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The use of QCA in science, technology and innovation studies: a review of the literature and an empirical application to knowledge transfer

Author

Listed:
  • Manuel Fernández-Esquinas

    (Institute for Advanced Social Studies-CSIC
    CSIC/University of Cordoba)

  • María Isabel Sánchez-Rodríguez

    (University of Cordoba
    CSIC/University of Cordoba)

  • José Antonio Pedraza-Rodríguez

    (University of Cordoba
    CSIC/University of Cordoba)

  • Rocío Muñoz-Benito

    (University of Cordoba
    CSIC/University of Cordoba)

Abstract

This article analyses the use of qualitative comparative analysis (QCA) in social studies on science, technology and innovation. The goals are to address how and why the method is used, and to explore the advantages and shortcomings for this research area. A review of the literature and practical application are combined. Firstly, the article finds that the acceptance of QCA is unevenly distributed in the major research fields related to knowledge production. It is used mainly to study innovation in firms but is largely absent in science and technology studies. Second, an original study on university–industry links provides a strategic site that displays how research unfolds. Its findings demonstrate the combinations of factors that shape knowledge transfer and the configurational nature of the process. The article offers an account of challenges and directions for future research and discusses the possibilities of the method as a third way between qualitative and quantitative traditions in science, technology and innovation.

