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R&D Networks: Theory, Empirics and Policy Implications

  • Michael D. Koenig


    (Stanford University)

  • Xiaodong Liu


    (University of Colorado)

  • Yves Zenou


    (Stockholm University)

We study a structural model of R&D alliance networks in which firms jointly form R&D collaborations to lower their production costs while competing on the product market. We derive the Nash equilibrium of this game, provide a welfare analysis and determine the optimal R&D subsidy program that maximizes total welfare. We also identify the key firms, i.e. the firms whose exit would reduce welfare the most. We then structurally estimate our model using a panel dataset of R&D collaborations and annual company reports. We use our estimates to identify the key firms and analyze the impact of R&D subsidy programs. Moreover, we analyze temporal changes in the rankings of key firms and how these changes affect the optimal R&D policy.

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Paper provided by Stanford Institute for Economic Policy Research in its series Discussion Papers with number 13-027.

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Date of creation: Feb 2014
Date of revision:
Handle: RePEc:sip:dpaper:13-027
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  1. William Kerr & Ufuk Akcigit & Nicholas Bloom & Daron Acemoglu, 2015. "Innovation, Reallocation and Growth," 2015 Meeting Papers 188, Society for Economic Dynamics.
  2. Rachel Griffith & Rupert Harrison & John Van Reenen, 2004. "How special is the special relationship? Using the impact of US R&D spillovers on UK firms as a test of technology sourcing," IFS Working Papers W04/32, Institute for Fiscal Studies.
  3. Leahy, Dermot & Neary, J Peter, 1997. "Public Policy towards R&D in Oligopolistic Industries," American Economic Review, American Economic Association, vol. 87(4), pages 642-62, September.
  4. Nick Bloom & Mark Schankerman & John Van Reenen, 2007. "Identifying technology spillovers and product market rivalry," LSE Research Online Documents on Economics 5091, London School of Economics and Political Science, LSE Library.
  5. Robert W. Staiger & Kyle Bagwell, 1990. "The Sensitivity of Strategic and Corrective R&D Policy in Oligopolistic Industries," NBER Working Papers 3236, National Bureau of Economic Research, Inc.
  6. Suzumura, Kotaro, 1992. "Cooperative and Noncooperative R&D in an Oligopoly with Spillovers," American Economic Review, American Economic Association, vol. 82(5), pages 1307-20, December.
  7. Wang, Wei & Lee, Lung-fei, 2013. "Estimation of spatial panel data models with randomly missing data in the dependent variable," Regional Science and Urban Economics, Elsevier, vol. 43(3), pages 521-538.
  8. Riccaboni, Massimo & Pammolli, Fabio, 2001. "On Firm Growth in Networks," MPRA Paper 15964, University Library of Munich, Germany, revised 12 Nov 2001.
  9. Calvó-Armengol, Antoni & Patacchini, Eleonora & Zenou, Yves, 2008. "Peer Effects and Social Networks in Education," CEPR Discussion Papers 7060, C.E.P.R. Discussion Papers.
  10. Lindquist, Matthew J. & Zenou, Yves, 2014. "Key Players in Co-Offending Networks," IZA Discussion Papers 8012, Institute for the Study of Labor (IZA).
  11. Qiu, Larry D. & Tao, Zhigang, 1998. "Policy on international R&D cooperation: Subsidy or tax?," European Economic Review, Elsevier, vol. 42(9), pages 1727-1750, November.
  12. Lee, Lung-fei & Liu, Xiaodong, 2010. "Efficient Gmm Estimation Of High Order Spatial Autoregressive Models With Autoregressive Disturbances," Econometric Theory, Cambridge University Press, vol. 26(01), pages 187-230, February.
