroz Khan & Han Woo Park, 2011. "Measuring the triple helix on the web: Longitudinal trends in the university‐industry‐government relationship in Korea," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(12), pages 2443-2455, December.
    5. Gaizka Garechana & Rosa Río-Belver & Iñaki Bildosola & Marisela Rodríguez Salvador, 2017. "Effects of innovation management system standardization on firms: evidence from text mining annual reports," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(3), pages 1987-1999, June.
    6. Chyi-Kwei Yau & Alan Porter & Nils Newman & Arho Suominen, 2014. "Clustering scientific documents with topic modeling," Scientometrics, Springer;Akadémiai Kiadó, vol. 100(3), pages 767-786, September.
    7. Christoph Grimpe & Katrin Hussinger, 2013. "Formal and Informal Knowledge and Technology Transfer from Academia to Industry: Complementarity Effects and Innovation Performance," Industry and Innovation, Taylor & Francis Journals, vol. 20(8), pages 683-700, November.
    8. Branstetter, Lee, 2006. "Is foreign direct investment a channel of knowledge spillovers? Evidence from Japan's FDI in the United States," Journal of International Economics, Elsevier, vol. 68(2), pages 325-344, March.
    9. 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.
    10. Grün, Bettina & Hornik, Kurt, 2011. "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i13).
    11. Wolfgang Glänzel & Bart Thijs, 2012. "Using ‘core documents’ for detecting and labelling new emerging topics," Scientometrics, Springer;Akadémiai Kiadó, vol. 91(2), pages 399-416, May.
    12. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2003. "Links and Impacts: The Influence of Public Research on Industrial R&D," Chapters, in: Aldo Geuna & Ammon J. Salter & W. Edward Steinmueller (ed.), Science and Innovation, chapter 4, Edward Elgar Publishing.
    13. Nees Jan Eck & Ludo Waltman, 2017. "Citation-based clustering of publications using CitNetExplorer and VOSviewer," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(2), pages 1053-1070, May.
    14. Gohar Feroz Khan & Han Woo Park, 2011. "Measuring the triple helix on the web: Longitudinal trends in the university-industry-government relationship in Korea," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(12), pages 2443-2455, December.
    15. Martin Meyer & Tatiana Siniläinen & Jan Timm Utecht, 2003. "Towards hybrid Triple Helix indicators: A study of university-related patents and a survey of academic inventors," Scientometrics, Springer;Akadémiai Kiadó, vol. 58(2), pages 321-350, October.
    16. D'Este, P. & Patel, P., 2007. "University-industry linkages in the UK: What are the factors underlying the variety of interactions with industry?," Research Policy, Elsevier, vol. 36(9), pages 1295-1313, November.
    17. Tom Magerman & Bart Looy & Xiaoyan Song, 2010. "Exploring the feasibility and accuracy of Latent Semantic Analysis based text mining techniques to detect similarity between patent documents and scientific publications," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(2), pages 289-306, February.
    18. Thursby, Jerry G & Jensen, Richard & Thursby, Marie C, 2001. "Objectives, Characteristics and Outcomes of University Licensing: A Survey of Major U.S. Universities," The Journal of Technology Transfer, Springer, vol. 26(1-2), pages 59-72, January.
    19. Yi Zhang & Xiao Zhou & Alan L. Porter & Jose M. Vicente Gomila & An Yan, 2014. "Triple Helix innovation in China’s dye-sensitized solar cell industry: hybrid methods with semantic TRIZ and technology roadmapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 99(1), pages 55-75, April.
    20. Albert N. Link & Donald S. Siegel & Barry Bozeman, 2007. "An empirical analysis of the propensity of academics to engage in informal university technology transfer ," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(4), pages 641-655, August.
    21. Manuel Trajtenberg & Adam B. Jaffe & Michael S. Fogarty, 2000. "Knowledge Spillovers and Patent Citations: Evidence from a Survey of Inventors," American Economic Review, American Economic Association, vol. 90(2), pages 215-218, May.
    22. 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.
    23. Junghee Han, 2017. "Technology Commercialization through Sustainable Knowledge Sharing from University-Industry Collaborations, with a Focus on Patent Propensity," Sustainability, MDPI, vol. 9(10), pages 1-16, October.
    24. Zhang, Yi & Zhang, Guangquan & Chen, Hongshu & Porter, Alan L. & Zhu, Donghua & Lu, Jie, 2016. "Topic analysis and forecasting for science, technology and innovation: Methodology with a case study focusing on big data research," Technological Forecasting and Social Change, Elsevier, vol. 105(C), pages 179-191.
    25. Ajay Agrawal & Rebecca Henderson, 2002. "Putting Patents in Context: Exploring Knowledge Transfer from MIT," Management Science, INFORMS, vol. 48(1), pages 44-60, January.
    26. Loet Leydesdorff, 2004. "The university–industry knowledge relationship: Analyzing patents and the science base of technologies," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 55(11), pages 991-1001, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Chen, Hongshu & Jin, Qianqian & Wang, Ximeng & Xiong, Fei, 2022. "Profiling academic-industrial collaborations in bibliometric-enhanced topic networks: A case study on digitalization research," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    2. Sebastian Erhardt & Mainak Ghosh & Erik Buunk & Michael E. Rose & Dietmar Harhoff, 2023. "Logic Mill - A Knowledge Navigation System," Rationality and Competition Discussion Paper Series 440, CRC TRR 190 Rationality and Competition.
