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Technological proximity and recombinative innovation in the alternative energy field

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  • Guan, Jian Cheng
  • Yan, Yan

Abstract

Recombination of knowledge elements has been recognized as important innovation activities. This study aims to develop a new measurement of recombinative innovation and firstly explores its antecedents at the country-dyad level. We analyze 41,007 US alternative energy patents granted between 1976 and 2012. Based on multi-source data and longitudinal design, Quadratic Assignment Procedure (QAP) model results indicate that two countries’ technological proximity (TP) takes an inverted U-shaped relationship with their recombinative innovation (RI), which means that TP could raise the potential of joint recombination, but should not become too high because of great knowledge homogenization. Furthermore, we test two types of distances (i.e., cultural and geographical) as moderators of the relationship between TP and RI. Cultural distance negatively moderates the relationship between TP and RI, but moderating role of geographical distance is not supported in this research. The findings of this study, besides having implications for management and policy, have implications on the research of recombinative innovation, inter-national collaboration and partner selection strategy.

Suggested Citation

  • Guan, Jian Cheng & Yan, Yan, 2016. "Technological proximity and recombinative innovation in the alternative energy field," Research Policy, Elsevier, vol. 45(7), pages 1460-1473.
  • Handle: RePEc:eee:respol:v:45:y:2016:i:7:p:1460-1473
    DOI: 10.1016/j.respol.2016.05.002
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    as
    1. Sarooghi, Hessamoddin & Libaers, Dirk & Burkemper, Andrew, 2015. "Examining the relationship between creativity and innovation: A meta-analysis of organizational, cultural, and environmental factors," Journal of Business Venturing, Elsevier, vol. 30(5), pages 714-731.
    2. Jon Sundbo & Faïz Gallouj, 1998. "Innovation as a loosely coupled system in services," Post-Print halshs-01113675, HAL.
    3. de Rassenfosse, Gaetan & van Pottelsberghe de la Potterie, Bruno, 2009. "A policy insight into the R&D-patent relationship," Research Policy, Elsevier, vol. 38(5), pages 779-792, June.
    4. Guan, Jiancheng & Liu, Na, 2016. "Exploitative and exploratory innovations in knowledge network and collaboration network: A patent analysis in the technological field of nano-energy," Research Policy, Elsevier, vol. 45(1), pages 97-112.
    5. 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.
    6. McNamee, Robert C., 2013. "Can’t see the forest for the leaves: Similarity and distance measures for hierarchical taxonomies with a patent classification example," Research Policy, Elsevier, vol. 42(4), pages 855-873.
    7. Gallouj, Faiz & Weinstein, Olivier, 1997. "Innovation in services," Research Policy, Elsevier, vol. 26(4-5), pages 537-556, December.
    8. Archibugi, Daniele & Pianta, Mario, 1992. "Specialization and size of technological activities in industrial countries: The analysis of patent data," Research Policy, Elsevier, vol. 21(1), pages 79-93, February.
    9. Corrocher, Nicoletta & Zirulia, Lorenzo, 2010. "Demand and innovation in services: The case of mobile communications," Research Policy, Elsevier, vol. 39(7), pages 945-955, September.
    10. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    11. Oded Shenkar, 2001. "Cultural Distance Revisited: Towards a More Rigorous Conceptualization and Measurement of Cultural Differences," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 32(3), pages 519-535, September.
    12. Guellec, Dominique & Pottelsberghe de la Potterie, Bruno v., 2001. "The internationalisation of technology analysed with patent data," Research Policy, Elsevier, vol. 30(8), pages 1253-1266, October.
    13. Altenburg, Tilman & Schmitz, Hubert & Stamm, Andreas, 2008. "Breakthrough China's and India's Transition from Production to Innovation," World Development, Elsevier, vol. 36(2), pages 325-344, February.
