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Knowledge exchange in clusters: The contingent role of regional inventive concentration

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  • Vestal, Alex
  • Danneels, Erwin

Abstract

Geographic clusters confer advantages to collocated firms, in particular access to local know-how. This article argues that the access to local know-how is contingent on the extent to which inventive activity is concentrated in the cluster. We draw on sociological theories of generalized exchange to argue that contrasting logics of exchange emerge in geographic clusters that have opposing effects on the extent to which firms benefit from collaborating with local organizations and source local knowledge. A longitudinal data set of 1903 firms engaged in nanotechnology research is used to examine the relationship between firm co-authorships on scientific articles with firms and public research organizations (PROs) and firm inventive performance. Results indicate that when cluster-level firm inventive concentration is high, collaborations with local firms are associated with lower inventive performance. We also find that firms source less local knowledge for their own inventions when firm inventive concentration is high. In contrast, concentrated inventive activity among PROs increases the positive relationship between collaborations with local PROs and firm inventive performance. Results also show firms source more knowledge from local PROs when local PRO inventive concentration is high. The findings suggest that inventive concentration both helps and hinders spill-over of cutting-edge knowledge.

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  • Vestal, Alex & Danneels, Erwin, 2018. "Knowledge exchange in clusters: The contingent role of regional inventive concentration," Research Policy, Elsevier, vol. 47(10), pages 1887-1903.
  • Handle: RePEc:eee:respol:v:47:y:2018:i:10:p:1887-1903
    DOI: 10.1016/j.respol.2018.06.020
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    1. Robinson, Douglas K.R. & Rip, Arie & Mangematin, Vincent, 2007. "Technological agglomeration and the emergence of clusters and networks in nanotechnology," Research Policy, Elsevier, vol. 36(6), pages 871-879, July.
    2. Jeff S. Armstrong & Michael R. Darby & Lynne G. Zucker, 2003. "Commercializing knowledge: university science, knowledge capture and firm performance in biotechnology," Proceedings, Federal Reserve Bank of Dallas, issue Sep, pages 149-170.
    3. Mowery, David C. & Nelson, Richard R. & Sampat, Bhaven N. & Ziedonis, Arvids A., 2001. "The growth of patenting and licensing by U.S. universities: an assessment of the effects of the Bayh-Dole act of 1980," Research Policy, Elsevier, vol. 30(1), pages 99-119, January.
    4. Margarethe F. Wiersema & Harry P. Bowen, 2009. "The use of limited dependent variable techniques in strategy research: issues and methods," Strategic Management Journal, Wiley Blackwell, vol. 30(6), pages 679-692, June.
    5. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    6. Michael Storper & Anthony J. Venables, 2004. "Buzz: face-to-face contact and the urban economy," Journal of Economic Geography, Oxford University Press, vol. 4(4), pages 351-370, August.
    7. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, Oxford University Press, vol. 108(3), pages 577-598.
    8. Clive Lawson & Edward Lorenz, 1999. "Collective Learning, Tacit Knowledge and Regional Innovative Capacity," Regional Studies, Taylor & Francis Journals, vol. 33(4), pages 305-317.
    9. Gittelman, Michelle, 2006. "National institutions, public-private knowledge flows, and innovation performance: A comparative study of the biotechnology industry in the US and France," Research Policy, Elsevier, vol. 35(7), pages 1052-1068, September.
    10. Michael L. Darby & Lynne G. Zucker, 2010. "Grilichesian Breakthroughs: Inventions of Methods of Inventing and Firm Entry in Nanotechnology," NBER Chapters, in: Contributions in Memory of Zvi Griliches, pages 143-164, National Bureau of Economic Research, Inc.
    11. Erwin Danneels & Rajesh Sethi, 2011. "New Product Exploration Under Environmental Turbulence," Organization Science, INFORMS, vol. 22(4), pages 1026-1039, August.
    12. McCann, Brian T. & Folta, Timothy B., 2011. "Performance differentials within geographic clusters," Journal of Business Venturing, Elsevier, vol. 26(1), pages 104-123, January.
