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Impact of firm heterogeneity on direct and spillover effects of FDI: Micro-evidence from ten transition countries

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  • Damijan, Jože P.
  • Rojec, Matija
  • Majcen, Boris
  • Knell, Mark

Abstract

This paper presents a comparative study of the importance of direct technology transfer and spillovers through FDI on a set of 10 transition countries, using a common methodology and appropriate methods to account for selection and simultaneity correction. This paper considers by far the largest firm level dataset (more than 90,000 firms) used by any study on the spillover effects of FDI. The main novelty of the paper is the explicit control for various sources of firm heterogeneity when accounting for different effects of FDI on firm performance. This work shows that the heterogeneity of firms in terms of absorptive capacity, size, productivity and technology levels affect the results. Controlling for these variables leads to some interesting results, which contrast with the previous empirical work in the field. We find that horizontal spillovers have become increasingly important over the last decade, and they may even become more important than vertical spillovers. Positive horizontal spillovers are equally distributed across size classes of firms, while negative horizontal spillovers seem to be more likely to accrue to smaller firms. Moreover, positive horizontal spillovers seem more likely to be present in medium or high productivity firms with higher absorptive capacities, while negative horizontal spillovers are more likely to affect low to medium productivity firms. These findings suggest that both direct effects from foreign ownership as well as the spillovers from foreign firms substantially depend on the absorptive capacity and productivity level of individual firms. In addition, these results show that foreign presence may also affect smaller firms to a larger extent than larger firms, but this impact may be in either direction.