    14. Wolfgang Keller, 2002. "Geographic Localization of International Technology Diffusion," American Economic Review, American Economic Association, vol. 92(1), pages 120-142, March.
    15. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    16. Bahar, Dany & Hausmann, Ricardo & Hidalgo, Cesar A., 2014. "Neighbors and the evolution of the comparative advantage of nations: Evidence of international knowledge diffusion?," Journal of International Economics, Elsevier, vol. 92(1), pages 111-123.
    17. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    18. Mancusi, Maria Luisa, 2008. "International spillovers and absorptive capacity: A cross-country cross-sector analysis based on patents and citations," Journal of International Economics, Elsevier, vol. 76(2), pages 155-165, December.
    19. 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.
    20. Fitjar, Rune Dahl & Rodríguez-Pose, Andrés, 2013. "Firm collaboration and modes of innovation in Norway," Research Policy, Elsevier, vol. 42(1), pages 128-138.
    21. van den Bergh, Jeroen C.J.M., 2008. "Optimal diversity: Increasing returns versus recombinant innovation," Journal of Economic Behavior & Organization, Elsevier, vol. 68(3-4), pages 565-580, December.
    22. Tether, B. & Bascavusoglu-Moreau, E., 2012. "A Different Path to Growth? Service Innovation and Performance amongst UK Manufacturers," Working Papers wp433, Centre for Business Research, University of Cambridge.
    23. Schilling, Melissa A. & Green, Elad, 2011. "Recombinant search and breakthrough idea generation: An analysis of high impact papers in the social sciences," Research Policy, Elsevier, vol. 40(10), pages 1321-1331.
    24. Guan, Jiancheng & Zhao, Qingjun, 2013. "The impact of university–industry collaboration networks on innovation in nanobiopharmaceuticals," Technological Forecasting and Social Change, Elsevier, vol. 80(7), pages 1271-1286.
    25. Fleming, Lee & Sorenson, Olav, 2001. "Technology as a complex adaptive system: evidence from patent data," Research Policy, Elsevier, vol. 30(7), pages 1019-1039, August.
    26. Gatignon, Hubert & Anderson, Erin, 1988. "The Multinational Corporation's Degree of Control over Foreign Subsidiaries: An Empirical Test of a Transaction Cost Explanation," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 4(2), pages 305-336, Fall.
    27. Uwe Cantner & Andreas Meder, 2007. "Technological proximity and the choice of cooperation partner," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 2(1), pages 45-65, June.
    28. Yu-Chieh Lo, Jade, 2015. "Selling science: Resource mobilization strategies in the emerging field of nanotechnology," Research Policy, Elsevier, vol. 44(8), pages 1513-1526.
    29. 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.
    30. Guan, Jiancheng & Zhang, Jingjing & Yan, Yan, 2015. "The impact of multilevel networks on innovation," Research Policy, Elsevier, vol. 44(3), pages 545-559.
    31. Tom Broekel & Ron Boschma, 2012. "Knowledge networks in the Dutch aviation industry: the proximity paradox," Journal of Economic Geography, Oxford University Press, vol. 12(2), pages 409-433, March.
    32. Eike W. Schamp & Bernd Rentmeister & Vivien Lo, 2004. "Dimensions of proximity in knowledge-based networks: The cases of investment banking and automobile design," European Planning Studies, Taylor & Francis Journals, vol. 12(5), pages 607-624, July.
    33. De Dreu, Carsten K. W., 2010. "Human Creativity: Reflections on the Role of Culture," Management and Organization Review, Cambridge University Press, vol. 6(3), pages 437-446, November.
    34. Gautam Ahuja & Riitta Katila, 2001. "Technological acquisitions and the innovation performance of acquiring firms: a longitudinal study," Strategic Management Journal, Wiley Blackwell, vol. 22(3), pages 197-220, March.
    35. Schoenmakers, Wilfred & Duysters, Geert, 2010. "The technological origins of radical inventions," Research Policy, Elsevier, vol. 39(8), pages 1051-1059, October.
    36. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    37. 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.
    38. Ranjay Gulati & Maxim Sytch & Adam Tatarynowicz, 2012. "The Rise and Fall of Small Worlds: Exploring the Dynamics of Social Structure," Organization Science, INFORMS, vol. 23(2), pages 449-471, April.