    13. Elaine Romanelli & Olga M. Khessina, 2005. "Regional Industrial Identity: Cluster Configurations and Economic Development," Organization Science, INFORMS, vol. 16(4), pages 344-358, August.
    14. Cockburn, Iain M & Henderson, Rebecca M, 1998. "Absorptive Capacity, Coauthoring Behavior, and the Organization of Research in Drug Discovery," Journal of Industrial Economics, Wiley Blackwell, vol. 46(2), pages 157-182, June.
    15. Argyres, Nicholas S. & Liebeskind, Julia Porter, 1998. "Privatizing the intellectual commons: Universities and the commercialization of biotechnology," Journal of Economic Behavior & Organization, Elsevier, vol. 35(4), pages 427-454, May.
    16. Lynne G. Zucker & Michael R. Darby, 2005. "Socio-economic Impact of Nanoscale Science: Initial Results and NanoBank," NBER Working Papers 11181, National Bureau of Economic Research, Inc.
    17. 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.
    18. Bennet A. Zelner, 2009. "Using simulation to interpret results from logit, probit, and other nonlinear models," Strategic Management Journal, Wiley Blackwell, vol. 30(12), pages 1335-1348, December.
    19. Douglas K. R. Robinson & Arie Rip & Vincent Mangematin, 2007. "Technological agglomeration and the emergence of clusters and networks in nanotechnology," Post-Print hal-00424519, HAL.
    20. Zucker, Lynne G. & Darby, Michael R. & Furner, Jonathan & Liu, Robert C. & Ma, Hongyan, 2007. "Minerva unbound: Knowledge stocks, knowledge flows and new knowledge production," Research Policy, Elsevier, vol. 36(6), pages 850-863, July.
    21. Cristiano Antonelli & Pier Paolo Patrucco & Francesco Quatraro, 2011. "Productivity Growth and Pecuniary Knowledge Externalities: An Empirical Analysis of Agglomeration Economies in European Regions," Economic Geography, Taylor & Francis Journals, vol. 87(1), pages 23-50, January.
    22. Cristiano Antonelli & Alessandra Colombelli, 2018. "External and internal knowledge in the knowledge generation function," Chapters, in: The Evolutionary Complexity of Endogenous Innovation, chapter 4, pages 82-108, Edward Elgar Publishing.
    23. Marianna Makri & Michael A. Hitt & Peter J. Lane, 2010. "Complementary technologies, knowledge relatedness, and invention outcomes in high technology mergers and acquisitions," Strategic Management Journal, Wiley Blackwell, vol. 31(6), pages 602-628, June.
    24. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    25. Gautam Ahuja & Curba Morris Lampert, 2001. "Entrepreneurship in the large corporation: a longitudinal study of how established firms create breakthrough inventions," Strategic Management Journal, Wiley Blackwell, vol. 22(6‐7), pages 521-543, June.
    26. Akbar Zaheer & Bill McEvily & Vincenzo Perrone, 1998. "Does Trust Matter? Exploring the Effects of Interorganizational and Interpersonal Trust on Performance," Organization Science, INFORMS, vol. 9(2), pages 141-159, April.
    27. Rajagopal, 2014. "Organizations and Innovation," Palgrave Macmillan Books, in: Architecting Enterprise, chapter 3, pages 58-86, Palgrave Macmillan.
    28. Agrawal, Ajay & Cockburn, Iain & Rosell, Carlos, 2010. "Not Invented Here? Innovation in company towns," Journal of Urban Economics, Elsevier, vol. 67(1), pages 78-89, January.
    29. Paul S. Adler, 2001. "Market, Hierarchy, and Trust: The Knowledge Economy and the Future of Capitalism," Organization Science, INFORMS, vol. 12(2), pages 215-234, April.
    30. Alberto Galasso & Timothy S. Simcoe, 2011. "CEO Overconfidence and Innovation," Management Science, INFORMS, vol. 57(8), pages 1469-1484, August.