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  • Damijan, Jože P. & Rojec, Matija & Majcen, Boris & Knell, Mark, 2013. "Impact of firm heterogeneity on direct and spillover effects of FDI: Micro-evidence from ten transition countries," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 895-922.
  • Handle: RePEc:eee:jcecon:v:41:y:2013:i:3:p:895-922
    DOI: 10.1016/j.jce.2012.12.001
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    1. Jonathan E. Haskel & Sonia C. Pereira & Matthew J. Slaughter, 2007. "Does Inward Foreign Direct Investment Boost the Productivity of Domestic Firms?," The Review of Economics and Statistics, MIT Press, vol. 89(3), pages 482-496, August.
    2. Arnold, Jens M. & Javorcik, Beata S. & Mattoo, Aaditya, 2011. "Does services liberalization benefit manufacturing firms?: Evidence from the Czech Republic," Journal of International Economics, Elsevier, vol. 85(1), pages 136-146, September.
    3. Zvi Griliches & Jacques Mairesse, 1995. "Production Functions: The Search for Identification," NBER Working Papers 5067, National Bureau of Economic Research, Inc.
    4. Nina Pavcnik, 2002. "Trade Liberalization, Exit, and Productivity Improvements: Evidence from Chilean Plants," Review of Economic Studies, Oxford University Press, vol. 69(1), pages 245-276.
    5. Holger Görg & David Greenaway, 2004. "Much Ado about Nothing? Do Domestic Firms Really Benefit from Foreign Direct Investment?," World Bank Research Observer, World Bank Group, vol. 19(2), pages 171-197.
    6. Feenstra, Robert C & Markusen, James R, 1994. "Accounting for Growth with New Inputs," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(2), pages 429-447, May.
    7. László Halpern & Balázs Muraközy, 2007. "Does distance matter in spillover?," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 15, pages 781-805, October.
    8. Gábor Békés & Jörn Kleinert & Farid Toubal, 2009. "Spillovers from Multinationals to Heterogeneous Domestic Firms: Evidence from Hungary," The World Economy, Wiley Blackwell, vol. 32(10), pages 1408-1433, October.
    9. Sofronis K. Clerides & Saul Lach & James R. Tybout, 1998. "Is Learning by Exporting Important? Micro-Dynamic Evidence from Colombia, Mexico, and Morocco," The Quarterly Journal of Economics, Oxford University Press, vol. 113(3), pages 903-947.
    10. Nigel Driffield & Max Munday & Annette Roberts, 2002. "Foreign Direct Investment, Transactions Linkages, and the Performance of the Domestic Sector," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 9(3), pages 335-351.
    11. Ethier, Wilfred, 1979. "Internationally decreasing costs and world trade," Journal of International Economics, Elsevier, vol. 9(1), pages 1-24, February.
    12. Wolfgang Keller & Stephen R. Yeaple, 2009. "Multinational Enterprises, International Trade, and Productivity Growth: Firm-Level Evidence from the United States," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 821-831, November.
    13. Sourafel Girma & Holger Görg, 2016. "Multinationals’ Productivity Advantage: Scale Or Technology?," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 1, pages 3-15, World Scientific Publishing Co. Pte. Ltd..
    14. Ann E. Harrison & Brian J. Aitken, 1999. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," American Economic Review, American Economic Association, vol. 89(3), pages 605-618, June.
    15. Markusen, James R. & Venables, Anthony J., 1999. "Foreign direct investment as a catalyst for industrial development," European Economic Review, Elsevier, vol. 43(2), pages 335-356, February.
    16. Keller, Wolfgang, 1998. "Are international R&D spillovers trade-related?: Analyzing spillovers among randomly matched trade partners," European Economic Review, Elsevier, vol. 42(8), pages 1469-1481, September.
    17. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    18. Arnold, Jens Matthias & Javorcik, Beata Smarzynska, 2005. "Gifted kids or pushy parents? Foreign acquisitions and plant performance in Indonesia," Policy Research Working Paper Series 3597, The World Bank.
    19. Bernstein, Jeffrey I. & Mohnen, Pierre, 1998. "International R&D spillovers between U.S. and Japanese R&D intensive sectors," Journal of International Economics, Elsevier, vol. 44(2), pages 315-338, April.
    20. Gorodnichenko, Yuriy & Svejnar, Jan & Terrell, Katherine, 2007. "When Does FDI Have Positive Spillovers? Evidence from 17 Emerging Market Economies," CEPR Discussion Papers 6546, C.E.P.R. Discussion Papers.
    21. Blomstrom, Magnus & Wolff, E.N., 1989. "Multinational Corporations And Productivity Convergence In Mexico," Working Papers 89-28, C.V. Starr Center for Applied Economics, New York University.
    22. Kokko, Ari, 1994. "Technology, market characteristics, and spillovers," Journal of Development Economics, Elsevier, vol. 43(2), pages 279-293, April.
    23. Wolfgang Keller, 2004. "International Technology Diffusion," Journal of Economic Literature, American Economic Association, vol. 42(3), pages 752-782, September.
    24. Ben Hamida, Lamia & Gugler, Philippe, 2009. "Are there demonstration-related spillovers from FDI?: Evidence from Switzerland," International Business Review, Elsevier, vol. 18(5), pages 494-508, October.
    25. Davide Castellani & Antonello Zanfei, 2003. "Technology gaps, absorptive capacity and the impact of inward investments on productivity of European firms ," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 12(6), pages 555-576.
    26. Susanto Basu & John G. Fernald, 1995. "Aggregate productivity and the productivity of aggregates," International Finance Discussion Papers 532, Board of Governors of the Federal Reserve System (U.S.), revised 1995.
    27. Caves, Richard E, 1974. "Multinational Firms, Competition, and Productivity in Host-Country Markets," Economica, London School of Economics and Political Science, vol. 41(162), pages 176-193, May.