    39. Shane, Scott, 1993. "Cultural influences on national rates of innovation," Journal of Business Venturing, Elsevier, vol. 8(1), pages 59-73, January.
    40. Peter J. Lane & Michael Lubatkin, 1998. "Relative absorptive capacity and interorganizational learning," Post-Print hal-02311860, HAL.
    41. Cloodt, Myriam & Hagedoorn, John & Van Kranenburg, Hans, 2006. "Mergers and acquisitions: Their effect on the innovative performance of companies in high-tech industries," Research Policy, Elsevier, vol. 35(5), pages 642-654, June.
    42. Faïz Gallouj, 1997. "Towards a neo-Schumpeterian theory of innovation in services?," Science and Public Policy, Oxford University Press, vol. 24(6), pages 405-420, December.
    43. Geert Hofstede, 1983. "The Cultural Relativity of Organizational Practices and Theories," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 14(2), pages 75-89, June.
    44. Mariassunta Giannetti & Yishay Yafeh, 2012. "Do Cultural Differences Between Contracting Parties Matter? Evidence from Syndicated Bank Loans," Management Science, INFORMS, vol. 58(2), pages 365-383, February.
    45. Berchicci, Luca, 2013. "Towards an open R&D system: Internal R&D investment, external knowledge acquisition and innovative performance," Research Policy, Elsevier, vol. 42(1), pages 117-127.
    46. Chen, H. & Chen, G.Q., 2011. "Energy cost of rapeseed-based biodiesel as alternative energy in China," Renewable Energy, Elsevier, vol. 36(5), pages 1374-1378.
    47. Jordan I. Siegel & Amir N. Licht & Shalom H. Schwartz, 2013. "Egalitarianism, Cultural Distance, and Foreign Direct Investment: A New Approach," Organization Science, INFORMS, vol. 24(4), pages 1174-1194, August.
    48. M. S. Dresselhaus & I. L. Thomas, 2001. "Alternative energy technologies," Nature, Nature, vol. 414(6861), pages 332-337, November.
    49. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    50. Alnuaimi, Tufool & Opsahl, Tore & George, Gerard, 2012. "Innovating in the periphery: The impact of local and foreign inventor mobility on the value of Indian patents," Research Policy, Elsevier, vol. 41(9), pages 1534-1543.
    51. Corredoira, Rafael A. & Banerjee, Preeta M., 2015. "Measuring patent's influence on technological evolution: A study of knowledge spanning and subsequent inventive activity," Research Policy, Elsevier, vol. 44(2), pages 508-521.
    52. Melissa A. Schilling & Corey C. Phelps, 2007. "Interfirm Collaboration Networks: The Impact of Large-Scale Network Structure on Firm Innovation," Management Science, INFORMS, vol. 53(7), pages 1113-1126, July.
    53. Pamela J. Hinds & Mark Mortensen, 2005. "Understanding Conflict in Geographically Distributed Teams: The Moderating Effects of Shared Identity, Shared Context, and Spontaneous Communication," Organization Science, INFORMS, vol. 16(3), pages 290-307, June.
    54. Catherine Durnell Cramton, 2001. "The Mutual Knowledge Problem and Its Consequences for Dispersed Collaboration," Organization Science, INFORMS, vol. 12(3), pages 346-371, June.
    55. Marc Gruber & Dietmar Harhoff & Karin Hoisl, 2013. "Knowledge Recombination Across Technological Boundaries: Scientists vs. Engineers," Management Science, INFORMS, vol. 59(4), pages 837-851, April.
    56. Jean O. Lanjouw & Mark Schankerman, 2004. "Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators," Economic Journal, Royal Economic Society, vol. 114(495), pages 441-465, April.
    57. Flor, M. L. & Oltra, M. J., 2004. "Identification of innovating firms through technological innovation indicators: an application to the Spanish ceramic tile industry," Research Policy, Elsevier, vol. 33(2), pages 323-336, March.
    58. Lee Fleming, 2001. "Recombinant Uncertainty in Technological Search," Management Science, INFORMS, vol. 47(1), pages 117-132, January.
    59. Drogendijk, Rian & Slangen, Arjen, 2006. "Hofstede, Schwartz, or managerial perceptions? The effects of different cultural distance measures on establishment mode choices by multinational enterprises," International Business Review, Elsevier, vol. 15(4), pages 361-380, August.
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