    31. Wooldridge, Jeffrey M., 1999. "Distribution-free estimation of some nonlinear panel data models," Journal of Econometrics, Elsevier, vol. 90(1), pages 77-97, May.
    32. Katz, J. Sylvan & Martin, Ben R., 1997. "What is research collaboration?," Research Policy, Elsevier, vol. 26(1), pages 1-18, March.
    33. Barak S. Aharonson & Joel A. C. Baum & Maryann P. Feldman, 2007. "Desperately seeking spillovers? Increasing returns, industrial organization and the location of new entrants in geographic and technological space ," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(1), pages 89-130, February.
    34. Catherine Beaudry & Stefano Breschi, 2003. "Are firms in clusters really more innovative?," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 12(4), pages 325-342.
    35. Iain M. Cockburn & Rebecca M. Henderson, 1998. "Absorptive Capacity, Coauthoring Behavior, and the Organization of Research in Drug Discovery," Journal of Industrial Economics, Wiley Blackwell, vol. 46(2), pages 157-182, June.
    36. Benner, Mary & Waldfogel, Joel, 2008. "Close to you? Bias and precision in patent-based measures of technological proximity," Research Policy, Elsevier, vol. 37(9), pages 1556-1567, October.
    37. Brian Mccann & Timothy Folta, 2011. "Performance differentials within geographic clusters," Post-Print hal-02312592, HAL.
    38. Paul S. Adler & Seok-Woo Kwon & Charles Heckscher, 2008. "Perspective---Professional Work: The Emergence of Collaborative Community," Organization Science, INFORMS, vol. 19(2), pages 359-376, April.
    39. J. Myles Shaver & Fredrick Flyer, 2000. "Agglomeration economies, firm heterogeneity, and foreign direct investment in the United States," Strategic Management Journal, Wiley Blackwell, vol. 21(12), pages 1175-1193, December.
    40. Nelson, Andrew J., 2012. "Putting university research in context: Assessing alternative measures of production and diffusion at Stanford," Research Policy, Elsevier, vol. 41(4), pages 678-691.
    41. 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.
    42. Anne Parmigiani & Miguel Rivera-Santos, 2011. "Clearing a Path Through the Forest : A Meta-Review of Interorganizational Relationships," Post-Print hal-02313129, HAL.
    43. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    44. Michelle Gittelman, 2007. "Does Geography Matter for Science-Based Firms? Epistemic Communities and the Geography of Research and Patenting in Biotechnology," Organization Science, INFORMS, vol. 18(4), pages 724-741, August.
    45. Folta, Timothy B. & Cooper, Arnold C. & Baik, Yoon-suk, 2006. "Geographic cluster size and firm performance," Journal of Business Venturing, Elsevier, vol. 21(2), pages 217-242, March.
    46. Jasjit Singh, 2005. "Collaborative Networks as Determinants of Knowledge Diffusion Patterns," Management Science, INFORMS, vol. 51(5), pages 756-770, May.
    47. Giada Di Stefano & Andrew A. King & Gianmario Verona, 2014. "Kitchen confidential? Norms for the use of transferred knowledge in gourmet cuisine," Strategic Management Journal, Wiley Blackwell, vol. 35(11), pages 1645-1670, November.
    48. 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.
    49. Juan Alcácer & Wilbur Chung, 2007. "Location Strategies and Knowledge Spillovers," Management Science, INFORMS, vol. 53(5), pages 760-776, May.
    50. Jennifer L. Woolley & Renee M. Rottner, 2008. "Innovation Policy and Nanotechnology Entrepreneurship," Entrepreneurship Theory and Practice, , vol. 32(5), pages 791-811, September.
    51. Kogut, Bruce, 1989. "The Stability of Joint Ventures: Reciprocity and Competitive Rivalry," Journal of Industrial Economics, Wiley Blackwell, vol. 38(2), pages 183-198, December.
    52. Christopher F Baum, 2008. "Stata tip 63: Modeling proportions," Stata Journal, StataCorp LP, vol. 8(2), pages 299-303, June.