    28. Renáta Kosová, 2010. "Do Foreign Firms Crowd Out Domestic Firms? Evidence from the Czech Republic," The Review of Economics and Statistics, MIT Press, vol. 92(4), pages 861-881, November.
    29. Lee Branstetter, 1996. "Are Knowledge Spillovers International or Intranational in Scope? Microeconometric Evidence from the Japan and the United States," NBER Working Papers 5800, National Bureau of Economic Research, Inc.
    30. Marcella Nicolini & Laura Resmini, 2010. "FDI spillovers in new EU member states," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 18(3), pages 487-511, July.
    31. Magnus Blomström & Ari Kokko & Mario Zejan, 1994. "Host country competition, labor skills, and technology transfer by multinationals," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 130(3), pages 521-533, September.
    32. Kasahara, Hiroyuki & Rodrigue, Joel, 2008. "Does the use of imported intermediates increase productivity? Plant-level evidence," Journal of Development Economics, Elsevier, vol. 87(1), pages 106-118, August.
    33. Kugler, Maurice, 2006. "Spillovers from foreign direct investment: Within or between industries?," Journal of Development Economics, Elsevier, vol. 80(2), pages 444-477, August.
    34. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    35. Sjoholm, Fredrik, 1999. "Productivity Growth in Indonesia: The Role of Regional Characteristics and Direct Foreign Investment," Economic Development and Cultural Change, University of Chicago Press, vol. 47(3), pages 559-584, April.
    36. Irina Tytell & Ksenia Yudaeva, 2005. "The Role of FDI in Eastern Europe and New Independent States: New Channels for the Spillover Effect," Working Papers w0060, New Economic School (NES).
    37. Irina Tytell & Ksenia Yudaeva, 2005. "The Role of FDI in Eastern Europe and New Independent States: New Channels for the Spillover Effect," Working Papers w0060, Center for Economic and Financial Research (CEFIR).
    38. Mombert Hoppe, 2005. "Technology Transfer Through Trade," Working Papers 2005.19, Fondazione Eni Enrico Mattei.
    39. James R. Markusen & James R. Melvin, 1981. "Trade, Factor Prices, and the Gains from Trade with Increasing Returns to Scale," Canadian Journal of Economics, Canadian Economics Association, vol. 14(3), pages 450-469, August.
    40. Eaton, Jonathan & Kortum, Samuel, 1996. "Trade in ideas Patenting and productivity in the OECD," Journal of International Economics, Elsevier, vol. 40(3-4), pages 251-278, May.
    41. Adam Jaffe & Manuel Trajtenberg, 1999. "International Knowledge Flows: Evidence From Patent Citations," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 8(1-2), pages 105-136.
    42. Ronald Findlay, 1978. "Relative Backwardness, Direct Foreign Investment, and the Transfer of Technology: A Simple Dynamic Model," The Quarterly Journal of Economics, Oxford University Press, vol. 92(1), pages 1-16.
    43. Borensztein, E. & De Gregorio, J. & Lee, J-W., 1998. "How does foreign direct investment affect economic growth?1," Journal of International Economics, Elsevier, vol. 45(1), pages 115-135, June.
    44. Girma, Sourafel & Gong, Yundan & Görg, Holger, 2006. "Can You Teach Old Dragons New Tricks? FDI and Innovation Activity in Chinese State-Owned Enterprises," CEPR Discussion Papers 5838, C.E.P.R. Discussion Papers.
    45. Salvador Barrios & Holger Görg & Eric Strobl, 2016. "Spillovers through backward linkages from multinationals: Measurement matters!," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT, chapter 11, pages 213-226, World Scientific Publishing Co. Pte. Ltd..
    46. De Loecker, Jan, 2007. "Do exports generate higher productivity? Evidence from Slovenia," Journal of International Economics, Elsevier, vol. 73(1), pages 69-98, September.
    47. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    48. Djankov, Simeon & Hoekman, Bernard M, 2000. "Foreign Investment and Productivity Growth in Czech Enterprises," World Bank Economic Review, World Bank Group, vol. 14(1), pages 49-64, January.
    49. Tomas Havranek & Zuzana Irsova, 2010. "Which Foreigners Are Worth Wooing? A Meta-Analysis of Vertical Spillovers from FDI," Working Papers 2010/03, Czech National Bank.
    50. Lee Branstetter, 2000. "Is Foreign Direct Investment a Channel of Knowledge Spillovers? Evidence from Japan's FDI in the United States," NBER Working Papers 8015, National Bureau of Economic Research, Inc.
    51. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," Review of Economic Studies, Oxford University Press, vol. 70(2), pages 317-341.
    52. 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.
    53. Zvi Griliches, 1998. "The Search for R&D Spillovers," NBER Chapters,in: R&D and Productivity: The Econometric Evidence, pages 251-268 National Bureau of Economic Research, Inc.
    54. Holger Görg & Eric Strobl, 2016. "Multinational Companies And Productivity Spillovers: A Meta-Analysis," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 8, pages 145-161, World Scientific Publishing Co. Pte. Ltd..
    55. Sourafel Girma & David Greenaway & Katharine Wakelin, 2013. "Who Benefits from Foreign Direct Investment in the UK?," Scottish Journal of Political Economy, Scottish Economic Society, vol. 60(5), pages 560-574, November.
    56. Fernandes, Ana M. & Paunov, Caroline, 2012. "Foreign direct investment in services and manufacturing productivity: Evidence for Chile," Journal of Development Economics, Elsevier, vol. 97(2), pages 305-321.
    57. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta-Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(s1), pages 640-655, August.
    58. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    59. Heckman, James, 2013. "Sample selection bias as a specification error," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 31(3), pages 129-137.
    60. Helpman, Elhanan, 1984. "A Simple Theory of International Trade with Multinational Corporations," Journal of Political Economy, University of Chicago Press, vol. 92(3), pages 451-471, June.
