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Geographic scope of proximity effects among small life sciences firms

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  • Christos Kolympiris
  • Nicholas Kalaitzandonakes

Abstract

A large number of studies have demonstrated that proximity effects from knowledge spillovers, network externalities and other forms of knowledge transfers among like firms are geographically bounded. However, only a few studies have measured the strength and geographic scope of such externalities and even fewer have done so for firms in very close proximity. In this study, we examine the size and geographic scope of proximity effects among all life science firms that have received Small Business Innovation Research (SBIR) grants in the US over a 23-year period while controlling for relevant regional and firm characteristics. From our empirical analysis, we conclude that proximity effects among nearby small life science firms are strong within one-tenth of a mile distance and are exhausted within a radius of 1.5 miles. By examining the location of all firms in the sample, we offer possible explanations for the narrow geographic scope of the measured proximity effects. We also explain the significance of such findings for academic research that seeks to understand the nature of spatial externalities and for public policy. Copyright Springer Science+Business Media, LLC. 2013

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  • Christos Kolympiris & Nicholas Kalaitzandonakes, 2013. "Geographic scope of proximity effects among small life sciences firms," Small Business Economics, Springer, vol. 40(4), pages 1059-1086, May.
    • Handle: RePEc:kap:sbusec:v:40:y:2013:i:4:p:1059-1086
    DOI: 10.1007/s11187-012-9441-0
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    1. Joel A. C. Baum & Tony Calabrese & Brian S. Silverman, 2000. "Don't go it alone: alliance network composition and startups' performance in Canadian biotechnology," Strategic Management Journal, Wiley Blackwell, vol. 21(3), pages 267-294, March.
    2. Sampsa Samila & Olav Sorenson, 2011. "Venture Capital, Entrepreneurship, and Economic Growth," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 338-349, February.
    3. John R. Baldwin & W. Mark Brown & David L. Rigby, 2010. "Agglomeration Economies: Microdata Panel Estimates From Canadian Manufacturing," Journal of Regional Science, Wiley Blackwell, vol. 50(5), pages 915-934, December.
    4. David B. Audretsch & Albert N. Link & John T. Scott, 2013. "Public/private technology partnerships: evaluating SBIR-supported research," Chapters, in: Public Support of Innovation in Entrepreneurial Firms, chapter 5, pages 91-104, Edward Elgar Publishing.
    5. Stuart S. Rosenthal & William C. Strange, 2003. "Geography, Industrial Organization, and Agglomeration," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 377-393, May.
    6. 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.
    7. Wolfgang Keller, 2002. "Geographic Localization of International Technology Diffusion," American Economic Review, American Economic Association, vol. 92(1), pages 120-142, March.
    8. Walter Powell & Kenneth Koput & James Bowie & Laurel Smith-Doerr, 2002. "The Spatial Clustering of Science and Capital: Accounting for Biotech Firm-Venture Capital Relationships," Regional Studies, Taylor & Francis Journals, vol. 36(3), pages 291-305.
    9. 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.
    10. Roderik Ponds & Frank van Oort & Koen Frenken, 2010. "Innovation, spillovers and university--industry collaboration: an extended knowledge production function approach," Journal of Economic Geography, Oxford University Press, vol. 10(2), pages 231-255, March.
    11. Michaela Trippl & Gunther Maier, 2011. "Knowledge Spillover Agents and Regional Development," Advances in Spatial Science, in: Peter Nijkamp & Iulia Siedschlag (ed.), Innovation, Growth and Competitiveness, chapter 0, pages 91-111, Springer.
    12. Grant Black, 2005. "The Geography of Small Firm Innovation," International Studies in Entrepreneurship, Springer, number 978-0-306-48745-3, December.
    13. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    14. Daniel Schiller & Javier Revilla Diez, 2010. "Local embeddedness of knowledge spillover agents: Empirical evidence from German star scientists," Papers in Regional Science, Wiley Blackwell, vol. 89(2), pages 275-294, June.
    15. Gordon Walker & Bruce Kogut & Weijian Shan, 1997. "Social Capital, Structural Holes and the Formation of an Industry Network," Organization Science, INFORMS, vol. 8(2), pages 109-125, April.
    16. Luc Anselin & Attila Varga & Zoltan Acs, 2008. "Local Geographic Spillovers Between University Research and High Technology Innovations," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 9, pages 95-121, Edward Elgar Publishing.
    17. Jaffe, Adam B, 1989. "Real Effects of Academic Research," American Economic Review, American Economic Association, vol. 79(5), pages 957-970, December.
