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The limits to open innovation and its impact on innovation performance

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  • Audretsch, B. David
  • Belitski, Maksim

Abstract

This study focuses on the sectoral and geographical differences in open knowledge collaboration for the innovation performance of UK firms. Drawing on transaction cost theory and appropriability of knowledge, we adopt a resource-based view to focus on limits to open innovation. We use a generalized multi-level mixed model to test our hypotheses, controlling for time, regional and firm unobserved characteristics. Our sample includes 19,510 observations and 17,859 firms, with a small panel element of 1651 firms mainly from the UK Innovation Survey and Business Registry. Our results demonstrate that limits to open innovation differ across knowledge-intense sectors and at different geographic dimensions, with creative sectors experiencing the greatest limits to knowledge collaboration in both national and international markets. We discuss why and how this occurs, and conclude with several theoretical and policy implications.

Suggested Citation

  • Audretsch, B. David & Belitski, Maksim, 2023. "The limits to open innovation and its impact on innovation performance," Technovation, Elsevier, vol. 119(C).
    • Handle: RePEc:eee:techno:v:119:y:2023:i:c:s0166497222000669
    DOI: 10.1016/j.technovation.2022.102519
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    1. Valentina Tartari & Stefano Breschi, 2012. "Set them free: scientists' evaluations of the benefits and costs of university--industry research collaboration," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 21(5), pages 1117-1147, October.
    2. John Van Reenen & Rupert Harrison & Rachel Griffith, 2006. "How Special Is the Special Relationship? Using the Impact of U.S. R&D Spillovers on U.K. Firms as a Test of Technology Sourcing," American Economic Review, American Economic Association, vol. 96(5), pages 1859-1875, December.
    3. Andrew Shipilov & Frédéric C. Godart & Julien Clement, 2017. "Which boundaries? How mobility networks across countries and status groups affect the creative performance of organizations," Strategic Management Journal, Wiley Blackwell, vol. 38(6), pages 1232-1252, June.
    4. Federico Munari & Maurizio Sobrero & Alessandro Malipiero, 2012. "Absorptive capacity and localized spillovers: focal firms as technological gatekeepers in industrial districts," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 21(2), pages 429-462, April.
    5. David Audretsch & Maksim Belitski & Sameeksha Desai, 2015. "Entrepreneurship and economic development in cities," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 55(1), pages 33-60, October.
    6. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    7. Felin, Teppo & Zenger, Todd R., 2014. "Closed or open innovation? Problem solving and the governance choice," Research Policy, Elsevier, vol. 43(5), pages 914-925.
    8. McCann, Brian T. & Folta, Timothy B., 2011. "Performance differentials within geographic clusters," Journal of Business Venturing, Elsevier, vol. 26(1), pages 104-123, January.
    9. Bronwyn Hall & Christian Helmers & Mark Rogers & Vania Sena, 2014. "The Choice between Formal and Informal Intellectual Property: A Review," Journal of Economic Literature, American Economic Association, vol. 52(2), pages 375-423, June.
    10. García-Quevedo, José & Segarra-Blasco, Agustí & Teruel, Mercedes, 2018. "Financial constraints and the failure of innovation projects," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 127-140.
    11. Frenz, Marion & Ietto-Gillies, Grazia, 2009. "The impact on innovation performance of different sources of knowledge: Evidence from the UK Community Innovation Survey," Research Policy, Elsevier, vol. 38(7), pages 1125-1135, September.
    12. Jay B. Barney, 1996. "The Resource-Based Theory of the Firm," Organization Science, INFORMS, vol. 7(5), pages 469-469, October.
    13. Jose-Luis Hervas-Oliver & Jose Albors-Garrigos, 2014. "Are technology gatekeepers renewing clusters? Understanding gatekeepers and their dynamics across cluster life cycles," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 26(5-6), pages 431-452, August.
