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Supply Chain Control: A Theory of Vertical Integration

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  • Giovanni Ursino

    (DISCE, Università Cattolica)

Abstract

Improving a company's bargaining position is often cited as a chief motivation to vertically integrate with suppliers. This paper expands on that view in building a new theory of vertical integration. In my model firms integrate to gain bargaining power against other suppliers in the production process. The cost of integration is a loss of flexibility in choosing the most suitable suppliers for a particular final product. I show that the firms who make the most specific investments in the production process have the greatest incentive to integrate. The theory provides novel insights to the understanding of numerous stylized facts such as the effect of financial development on the vertical structure of firms, the observed pattern from FDI to outsourcing in international trade, the effect of technological obsolescence on organizations, etc.

Suggested Citation

  • Giovanni Ursino, 2009. "Supply Chain Control: A Theory of Vertical Integration," DISCE - Quaderni dell'Istituto di Economia dell'Impresa e del Lavoro ieil0053, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
  • Handle: RePEc:ctc:serie4:ieil0053
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    1. repec:dau:papers:123456789/6313 is not listed on IDEAS
    2. Bajari, Patrick & Tadelis, Steven, 2001. "Incentives versus Transaction Costs: A Theory of Procurement Contracts," RAND Journal of Economics, The RAND Corporation, vol. 32(3), pages 387-407, Autumn.
    3. Schmitz, Patrick W., 2013. "Bargaining position, bargaining power, and the property rights approach," Economics Letters, Elsevier, vol. 119(1), pages 28-31.
    4. Hart, Oliver & Moore, John, 1990. "Property Rights and the Nature of the Firm," Journal of Political Economy, University of Chicago Press, vol. 98(6), pages 1119-1158, December.
    5. Williamson, Oliver, 2009. "The Theory of the Firm as Governance Structure: From Choice to Contract," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 6, pages 111-134, December.
    6. Ali Hortaçsu & Chad Syverson, 2007. "Cementing Relationships: Vertical Integration, Foreclosure, Productivity, and Prices," Journal of Political Economy, University of Chicago Press, vol. 115, pages 250-301.
    7. John McLaren, 2000. ""Globalization" and Vertical Structure," American Economic Review, American Economic Association, vol. 90(5), pages 1239-1254, December.
    8. Ken Binmore & Ariel Rubinstein & Asher Wolinsky, 1986. "The Nash Bargaining Solution in Economic Modelling," RAND Journal of Economics, The RAND Corporation, vol. 17(2), pages 176-188, Summer.
    9. Chemla, G., 1999. "Downstream Competition, Foreclosure, and Vertical Integration," Papers 99-18, Paris X - Nanterre, U.F.R. de Sc. Ec. Gest. Maths Infor..
    10. Williamson, Oliver E, 1979. "Transaction-Cost Economics: The Governance of Contractural Relations," Journal of Law and Economics, University of Chicago Press, vol. 22(2), pages 233-261, October.
    11. Oliver Hart & Jean Tirole, 1990. "Vertical Integration and Market Foreclosure," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 21(1990 Micr), pages 205-286.
    12. Joskow, Paul L, 1985. "Vertical Integration and Long-term Contracts: The Case of Coal-burning Electric Generating Plants," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 1(1), pages 33-80, Spring.
    13. Daron Acemoglu & Philippe Aghion & Rachel Griffith & Fabrizio Zilibotti, 2010. "Vertical Integration and Technology: Theory and Evidence," Journal of the European Economic Association, MIT Press, vol. 8(5), pages 989-1033, September.
    14. Rachel E. Kranton & Deborah F. Minehart, 2002. "Vertical Foreclosure and Specific Investments," Economics Working Papers 0013, Institute for Advanced Study, School of Social Science.
    15. Sharon Novak & Steven D. Eppinger, 2001. "Sourcing By Design: Product Complexity and the Supply Chain," Management Science, INFORMS, vol. 47(1), pages 189-204, January.
    16. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    17. Grossman, Sanford J & Hart, Oliver D, 1986. "The Costs and Benefits of Ownership: A Theory of Vertical and Lateral Integration," Journal of Political Economy, University of Chicago Press, vol. 94(4), pages 691-719, August.
    18. Enghin Atalay & Ali Horta?su & Chad Syverson, 2014. "Vertical Integration and Input Flows," American Economic Review, American Economic Association, vol. 104(4), pages 1120-1148, April.
    19. Pol Antràs, 2005. "Incomplete Contracts and the Product Cycle," American Economic Review, American Economic Association, vol. 95(4), pages 1054-1073, September.
    20. Eli Bekman & John Bound & Stephen Machin, 1998. "Implications of Skill-Biased Technological Change: International Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1245-1279.
    21. Gilles Chemla, 2003. "Downstream Competition, Foreclosure, and Vertical Integration," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 12(2), pages 261-289, June.
    22. Gene M. Grossman & Elhanan Helpman, 2005. "Outsourcing in a Global Economy," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 135-159.
    23. Matsushima Noriaki & Mizuno Tomomichi, 2012. "Equilibrium Vertical Integration with Complementary Input Markets," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 12(1), pages 1-32, June.
    24. Alberto Iozzi & Tommaso Valletti, 2014. "Vertical Bargaining and Countervailing Power," American Economic Journal: Microeconomics, American Economic Association, vol. 6(3), pages 106-135, August.
    25. Raghuram G. Rajan & Julie Wulf, 2006. "The Flattening Firm: Evidence from Panel Data on the Changing Nature of Corporate Hierarchies," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 759-773, November.