    18. Julia Porter Liebeskind & Amalya Lumerman Oliver & Lynne Zucker & Marilynn Brewer, 1996. "Social networks, Learning, and Flexibility: Sourcing Scientific Knowledge in New Biotechnology Firms," Organization Science, INFORMS, vol. 7(4), pages 428-443, August.
    19. Hagedoorn, John, 2002. "Inter-firm R&D partnerships: an overview of major trends and patterns since 1960," Research Policy, Elsevier, vol. 31(4), pages 477-492, May.
    20. Wallsten, Scott J., 2001. "An empirical test of geographic knowledge spillovers using geographic information systems and firm-level data," Regional Science and Urban Economics, Elsevier, vol. 31(5), pages 571-599, September.
    21. Manuel Acosta & Daniel Coronado & Esther Flores, 2011. "University spillovers and new business location in high-technology sectors: Spanish evidence," Small Business Economics, Springer, vol. 36(3), pages 365-376, April.
    22. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    23. 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.
    24. Darren Filson & April Franco, 2000. "Knowledge diffusion through employee mobility," Staff Report 272, Federal Reserve Bank of Minneapolis.
    25. Attila Varga, 2000. "Local Academic Knowledge Transfers and the Concentration of Economic Activity," Journal of Regional Science, Wiley Blackwell, vol. 40(2), pages 289-309, May.
    26. April Mitchell Franco & Darren Filson, 2006. "Spin‐outs: knowledge diffusion through employee mobility," RAND Journal of Economics, RAND Corporation, vol. 37(4), pages 841-860, December.
    27. 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.
    28. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    29. April Mitchell Franco & Darren Filson, 2006. "Spin‐outs: knowledge diffusion through employee mobility," RAND Journal of Economics, The RAND Corporation, vol. 37(4), pages 841-860, December.
    30. Mika Maliranta & Pierre Mohnen & Petri Rouvinen, 2009. "Is inter-firm labor mobility a channel of knowledge spillovers? Evidence from a linked employer--employee panel," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 18(6), pages 1161-1191, December.
    31. Edward J. Malecki & Ryan M. Poehling, 1999. "Extroverts and introverts: small manufacturers and their information sources," Entrepreneurship & Regional Development, Taylor & Francis Journals, vol. 11(3), pages 247-268, July.
    32. Audretsch, David B, 1998. "Agglomeration and the Location of Innovative Activity," Oxford Review of Economic Policy, Oxford University Press, vol. 14(2), pages 18-29, Summer.
    33. Zoltan J. Acs & Luc Anselin & Attila Varga, 2008. "Patents and Innovation Counts as Measures of Regional Production of New Knowledge," Chapters, in: Entrepreneurship, Growth and Public Policy, chapter 11, pages 135-151, Edward Elgar Publishing.
    34. Kathleen R. Conner & C. K. Prahalad, 1996. "A Resource-Based Theory of the Firm: Knowledge Versus Opportunism," Organization Science, INFORMS, vol. 7(5), pages 477-501, October.
    35. Gupta, Anil K. & Sapienza, Harry J., 1992. "Determinants of venture capital firms' preferences regarding the industry diversity and geographic scope of their investments," Journal of Business Venturing, Elsevier, vol. 7(5), pages 347-362, September.
    36. 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.
    37. Rafael Boix & Vittorio Galletto, 2009. "Innovation and Industrial Districts: A First Approach to the Measurement and Determinants of the I-District Effect," Regional Studies, Taylor & Francis Journals, vol. 43(9), pages 1117-1133.
    38. David B. Audretsch & Max Keilbach, 2007. "The Theory of Knowledge Spillover Entrepreneurship," Journal of Management Studies, Wiley Blackwell, vol. 44(7), pages 1242-1254, November.
    39. Peter B. Doeringer & David G. Terkla, 1995. "Business Strategy and Cross-Industry Clusters," Economic Development Quarterly, , vol. 9(3), pages 225-237, August.
    40. Saxenian, AnnaLee, 1991. "The origins and dynamics of production networks in Silicon Valley," Research Policy, Elsevier, vol. 20(5), pages 423-437, October.
    41. Dahl, Michael S. & Pedersen, Christian O.R., 2004. "Knowledge flows through informal contacts in industrial clusters: myth or reality?," Research Policy, Elsevier, vol. 33(10), pages 1673-1686, December.
    42. Jinyoung Kim & Gerald Marschke, 2005. "Labor Mobility of Scientists, Technological Diffusion, and the Firm's Patenting Decision," RAND Journal of Economics, The RAND Corporation, vol. 36(2), pages 298-317, Summer.