    14. Linda Argote, 2013. "Organization Learning: A Theoretical Framework," Springer Books, in: Organizational Learning, edition 2, chapter 0, pages 31-56, Springer.
    15. Jaffe, Adam B., 1989. "Characterizing the "technological position" of firms, with application to quantifying technological opportunity and research spillovers," Research Policy, Elsevier, vol. 18(2), pages 87-97, April.
    16. Marcel Bogers & Ann-Kristin Zobel & Allan Afuah & Esteve Almirall & Sabine Brunswicker & Linus Dahlander & Lars Frederiksen & Annabelle Gawer & Marc Gruber & Stefan Haefliger & John Hagedoorn & Dennis, 2017. "The open innovation research landscape: established perspectives and emerging themes across different levels of analysis," Industry and Innovation, Taylor & Francis Journals, vol. 24(1), pages 8-40, January.
    17. Audretsch, David B. & Belitski, Maksim, 2020. "The role of R&D and knowledge spillovers in innovation and productivity," European Economic Review, Elsevier, vol. 123(C).
    18. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    19. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    20. Bruno Cassiman & Reinhilde Veugelers, 2002. "R&D Cooperation and Spillovers: Some Empirical Evidence from Belgium," American Economic Review, American Economic Association, vol. 92(4), pages 1169-1184, September.
    21. Bronwyn H. Hall & Francesca Lotti & Jacques Mairesse, 2013. "Evidence on the impact of R&D and ICT investments on innovation and productivity in Italian firms," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(3), pages 300-328, April.
    22. Caputo, Andrea & Pizzi, Simone & Pellegrini, Massimiliano M. & Dabić, Marina, 2021. "Digitalization and business models: Where are we going? A science map of the field," Journal of Business Research, Elsevier, vol. 123(C), pages 489-501.
    23. Roper, Stephen & Love, James H. & Bonner, Karen, 2017. "Firms’ knowledge search and local knowledge externalities in innovation performance," Research Policy, Elsevier, vol. 46(1), pages 43-56.
    24. Cui, Anna Shaojie & Griffith, David A. & Cavusgil, S. Tamer & Dabic, Marina, 2006. "The influence of market and cultural environmental factors on technology transfer between foreign MNCs and local subsidiaries: A Croatian illustration," Journal of World Business, Elsevier, vol. 41(2), pages 100-111, June.
    25. Keijl, S. & Gilsing, V.A. & Knoben, J. & Duysters, G., 2016. "The two faces of inventions: The relationship between recombination and impact in pharmaceutical biotechnology," Research Policy, Elsevier, vol. 45(5), pages 1061-1074.
    26. 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.
    27. Barham, Husam & Dabic, Marina & Daim, Tugrul & Shifrer, Dara, 2020. "The role of management support for the implementation of open innovation practices in firms," Technology in Society, Elsevier, vol. 63(C).
    28. Hervas-Oliver, Jose-Luis & Sempere-Ripoll, Francisca & Boronat-Moll, Carles, 2021. "Technological innovation typologies and open innovation in SMEs: Beyond internal and external sources of knowledge," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    29. Ascani, Andrea & Bettarelli, Luca & Resmini, Laura & Balland, Pierre-Alexandre, 2020. "Global networks, local specialisation and regional patterns of innovation," Research Policy, Elsevier, vol. 49(8).
    30. Pierre-Alexandre Balland & Ron Boschma & Koen Frenken, 2015. "Proximity and Innovation: From Statics to Dynamics," Regional Studies, Taylor & Francis Journals, vol. 49(6), pages 907-920, June.
    31. Granstrand, Ove & Holgersson, Marcus, 2020. "Innovation ecosystems: A conceptual review and a new definition," Technovation, Elsevier, vol. 90.
    32. Santamara, Llus & Nieto, Mara Jess & Barge-Gil, Andrs, 2009. "Beyond formal R&D: Taking advantage of other sources of innovation in low- and medium-technology industries," Research Policy, Elsevier, vol. 38(3), pages 507-517, April.
    33. Denicolai, Stefano & Ramirez, Matias & Tidd, Joe, 2016. "Overcoming the false dichotomy between internal R&D and external knowledge acquisition: Absorptive capacity dynamics over time," Technological Forecasting and Social Change, Elsevier, vol. 104(C), pages 57-65.