  13. SONG, Huasheng & VANNETELBOSCH, Vincent, 2005. "International R&D collaboration networks," CORE Discussion Papers 2005040, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  14. Nooteboom, B. & Vanheverbeke, W.P.M. & Duysters, G.M. & Gilsing, V.A. & Oord van den, A,J,, 2005. "Optimal cognitive distance and absorptive capacity," Working Papers 05.05, Eindhoven Center for Innovation Studies.
  15. repec:cup:cbooks:9780521857406 is not listed on IDEAS
  16. Roijakkers, Nadine & Hagedoorn, John, 2006. "Inter-firm R&D partnering in pharmaceutical biotechnology since 1975: Trends, patterns, and networks," Research Policy, Elsevier, vol. 35(3), pages 431-446, April.
  17. Matthew O. Jackson & Asher Wolinsky, 1995. "A Strategic Model of Social and Economic Networks," Discussion Papers 1098R, Northwestern University, Center for Mathematical Studies in Economics and Management Science.
  18. Martin L. Weitzman, 1995. "Recombinant Growth," Harvard Institute of Economic Research Working Papers 1722, Harvard - Institute of Economic Research.
  19. Bramoullé, Yann & Djebbari, Habiba & Fortin, Bernard, 2009. "Identification of peer effects through social networks," Journal of Econometrics, Elsevier, vol. 150(1), pages 41-55, May.
  20. Bastian Westbrock, 2010. "Natural concentration in industrial research collaboration," RAND Journal of Economics, RAND Corporation, vol. 41(2), pages 351-371.
  21. Dangalchev, Chavdar, 2006. "Residual closeness in networks," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 365(2), pages 556-564.
  22. Seung Ho Park & Michael V. Russo, 1996. "When Competition Eclipses Cooperation: An Event History Analysis of Joint Venture Failure," Management Science, INFORMS, vol. 42(6), pages 875-890, June.
  23. Blume, Lawrence E. & Brock, William A. & Durlauf, Steven N. & Ioannides, Yannis M., 2010. "Identification of Social Interactions," Economics Series 260, Institute for Advanced Studies.
  24. Leonard, William N, 1971. "Research and Development in Industrial Growth," Journal of Political Economy, University of Chicago Press, vol. 79(2), pages 232-56, March-Apr.
  25. Giammario Impullitti, 2008. "International Competition and U.S. R&D Subsidies: A Quantitative Welfare Analysis," Economic Reports 15-08, FEDEA.
  26. Robert Dur & Joeri Sol, 2008. "Social Interaction, Co-Worker Altruism, and Incentives," Tinbergen Institute Discussion Papers 08-094/1, Tinbergen Institute, revised 03 Aug 2009.
  27. Helsley, Robert W. & Zenou, Yves, 2011. "Social Networks and Interactions in Cities," IZA Discussion Papers 5506, Institute for the Study of Labor (IZA).
  28. William A. Brock & Steven N. Durlauf, 2009. "Adoption Curves and Social Interactions," NBER Working Papers 15065, National Bureau of Economic Research, Inc.
  29. Coralio Ballester & Antoni Calvó-Armengol & Yves Zenou, 2010. "Delinquent Networks," Journal of the European Economic Association, MIT Press, vol. 8(1), pages 34-61, 03.
  30. d'Aspremont, Claude & Jacquemin, Alexis, 1988. "Cooperative and Noncooperative R&D in Duopoly with Spillovers," American Economic Review, American Economic Association, vol. 78(5), pages 1133-37, December.
  31. Liu, Xiaodong & Patacchini, Eleonora & Zenou, Yves & Lee, Lung-Fei, 2011. "Criminal Networks: Who is the Key Player?," Research Papers in Economics 2011:7, Stockholm University, Department of Economics.
  32. Nicholas Bloom & Rachel Griffith & John Van Reenen, 2007. "Do R&D Tax Credits Work? Evidence from a Panel of Countries 1979-1997," Discussion Papers 07-020, Stanford Institute for Economic Policy Research.
  33. Cohen, Wesley M & Klepper, Steven, 1996. "A Reprise of Size and R&D," Economic Journal, Royal Economic Society, vol. 106(437), pages 925-51, July.