    43. 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.
    44. Corinne Autant-Bernard, 2001. "The Geography Of Knowledge Spillovers And Technological Proximity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 10(4), pages 237-254.
    45. Scott Shane & Daniel Cable, 2002. "Network Ties, Reputation, and the Financing of New Ventures," Management Science, INFORMS, vol. 48(3), pages 364-381, March.
    46. Zucker, Lynne G & Darby, Michael R & Armstrong, Jeff, 1998. "Geographically Localized Knowledge: Spillovers or Markets?," Economic Inquiry, Western Economic Association International, vol. 36(1), pages 65-86, January.
    47. Susan M. Walcott, 2002. "Analyzing an Innovative Environment: San Diego as a Bioscience Beachhead," Economic Development Quarterly, , vol. 16(2), pages 99-114, May.
    48. Schmitz, Hubert & Nadvi, Khalid, 1999. "Clustering and Industrialization: Introduction," World Development, Elsevier, vol. 27(9), pages 1503-1514, September.
    49. Michael J. Orlando, 2004. "Measuring Spillovers from Industrial R&D: On the Importance of Geographic and Technological Proximity," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 777-786, Winter.
    50. Lori Rosenkopf & Paul Almeida, 2003. "Overcoming Local Search Through Alliances and Mobility," Management Science, INFORMS, vol. 49(6), pages 751-766, June.
    51. 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.
    52. Nicholas Athanassiou & Douglas Nigh, 2000. "Internationalization, Tacit Knowledge and the Top Management Teams of MNCs," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 31(3), pages 471-487, September.
    53. John Baldwin & Desmond Beckstead & W. Mark Brown & David Rigby, 2008. "Agglomeration and the Geography of Localization Economies in Canada," Regional Studies, Taylor & Francis Journals, vol. 42(1), pages 117-132.
    54. Kolympiris, Christos & Kalaitzandonakes, Nicholas & Miller, Douglas, 2011. "Spatial collocation and venture capital in the US biotechnology industry," Research Policy, Elsevier, vol. 40(9), pages 1188-1199.
    55. Lobo, José & Strumsky, Deborah, 2008. "Metropolitan patenting, inventor agglomeration and social networks: A tale of two effects," Journal of Urban Economics, Elsevier, vol. 63(3), pages 871-884, May.
    56. Daniel Johnson & Kristina Lybecker, 2012. "Does Distance Matter Less Now? The Changing Role of Geography in Biotechnology Innovation," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 40(1), pages 21-35, February.
    57. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    58. Maier, Gunther & Kurka, Bernhard & Trippl, Michaela, 2007. "Knowledge Spillover Agents and Regional Development: Spatial Distribution and Mobility of Star Scientists," Papers DYNREG17, Economic and Social Research Institute (ESRI).
    59. 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.
    60. Austin Nichols & Mark E Schaffer, 2007. "Clustered standard errors in Stata," United Kingdom Stata Users' Group Meetings 2007 07, Stata Users Group.
    61. Stuart, Toby & Sorenson, Olav, 2003. "The geography of opportunity: spatial heterogeneity in founding rates and the performance of biotechnology firms," Research Policy, Elsevier, vol. 32(2), pages 229-253, February.
    62. Michael Funke & Annekatrin Niebuhr, 2005. "Regional Geographic Research and Development Spillovers and Economic Growth: Evidence from West Germany," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 143-153.
    63. Zucker, Lynne G & Darby, Michael R & Brewer, Marilynn B, 1998. "Intellectual Human Capital and the Birth of U.S. Biotechnology Enterprises," American Economic Review, American Economic Association, vol. 88(1), pages 290-306, March.
    64. Richard G. Funderburg & Marlon G. Boarnet, 2008. "Agglomeration Potential: The Spatial Scale of Industry Linkages in the Southern California Economy," Growth and Change, Wiley Blackwell, vol. 39(1), pages 24-57, March.
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    6. Kenneth Zahringer & Christos Kolympiris & Nicholas Kalaitzandonakes, 2017. "Academic knowledge quality differentials and the quality of firm innovation," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 26(5), pages 821-844.
    7. Hoenen, Sebastian & Kolympiris, Christos & Schoenmakers, Wilfred & Kalaitzandonakes, Nicholas, 2014. "The diminishing signaling value of patents between early rounds of venture capital financing," Research Policy, Elsevier, vol. 43(6), pages 956-989.
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    9. Soares, Thiago J. & Torkomian, Ana L.V. & Nagano, Marcelo Seido, 2020. "University regulations, regional development and technology transfer: The case of Brazil," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
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