    34. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    35. Bronwyn H. Hall & Vania Sena, 2017. "Appropriability mechanisms, innovation, and productivity: evidence from the UK," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 26(1-2), pages 42-62, February.
    36. Brian Mccann & Timothy Folta, 2011. "Performance differentials within geographic clusters," Post-Print hal-02312592, HAL.
    37. Dahlander, Linus & Gann, David M., 2010. "How open is innovation?," Research Policy, Elsevier, vol. 39(6), pages 699-709, July.
    38. Evan Rawley, 2010. "Diversification, coordination costs, and organizational rigidity: evidence from microdata," Strategic Management Journal, Wiley Blackwell, vol. 31(8), pages 873-891, August.
    39. Papke, Leslie E. & Wooldridge, Jeffrey M., 2008. "Panel data methods for fractional response variables with an application to test pass rates," Journal of Econometrics, Elsevier, vol. 145(1-2), pages 121-133, July.
    40. 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.
    41. Cappelli, Riccardo & Czarnitzki, Dirk & Kraft, Kornelius, 2014. "Sources of spillovers for imitation and innovation," Research Policy, Elsevier, vol. 43(1), pages 115-120.
    42. Kobarg, Sebastian & Stumpf-Wollersheim, Jutta & Welpe, Isabell M., 2019. "More is not always better: Effects of collaboration breadth and depth on radical and incremental innovation performance at the project level," Research Policy, Elsevier, vol. 48(1), pages 1-10.
    43. Jose-Luis Hervas-Oliver & Jose Albors-Garrigos, 2009. "The role of the firm's internal and relational capabilities in clusters: when distance and embeddedness are not enough to explain innovation," Journal of Economic Geography, Oxford University Press, vol. 9(2), pages 263-283, March.
    44. David Bruce Audretsch & Maksim Belitski & Rosa Caiazza, 2021. "Start-ups, Innovation and Knowledge Spillovers," The Journal of Technology Transfer, Springer, vol. 46(6), pages 1995-2016, December.
    45. Camacho, A., 1991. "Adaptation costs, coordination costs and optimal firm size," Journal of Economic Behavior & Organization, Elsevier, vol. 15(1), pages 137-149, January.
    46. Ron Boschma & Koen Frenken, 2010. "The Spatial Evolution of Innovation Networks: A Proximity Perspective," Chapters, in: Ron Boschma & Ron Martin (ed.), The Handbook of Evolutionary Economic Geography, chapter 5, Edward Elgar Publishing.
    47. Danny Miller & Isabelle Le Breton‐Miller & Richard H. Lester, 2011. "Family and Lone Founder Ownership and Strategic Behaviour: Social Context, Identity, and Institutional Logics," Journal of Management Studies, Wiley Blackwell, vol. 48(1), pages 1-25, January.
    48. Jose-Luis Hervas-Oliver & Francisca Sempere-Ripoll & Ronald Rojas Alvarado & Sofia Estelles-Miguel, 2018. "Agglomerations and firm performance: who benefits and how much?," Regional Studies, Taylor & Francis Journals, vol. 52(3), pages 338-349, March.
    49. Gautam Ahuja & Riitta Katila, 2004. "Where do resources come from? The role of idiosyncratic situations," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 887-907, August.
    50. Caroline Chapain & Roberta Comunian, 2010. "Enabling and Inhibiting the Creative Economy: The Role of the Local and Regional Dimensions in England," Regional Studies, Taylor & Francis Journals, vol. 44(6), pages 717-734.
    51. Maksim Belitski & Monika Herzig, 2018. "The Jam Session Model for Group Creativity and Innovative Technology," The Journal of Technology Transfer, Springer, vol. 43(2), pages 506-521, April.
    52. Noh, Heeyong & Lee, Sungjoo, 2020. "What constitutes a promising technology in the era of open innovation? An investigation of patent potential from multiple perspectives," Technological Forecasting and Social Change, Elsevier, vol. 157(C).
    53. Khlystova, Olena & Kalyuzhnova, Yelena & Belitski, Maksim, 2022. "The impact of the COVID-19 pandemic on the creative industries: A literature review and future research agenda," Journal of Business Research, Elsevier, vol. 139(C), pages 1192-1210.
    54. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
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