  34. Goyal, Sanjeev & Joshi, Sumit, 2003. "Networks of collaboration in oligopoly," Games and Economic Behavior, Elsevier, vol. 43(1), pages 57-85, April.
  35. repec:cup:cbooks:9780521674096 is not listed on IDEAS
  36. Steven N. Durlauf & Yannis M. Ioannides, 2010. "Social Interactions," Annual Review of Economics, Annual Reviews, vol. 2(1), pages 451-478, 09.
  37. Manski, Charles F, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," Review of Economic Studies, Wiley Blackwell, vol. 60(3), pages 531-42, July.
  38. Duso, Tomaso & Röller, Lars-Hendrik & Seldeslachts, Jo, 2010. "Collusion through Joint R&D: An Empirical Assessment," Discussion Paper Series of SFB/TR 15 Governance and the Efficiency of Economic Systems 343, Free University of Berlin, Humboldt University of Berlin, University of Bonn, University of Mannheim, University of Munich.
  39. Xu Lin, 2010. "Identifying Peer Effects in Student Academic Achievement by Spatial Autoregressive Models with Group Unobservables," Journal of Labor Economics, University of Chicago Press, vol. 28(4), pages 825-860, October.
  40. Wansbeek, Tom & Kapteyn, Arie, 1989. "Estimation of the error-components model with incomplete panels," Journal of Econometrics, Elsevier, vol. 41(3), pages 341-361, July.
  41. König, Michael & Tessone, Claudio J. & Zenou, Yves, 2012. "Nestedness in Networks: A Theoretical Model and Some Applications," CEPR Discussion Papers 8807, C.E.P.R. Discussion Papers.
  42. Liu, Xiaodong, 2013. "Estimation of a local-aggregate network model with sampled networks," Economics Letters, Elsevier, vol. 118(1), pages 243-246.
  43. Kamien, Morton I & Muller, Eitan & Zang, Israel, 1992. "Research Joint Ventures and R&D Cartels," American Economic Review, American Economic Association, vol. 82(5), pages 1293-306, December.
  44. Coralio Ballester & Antoni Calvó-Armengol & Yves Zenou, 2004. "Who's Who in Networks. Wanted: The Key Player," Working Papers 178, Barcelona Graduate School of Economics.
  45. Cohen, Wesley M & Klepper, Steven, 1996. "Firm Size and the Nature of Innovation within Industries: The Case of Process and Product R&D," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 232-43, May.
  46. Cohen-Cole, Ethan, 2006. "Multiple groups identification in the linear-in-means model," Economics Letters, Elsevier, vol. 92(2), pages 157-162, August.
  47. 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.
  48. Sanjeev Goyal, 2007. "Introduction to Connections: An Introduction to the Economics of Networks
    [Connections: An Introduction to the Economics of Networks]
    ," Introductory Chapters, Princeton University Press.
  49. König, Michael D. & Battiston, Stefano & Napoletano, Mauro & Schweitzer, Frank, 2012. "The efficiency and stability of R&D networks," Games and Economic Behavior, Elsevier, vol. 75(2), pages 694-713.
  50. Spence, Michael, 1984. "Cost Reduction, Competition, and Industry Performance," Econometrica, Econometric Society, vol. 52(1), pages 101-21, January.
  51. Nirvikar Singh & Xavier Vives, 1984. "Price and Quantity Competition in a Differentiated Duopoly," RAND Journal of Economics, The RAND Corporation, vol. 15(4), pages 546-554, Winter.
  52. Michelle S. Goeree & Eric Helland, 2009. "Do research joint ventures serve a collusive function?," IEW - Working Papers 448, Institute for Empirical Research in Economics - University of Zurich, revised Jul 2012.
  53. Venkatesh Bala & Sanjeev Goyal, 2000. "A Noncooperative Model of Network Formation," Econometrica, Econometric Society, vol. 68(5), pages 1181-1230, September.
  54. Gadi Barlevy, 2007. "On the Cyclicality of Research and Development," American Economic Review, American Economic Association, vol. 97(4), pages 1131-1164, September.
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