Suggested Citation

  • 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.
    • Handle: RePEc:spr:scient:v:126:y:2021:i:8:d:10.1007_s11192-021-04012-y
    DOI: 10.1007/s11192-021-04012-y
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    1. Tommaso Venturini & Pablo Jensen & Bruno Latour, 2015. "Fill in the Gap: A New Alliance for Social and Natural Sciences," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 18(2), pages 1-11.
    2. Anna Kwiotkowska, 2018. "Barriers to the development of spin-offs. A fuzzy-set-theoretic approach," Operations Research and Decisions, Wroclaw University of Science and Technology, Faculty of Management, vol. 28(4), pages 31-46.
    3. Fan, Di & Li, Yi & Chen, Liang, 2017. "Configuring innovative societies: The crossvergent role of cultural and institutional varieties," Technovation, Elsevier, vol. 66, pages 43-56.
    4. Martin, Ben R. & Nightingale, Paul & Yegros-Yegros, Alfredo, 2012. "Science and technology studies: Exploring the knowledge base," Research Policy, Elsevier, vol. 41(7), pages 1182-1204.
    5. Sascha Kraus & Janina Burtscher & Thomas Niemand & Norat Roig-Tierno & Pasi Syrjä, 2017. "Configurational Paths to Social Performance in SMEs: The Interplay of Innovation, Sustainability, Resources and Achievement Motivation," Sustainability, MDPI, vol. 9(10), pages 1-17, October.
    6. Guadix, José & Carrillo-Castrillo, Jesús & Onieva, Luis & Navascués, Javier, 2016. "Success variables in science and technology parks," Journal of Business Research, Elsevier, vol. 69(11), pages 4870-4875.
    7. Alberto Gherardini & Alberto Nucciotti, 2017. "Yesterday’s giants and invisible colleges of today. A study on the ‘knowledge transfer’ scientific domain," Scientometrics, Springer;Akadémiai Kiadó, vol. 112(1), pages 255-271, July.
    8. Cheng, Cheng-Feng & Chang, Man-Ling & Li, Chu-Shiu, 2013. "Configural paths to successful product innovation," Journal of Business Research, Elsevier, vol. 66(12), pages 2561-2573.
    9. Snyder, Hannah, 2019. "Literature review as a research methodology: An overview and guidelines," Journal of Business Research, Elsevier, vol. 104(C), pages 333-339.
    10. Roundy, Philip T. & Bradshaw, Mike & Brockman, Beverly K., 2018. "The emergence of entrepreneurial ecosystems: A complex adaptive systems approach," Journal of Business Research, Elsevier, vol. 86(C), pages 1-10.
    11. David Audretsch & Heike Grimm & Charles W. Wessner, 2005. "Local Heroes in the Global Village," International Studies in Entrepreneurship, Springer, number 978-0-387-23475-5, December.
    12. Hugo Pinto & Manuel Fernandez-Esquinas & Elvira Uyarra, 2015. "Universities and Knowledge-Intensive Business Services (KIBS) as Sources of Knowledge for Innovative Firms in Peripheral Regions," Regional Studies, Taylor & Francis Journals, vol. 49(11), pages 1873-1891, November.
    13. Ganter, Alois & Hecker, Achim, 2014. "Configurational paths to organizational innovation: qualitative comparative analyses of antecedents and contingencies," Journal of Business Research, Elsevier, vol. 67(6), pages 1285-1292.
    14. Paul, Justin & Criado, Alex Rialp, 2020. "The art of writing literature review: What do we know and what do we need to know?," International Business Review, Elsevier, vol. 29(4).
    15. Cobo-Benita, José Ramón & Rodríguez-Segura, Enrique & Ortiz-Marcos, Isabel & Ballesteros-Sánchez, Luis, 2016. "Innovation projects performance: Analyzing the impact of organizational characteristics," Journal of Business Research, Elsevier, vol. 69(4), pages 1357-1360.
    16. Paul, Justin & Parthasarathy, Sundar & Gupta, Parul, 2017. "Exporting challenges of SMEs: A review and future research agenda," Journal of World Business, Elsevier, vol. 52(3), pages 327-342.
    17. Manuel Fernández-Esquinas & Hugo Pinto, 2014. "The Role of Universities in Urban Regeneration: Reframing the Analytical Approach," European Planning Studies, Taylor & Francis Journals, vol. 22(7), pages 1462-1483, July.
    18. Eva Thomann & Martino Maggetti, 2020. "Designing Research With Qualitative Comparative Analysis (QCA): Approaches, Challenges, and Tools," Sociological Methods & Research, , vol. 49(2), pages 356-386, May.
    19. Gunawan, Dedy Darsono & Huarng, Kun-Huang, 2015. "Viral effects of social network and media on consumers’ purchase intention," Journal of Business Research, Elsevier, vol. 68(11), pages 2237-2241.
    20. Plewa, Carolin & Ho, Joanne & Conduit, Jodie & Karpen, Ingo O., 2016. "Reputation in higher education: A fuzzy set analysis of resource configurations," Journal of Business Research, Elsevier, vol. 69(8), pages 3087-3095.
    21. Xie, Xuemei & Fang, Liangxiu & Zeng, Saixing, 2016. "Collaborative innovation network and knowledge transfer performance: A fsQCA approach," Journal of Business Research, Elsevier, vol. 69(11), pages 5210-5215.
    22. Khedhaouria, Anis & Thurik, Roy, 2017. "Configurational conditions of national innovation capability: A fuzzy set analysis approach," Technological Forecasting and Social Change, Elsevier, vol. 120(C), pages 48-58.
    23. Ryan, James Christopher & Berbegal-Mirabent, Jasmina, 2016. "Motivational recipes and research performance: A fuzzy set analysis of the motivational profile of high performing research scientists," Journal of Business Research, Elsevier, vol. 69(11), pages 5299-5304.
    24. Mas-Verdú, Francisco & Ribeiro-Soriano, Domingo & Roig-Tierno, Norat, 2015. "Firm survival: The role of incubators and business characteristics," Journal of Business Research, Elsevier, vol. 68(4), pages 793-796.
    25. Abbate, Tindara & Cesaroni, Fabrizio & Cinici, Maria Cristina & Villari, Massimo, 2019. "Business models for developing smart cities. A fuzzy set qualitative comparative analysis of an IoT platform," Technological Forecasting and Social Change, Elsevier, vol. 142(C), pages 183-193.
    26. Wright, Mike & Clarysse, Bart & Lockett, Andy & Knockaert, Mirjam, 2008. "Mid-range universities' linkages with industry: Knowledge types and the role of intermediaries," Research Policy, Elsevier, vol. 37(8), pages 1205-1223, September.