    53. Peter Thompson, 2006. "Patent Citations and the Geography of Knowledge Spillovers: Evidence from Inventor- and Examiner-added Citations," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 383-388, May.
    54. Boris Groysberg & Jeffrey T. Polzer & Hillary Anger Elfenbein, 2011. "Too Many Cooks Spoil the Broth: How High-Status Individuals Decrease Group Effectiveness," Organization Science, INFORMS, vol. 22(3), pages 722-737, June.
    55. Fiedler, Marina & Welpe, Isabell M., 2010. "Antecedents of cooperative commercialisation strategies of nanotechnology firms," Research Policy, Elsevier, vol. 39(3), pages 400-410, April.
    56. A. Colin Cameron & Pravin K. Trivedi, 2010. "Microeconometrics Using Stata, Revised Edition," Stata Press books, StataCorp LP, number musr, March.
    57. Richard R. Nelson, 2006. "The Market Economy and the Scientific Commons," Chapters, in: Birgitte Andersen (ed.), Intellectual Property Rights, chapter 1, Edward Elgar Publishing.
    58. repec:adr:anecst:y:2005:i:79-80:p:06 is not listed on IDEAS
    59. Jerry Thursby & Marie Thursby, 2011. "University-industry linkages in nanotechnology and biotechnology: evidence on collaborative patterns for new methods of inventing," The Journal of Technology Transfer, Springer, vol. 36(6), pages 605-623, December.
    60. Aharonson, Barak S. & Baum, Joel A.C. & Plunket, Anne, 2008. "Inventive and uninventive clusters: The case of Canadian biotechnology," Research Policy, Elsevier, vol. 37(6-7), pages 1108-1131, July.
    61. Wilbur Chung & Juan Alcácer, 2002. "Knowledge Seeking and Location Choice of Foreign Direct Investment in the United States," Management Science, INFORMS, vol. 48(12), pages 1534-1554, December.
    62. Lori Rosenkopf & Atul Nerkar, 2001. "Beyond local search: boundary‐spanning, exploration, and impact in the optical disk industry," Strategic Management Journal, Wiley Blackwell, vol. 22(4), pages 287-306, April.
    63. Nightingale, Paul, 1998. "A cognitive model of innovation," Research Policy, Elsevier, vol. 27(7), pages 689-709, November.
    64. Maskell, Peter, 2001. "Towards a Knowledge-Based Theory of the Geographical Cluster," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 921-943, December.
    65. Dovev Lavie & Israel Drori, 2012. "Collaborating for Knowledge Creation and Application: The Case of Nanotechnology Research Programs," Organization Science, INFORMS, vol. 23(3), pages 704-724, June.
    66. Donna Marie DeCarolis & David L. Deeds, 1999. "The impact of stocks and flows of organizational knowledge on firm performance: an empirical investigation of the biotechnology industry," Strategic Management Journal, Wiley Blackwell, vol. 20(10), pages 953-968, October.
    67. Lee Fleming & Olav Sorenson, 2004. "Science as a map in technological search," Strategic Management Journal, Wiley Blackwell, vol. 25(8‐9), pages 909-928, August.
    68. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    69. Juan Alcácer, 2006. "Location Choices Across the Value Chain: How Activity and Capability Influence Collocation," Management Science, INFORMS, vol. 52(10), pages 1457-1471, October.
    70. Jason Owen-Smith & Walter W. Powell, 2004. "Knowledge Networks as Channels and Conduits: The Effects of Spillovers in the Boston Biotechnology Community," Organization Science, INFORMS, vol. 15(1), pages 5-21, February.
    71. Giada Di Stefano & Andrew D. King & Gianmario Verona, 2014. "Kitchen confidential? Norms for the use of transferred knowledge in gourmet cuisine," Post-Print hal-01086379, HAL.
    72. Agrawal, Ajay & Cockburn, Iain, 2003. "The anchor tenant hypothesis: exploring the role of large, local, R&D-intensive firms in regional innovation systems," International Journal of Industrial Organization, Elsevier, vol. 21(9), pages 1227-1253, November.
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