    26. Raghuram G. Rajan & Luigi Zingales, 2001. "The Influence of the Financial Revolution on the Nature of Firms," American Economic Review, American Economic Association, vol. 91(2), pages 206-211, May.
    27. Gilles Chemla & Gilles Chemla, 2003. "Downstream Competition, Foreclosure and Vertical Integration," Post-Print halshs-00679847, HAL.
    28. Daron Acemoglu & Simon Johnson & Todd Mitton, 2005. "Determinants of Vertical Integration: Finance, Contracts, and Regulation," NBER Working Papers 11424, National Bureau of Economic Research, Inc.
    29. Barbara Spencer, 2005. "International outsourcing and incomplete contracts," Canadian Journal of Economics, Canadian Economics Association, vol. 38(4), pages 1107-1135, November.
    30. Langlois, Richard N., 1992. "External Economies and Economic Progress: The Case of the Microcomputer Industry," Business History Review, Cambridge University Press, vol. 66(1), pages 1-50, April.
    31. Bruce Kogut & Udo Zander, 1993. "Knowledge of the Firm and the Evolutionary Theory of the Multinational Corporation," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 24(4), pages 625-645, December.
    32. Catherine C. de Fontenay & Joshua S. Gans, 2005. "Vertical Integration in the Presence of Upstream Competition," RAND Journal of Economics, The RAND Corporation, vol. 36(3), pages 544-572, Autumn.
    33. Stole, Lars A & Zwiebel, Jeffrey, 1996. "Organizational Design and Technology Choice under Intrafirm Bargaining," American Economic Review, American Economic Association, vol. 86(1), pages 195-222, March.
    34. Spencer, Barbara J & Qiu, Larry D, 2001. "Keiretsu and Relationship-Specific Investment: A Barrier to Trade?," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 42(4), pages 871-901, November.
    35. Keith Head & John Ries & Barbara J. Spencer, 2004. "Vertical Networks and US Auto Parts Exports: Is Japan Different?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 13(1), pages 37-67, March.
    36. Daron Acemoglu & Simon Johnson & Todd Mitton, 2009. "Determinants of Vertical Integration: Financial Development and Contracting Costs," Journal of Finance, American Finance Association, vol. 64(3), pages 1251-1290, June.
    37. Michael A. Salinger, 1988. "Vertical Mergers and Market Foreclosure," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 103(2), pages 345-356.
    38. Didier Laussel & Ngo Van Long, 2012. "Vertical Disintegration: A Dynamic Markovian Approach," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 21(3), pages 745-771, September.
    39. Qiu, Larry D. & Spencer, Barbara J., 2002. "Keiretsu and relationship-specific investment: implications for market-opening trade policy," Journal of International Economics, Elsevier, vol. 58(1), pages 49-79, October.
    40. Jensen, Michael C & Murphy, Kevin J, 1990. "Performance Pay and Top-Management Incentives," Journal of Political Economy, University of Chicago Press, vol. 98(2), pages 225-264, April.
    41. Didier Laussel, 2008. "Buying Back Subcontractors: The Strategic Limits of Backward Integration," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 17(4), pages 895-911, December.
    42. Patrick Legros & Andrew F. Newman, 2013. "A Price Theory of Vertical and Lateral Integration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 725-770.
    43. Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, December.
    44. Bengt Holmstrom & John Roberts, 1998. "The Boundaries of the Firm Revisited," Journal of Economic Perspectives, American Economic Association, vol. 12(4), pages 73-94, Fall.
    45. Raymond Vernon, 1966. "International Investment and International Trade in the Product Cycle," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 80(2), pages 190-207.
    46. Riordan, Michael H. & Williamson, Oliver E., 1985. "Asset specificity and economic organization," International Journal of Industrial Organization, Elsevier, vol. 3(4), pages 365-378, December.
    47. Hummels, David & Ishii, Jun & Yi, Kei-Mu, 2001. "The nature and growth of vertical specialization in world trade," Journal of International Economics, Elsevier, vol. 54(1), pages 75-96, June.
    48. Daron Acemoglu & Pol Antràs & Elhanan Helpman, 2007. "Contracts and Technology Adoption," American Economic Review, American Economic Association, vol. 97(3), pages 916-943, June.
    49. Erik Brynjolfsson & Thomas W. Malone & Vijay Gurbaxani & Ajit Kambil, 1994. "Does Information Technology Lead to Smaller Firms?," Management Science, INFORMS, vol. 40(12), pages 1628-1644, December.
    50. Wilson, Robert W, 1977. "The Effect of Technological Environment and Product Rivalry on R&D Effort and Licensing of Inventions," The Review of Economics and Statistics, MIT Press, vol. 59(2), pages 171-178, May.
    51. Commons, John R., 1931. "Institutional Economics," History of Economic Thought Articles, McMaster University Archive for the History of Economic Thought, vol. 21, pages 648-657.
    52. Gene M. Grossman & Elhanan Helpman, 2002. "Integration versus Outsourcing in Industry Equilibrium," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 85-120.
    53. MacDonald, James M, 1985. "Market Exchange or Vertical Integration: An Empirical Analysis," The Review of Economics and Statistics, MIT Press, vol. 67(2), pages 327-331, May.
    54. Masten, Scott E, 1984. "The Organization of Production: Evidence from the Aerospace Industry," Journal of Law and Economics, University of Chicago Press, vol. 27(2), pages 403-417, October.
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    More about this item

    Keywords

    vertical integration; supply chain; bargaining; outside options;
    All these keywords.

    JEL classification:

    • L1 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance
    • L2 - Industrial Organization - - Firm Objectives, Organization, and Behavior

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