    27. Barry Bozeman & Daniel Fay & Catherine Slade, 2013. "Research collaboration in universities and academic entrepreneurship: the-state-of-the-art," The Journal of Technology Transfer, Springer, vol. 38(1), pages 1-67, February.
    28. José María García Álvarez-Coque & Francisco Mas-Verdú & Norat Roig-Tierno, 2017. "Technological innovation versus non-technological innovation: different conditions in different regional contexts?," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(5), pages 1955-1967, September.
    29. Torugsa, Nuttaneeya (Ann) & Arundel, Anthony, 2017. "Rethinking the effect of risk aversion on the benefits of service innovations in public administration agencies," Research Policy, Elsevier, vol. 46(5), pages 900-910.
    30. Poorkavoos, Meysam & Duan, Yanqing & Edwards, John S. & Ramanathan, Ramakrishnan, 2016. "Identifying the configurational paths to innovation in SMEs: A fuzzy-set qualitative comparative analysis," Journal of Business Research, Elsevier, vol. 69(12), pages 5843-5854.
    31. Graciela Corral de Zubielqui & Noel Lindsay & Wendy Lindsay & Janice Jones, 2019. "Knowledge quality, innovation and firm performance: a study of knowledge transfer in SMEs," Small Business Economics, Springer, vol. 53(1), pages 145-164, June.
    32. Mikalef, Patrick & Pateli, Adamantia, 2017. "Information technology-enabled dynamic capabilities and their indirect effect on competitive performance: Findings from PLS-SEM and fsQCA," Journal of Business Research, Elsevier, vol. 70(C), pages 1-16.
    33. Tho, Nguyen Dinh & Trang, Nguyen Thi Mai, 2015. "Can knowledge be transferred from business schools to business organizations through in-service training students? SEM and fsQCA findings," Journal of Business Research, Elsevier, vol. 68(6), pages 1332-1340.
    34. Osabutey, Ellis L.C. & Jin, Zhongqi, 2016. "Factors influencing technology and knowledge transfer: Configurational recipes for Sub-Saharan Africa," Journal of Business Research, Elsevier, vol. 69(11), pages 5390-5395.
    35. Fan, Di & Cui, Lin & Li, Yi & Zhu, Cherrie J., 2016. "Localized learning by emerging multinational enterprises in developed host countries: A fuzzy-set analysis of Chinese foreign direct investment in Australia," International Business Review, Elsevier, vol. 25(1), pages 187-203.
    36. Ross Brown, 2016. "Mission impossible? Entrepreneurial universities and peripheral regional innovation systems," Industry and Innovation, Taylor & Francis Journals, vol. 23(2), pages 189-205, February.
    37. Fagerberg, Jan & Martin, Ben R. & Andersen, Esben Sloth (ed.), 2013. "Innovation Studies: Evolution and Future Challenges," OUP Catalogue, Oxford University Press, number 9780199686353.
    38. Vinit Parida & Pankaj C. Patel & Johan Frishammar & Joakim Wincent, 2017. "Managing the front-end phase of process innovation under conditions of high uncertainty," Quality & Quantity: International Journal of Methodology, Springer, vol. 51(5), pages 1983-2000, September.
    39. Seny Kan, Anderson Konan & Adegbite, Emmanuel & El Omari, Sami & Abdellatif, Mahamat, 2016. "On the use of qualitative comparative analysis in management," Journal of Business Research, Elsevier, vol. 69(4), pages 1458-1463.
    40. Ruiqi, Wang & Wang, Fangjun & Xu, Luying & Yuan, Changhong, 2017. "R&D expenditures, ultimate ownership and future performance: Evidence from China," Journal of Business Research, Elsevier, vol. 71(C), pages 47-54.
    41. Robert Huggins & Andrew Johnston & Chris Stride, 2012. "Knowledge networks and universities: Locational and organisational aspects of knowledge transfer interactions," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 24(7-8), pages 475-502, September.
    42. Curado, Carla & Muñoz-Pascual, Lucía & Galende, Jesús, 2018. "Antecedents to innovation performance in SMEs: A mixed methods approach," Journal of Business Research, Elsevier, vol. 89(C), pages 206-215.
    43. 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.
    44. Proksch, Dorian & Haberstroh, Marcus Max & Pinkwart, Andreas, 2017. "Increasing the national innovative capacity: Identifying the pathways to success using a comparative method," Technological Forecasting and Social Change, Elsevier, vol. 116(C), pages 256-270.
    45. Meuer, Johannes & Rupietta, Christian & Backes-Gellner, Uschi, 2015. "Layers of co-existing innovation systems," Research Policy, Elsevier, vol. 44(4), pages 888-910.
    46. 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.
    47. Sascha Kraus & Domingo Ribeiro-Soriano & Miriam Schüssler, 2018. "Fuzzy-set qualitative comparative analysis (fsQCA) in entrepreneurship and innovation research – the rise of a method," International Entrepreneurship and Management Journal, Springer, vol. 14(1), pages 15-33, March.
    48. Wagemann, Claudius & Buche, Jonas & Siewert, Markus B., 2016. "QCA and business research: Work in progress or a consolidated agenda?," Journal of Business Research, Elsevier, vol. 69(7), pages 2531-2540.
    49. Wenpin Tsai, 2000. "Social capital, strategic relatedness and the formation of intraorganizational linkages," Strategic Management Journal, Wiley Blackwell, vol. 21(9), pages 925-939, September.
    50. Andrew Copus & Dimitris Skuras & Kyriaki Tsegenidi, 2008. "Innovation and Peripherality: An Empirical Comparative Study of SMEs in Six European Union Member Countries," Economic Geography, Taylor & Francis Journals, vol. 84(1), pages 51-82, January.
    51. Ospina-Delgado, Julieth & Zorio-Grima, Ana, 2016. "Innovation at universities: A fuzzy-set approach for MOOC-intensiveness," Journal of Business Research, Elsevier, vol. 69(4), pages 1325-1328.
    52. Fernández-Esquinas, Manuel & Pinto, Hugo & Yruela, Manuel Pérez & Pereira, Tiago Santos, 2016. "Tracing the flows of knowledge transfer: Latent dimensions and determinants of university–industry interactions in peripheral innovation systems," Technological Forecasting and Social Change, Elsevier, vol. 113(PB), pages 266-279.
    53. Rasmussen, Einar & Borch, Odd Jarl, 2010. "University capabilities in facilitating entrepreneurship: A longitudinal study of spin-off ventures at mid-range universities," Research Policy, Elsevier, vol. 39(5), pages 602-612, June.
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