    61. Veugelers, Reinhilde & Cassiman, Bruno, 1999. "Make and buy in innovation strategies: evidence from Belgian manufacturing firms," Research Policy, Elsevier, vol. 28(1), pages 63-80, January.
    62. Damijan, Joze P. & Knell, Mark & Majcen, Boris & Rojec, Matija, 2003. "The role of FDI, R&D accumulation and trade in transferring technology to transition countries: evidence from firm panel data for eight transition countries," Economic Systems, Elsevier, vol. 27(2), pages 189-204, June.
    63. Marcella Nicolini & Laura Resmini, 2006. "The Impact of Mnes on Domestic Firms in CEECS: A Micro-Econometric Approach," ERSA conference papers ersa06p411, European Regional Science Association.
    64. Blomstrom, Magnus & Sjoholm, Fredrik, 1999. "Technology transfer and spillovers: Does local participation with multinationals matter?1," European Economic Review, Elsevier, vol. 43(4-6), pages 915-923, April.
    65. Harrison, Ann, 1995. "Determinants and effects of direct foreign investment in Cote d'Ivoire, Morocco, and Venezuela," MPRA Paper 36594, University Library of Munich, Germany.
    66. Joze P. Damijan & Mark Knell & Boris Majcen & Matija Rojec, 2003. "Technology Transfer through FDI in Top-10 Transition Countries: How Important are Direct Effects, Horizontal and Vertical Spillovers?," William Davidson Institute Working Papers Series 549, William Davidson Institute at the University of Michigan.
    67. Ewe-Ghee Lim, 2001. "Determinants of, and the Relation Between, Foreign Direct Investment and Growth; A Summary of the Recent Literature," IMF Working Papers 01/175, International Monetary Fund.
    68. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    69. Molly Lesher & Sébastien Miroudot, 2008. "FDI Spillovers and their Interrelationships with Trade," OECD Trade Policy Papers 80, OECD Publishing.
    70. Edwin Mansfield & Anthony Romeo, 1980. "Technology Transfer to Overseas Subsidiaries by U. S.-Based Firms," The Quarterly Journal of Economics, Oxford University Press, vol. 95(4), pages 737-750.
    71. Keller, Wolfgang, 2002. "Trade and the Transmission of Technology," Journal of Economic Growth, Springer, vol. 7(1), pages 5-24, March.
    72. Kugler, Maurice, 2000. "The diffusion of externalities from foreign direct investment: theory ahead of measurement," Discussion Paper Series In Economics And Econometrics 0023, Economics Division, School of Social Sciences, University of Southampton.
    73. Gordon H. HANSON, 2001. "Should Countries Promote Foreign Direct Investment?," G-24 Discussion Papers 9, United Nations Conference on Trade and Development.
    74. Yuko Kinoshita, 2000. "R&D and technology spillovers via FDI: Innovation and absorptive capacity," CERGE-EI Working Papers wp163, The Center for Economic Research and Graduate Education - Economics Institute, Prague.
    75. Amemiya, Takeshi, 1984. "Tobit models: A survey," Journal of Econometrics, Elsevier, vol. 24(1-2), pages 3-61.
    76. Blomström, Magnus & Globerman, Steve & Kokko, Ari, 2000. "The Determinants of Host Country Spillovers from Foreign Direct Investment," CEPR Discussion Papers 2350, C.E.P.R. Discussion Papers.
    77. Glass, Amy Jocelyn & Saggi, Kamal, 1998. "International technology transfer and the technology gap," Journal of Development Economics, Elsevier, vol. 55(2), pages 369-398, April.
    78. Davide Castellani & Antonello Zanfei, 2007. "Multinational companies and productivity spillovers: is there a specification error?," Applied Economics Letters, Taylor & Francis Journals, vol. 14(14), pages 1047-1051.
    79. Rossitza B. Wooster & David S. Diebel, 2010. "Productivity Spillovers from Foreign Direct Investment in Developing Countries: A Meta‐Regression Analysis," Review of Development Economics, Wiley Blackwell, vol. 14(3), pages 640-655, August.
    80. Moses Abramovitz, 1956. "Resource and Output Trends in the United States since 1870," NBER Books, National Bureau of Economic Research, Inc, number abra56-1.
    81. Haddad, Mona & Harrison, Ann, 1993. "Are there positive spillovers from direct foreign investment? : Evidence from panel data for Morocco," Journal of Development Economics, Elsevier, vol. 42(1), pages 51-74, October.
    82. Filip Abraham & Jozef Konings & Veerle Slootmaekers, 2010. "FDI spillovers in the Chinese manufacturing sector," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 18(1), pages 143-182, January.
    83. Moses Abramovitz, 1956. "Resource and Output Trends in the United States since 1870," NBER Chapters, in: Resource and Output Trends in the United States since 1870, pages 1-23, National Bureau of Economic Research, Inc.
    84. Yuko Kinoshita, 2000. "R&D and Technology Spillovers via FDI: Innovation and Absorptive Capacity," William Davidson Institute Working Papers Series 349, William Davidson Institute at the University of Michigan.
    85. Hoekman, Bernard & Mattoo, Aaditya, 2008. "Services trade and growth," Policy Research Working Paper Series 4461, The World Bank.
    86. John Cantwell, 1987. "The Reorganization of European Industries After Integration: Selected Evidence on the Role of Multinational Enterprise Activities," Journal of Common Market Studies, Wiley Blackwell, vol. 26(2), pages 127-151, December.
    87. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," Review of Economic Studies, Oxford University Press, vol. 58(2), pages 277-297.
    88. Baumol, William J. & Nelson, Richard R. & Wolff, Edward N. (ed.), 1994. "Convergence of Productivity: Cross-National Studies and Historical Evidence," OUP Catalogue, Oxford University Press, number 9780195083903.
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    Keywords

    Foreign direct investment; Technology transfer; Spillovers; Transition economies; Firm heterogeneity;

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • F14 - International Economics - - Trade - - - Empirical Studies of Trade

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