    3. Manika Lamba & Margam Madhusudhan, 2019. "Mapping of topics in DESIDOC Journal of Library and Information Technology, India: a study," Scientometrics, Springer;Akadémiai Kiadó, vol. 120(2), pages 477-505, August.
    4. Manuel Fernández-Esquinas & María Isabel Sánchez-Rodríguez & José Antonio Pedraza-Rodríguez & Rocío Muñoz-Benito, 2021. "The use of QCA in science, technology and innovation studies: a review of the literature and an empirical application to knowledge transfer," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(8), pages 6349-6382, August.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Isabel Maria Bodas Freitas & Aldo Geuna & Federica Rossi, 2011. "University–Industry Interactions: The Unresolved Puzzle," Chapters, in: Cristiano Antonelli (ed.), Handbook on the Economic Complexity of Technological Change, chapter 11, Edward Elgar Publishing.
    2. 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.
    3. Ekaterina Albats & Irina Fiegenbaum & James A. Cunningham, 2018. "A micro level study of university industry collaborative lifecycle key performance indicators," The Journal of Technology Transfer, Springer, vol. 43(2), pages 389-431, April.
    4. Véronique Schaeffer & Sıla Öcalan-Özel & Julien Pénin, 2020. "The complementarities between formal and informal channels of university–industry knowledge transfer: a longitudinal approach," The Journal of Technology Transfer, Springer, vol. 45(1), pages 31-55, February.
    5. Isabel Maria Bodas Freitas & Aldo Geuna & Federica Rossi, 2012. "The governance of formal university-industry interactions: Understanding the rationales for alternative models," Post-Print hal-01487508, HAL.
    6. Perkmann, Markus & King, Zella & Pavelin, Stephen, 2011. "Engaging excellence? Effects of faculty quality on university engagement with industry," Research Policy, Elsevier, vol. 40(4), pages 539-552, May.
    7. Victoria Galan-Muros & Todd Davey, 2019. "The UBC ecosystem: putting together a comprehensive framework for university-business cooperation," The Journal of Technology Transfer, Springer, vol. 44(4), pages 1311-1346, August.
    8. Martin Meyer & Kevin Grant & Piera Morlacchi & Dagmara Weckowska, 2014. "Triple Helix indicators as an emergent area of enquiry: a bibliometric perspective," Scientometrics, Springer;Akadémiai Kiadó, vol. 99(1), pages 151-174, April.
    9. A. Bellucci & L. Pennacchio, 2016. "University knowledge and firm innovation: evidence from European countries," The Journal of Technology Transfer, Springer, vol. 41(4), pages 730-752, August.
    10. Barletta, Florencia & Yoguel, Gabriel & Pereira, Mariano & Rodríguez, Sergio, 2017. "Exploring scientific productivity and transfer activities: Evidence from Argentinean ICT research groups," Research Policy, Elsevier, vol. 46(8), pages 1361-1369.
    11. Trabelsi Ramzi & Kallal Rahim & Maher Skhiri, 2023. "Scientific Knowledge Valorization in the Public R&D Sector: a Survey and a PLS-SEM Approach," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 14(1), pages 226-254, March.
    12. Yuandi Wang & Die Hu & Weiping Li & Yiwei Li & Qiang Li, 2015. "Collaboration strategies and effects on university research: evidence from Chinese universities," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(2), pages 725-749, May.
    13. Rentocchini, Francesco & D'Este, Pablo & Manjarrés-Henríquez, Liney & Grimaldi, Rosa, 2014. "The relationship between academic consulting and research performance: Evidence from five Spanish universities," International Journal of Industrial Organization, Elsevier, vol. 32(C), pages 70-83.
    14. Sánchez-Barrioluengo, Mabel, 2014. "Articulating the ‘three-missions’ in Spanish universities," Research Policy, Elsevier, vol. 43(10), pages 1760-1773.
    15. Lee Davis & Maria Larsen & Peter Lotz, 2011. "Scientists’ perspectives concerning the effects of university patenting on the conduct of academic research in the life sciences," The Journal of Technology Transfer, Springer, vol. 36(1), pages 14-37, February.
    16. Igors Skute & Kasia Zalewska-Kurek & Isabella Hatak & Petra Weerd-Nederhof, 2019. "Mapping the field: a bibliometric analysis of the literature on university–industry collaborations," The Journal of Technology Transfer, Springer, vol. 44(3), pages 916-947, June.
    17. Paolo Calvosa, 2014. "L?evoluzione del ruolo degli uffici di trasferimento tecnologico delle universit? italiane e l?impatto sul territorio: il caso del Politecnico di Milano," ECONOMIA E DIRITTO DEL TERZIARIO, FrancoAngeli Editore, vol. 2014(1), pages 81-110.
    18. Federico Caviggioli & Alessandra Colombelli & Antonio De Marco & Giuseppe Scellato & Elisa Ughetto, 2023. "Co-evolution patterns of university patenting and technological specialization in European regions," The Journal of Technology Transfer, Springer, vol. 48(1), pages 216-239, February.
    19. Crespi, Gustavo & D'Este, Pablo & Fontana, Roberto & Geuna, Aldo, 2011. "The impact of academic patenting on university research and its transfer," Research Policy, Elsevier, vol. 40(1), pages 55-68, February.
    20. Fabrizio Cesaroni & Andrea Piccaluga, 2016. "The activities of university knowledge transfer offices: towards the third mission in Italy," The Journal of Technology Transfer, Springer, vol. 41(4), pages 753-777, August.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:scient:v:117:y:2018:i:1:d:10.1007_s11192-018-2849-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.