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Industrial Relatedness in MNE Spillovers over Geographical Space

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  • Nicola Cortinovis
  • Zhiling Wang
  • Hengky Kurniawan

Abstract

In this paper, we explore how spillovers from multinational enterprises (MNEs) spread and impact domestic firms through different channels and at various spatial scales. Taking a firm-level approach, we test whether industrial relatedness mediates spillover effects from MNEs over and above horizontal and vertical linkages traditionally identified by the literature. Thanks to fine- grained geographical information, we further investigate the spatial reach of the spillovers and how they are associated with domestic firms’ characteristics such as absorptive capacity and technological sophistication. Our hypotheses are tested on a panel data set of Indonesian manufacturing firms census between 2002 to 2009. We find that domestic firms have higher total factor productivity when being exposed to a higher share of output from multinational firms in related industries, on top of the widely acknowledged horizontal and vertical MNE spillovers. We also show that MNE spillovers are sensitive to distance, with relatedness-mediated ones being detected between 30 and 60 km from the municipality of the MNE. Regarding heterogeneity, large firms benefit from productivity-enhancing relatedness spillovers at a wider spatial distance (up to 90km), and firms in less-advanced industries benefit from relatedness mediated effects as much as those in more advanced industries.

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  • Nicola Cortinovis & Zhiling Wang & Hengky Kurniawan, 2021. "Industrial Relatedness in MNE Spillovers over Geographical Space," Papers in Evolutionary Economic Geography (PEEG) 2111, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Mar 2021.
  • Handle: RePEc:egu:wpaper:2111
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    1. Nicola Cortinovis & Riccardo Crescenzi & Frank van Oort, 2020. "Multinational enterprises, industrial relatedness and employment in European regions [Innovation: mapping the winds of creative destruction]," Journal of Economic Geography, Oxford University Press, vol. 20(5), pages 1165-1205.
    2. Ron Boschma & Koen Frenken, 2011. "The emerging empirics of evolutionary economic geography," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 295-307, March.
    3. Holger Görg & David Greenaway, 2016. "Much Ado about Nothing? Do Domestic Firms Really Benefit from Foreign Direct Investment?," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 9, pages 163-189, World Scientific Publishing Co. Pte. Ltd..
    4. Magnus Blomström & Ari Kokko & Mario Zejan, 2000. "Multinational Corporations and Spillovers," Palgrave Macmillan Books, in: Foreign Direct Investment, chapter 8, pages 101-133, Palgrave Macmillan.
    5. Eckhardt Bode & Peter Nunnenkamp & Andreas Waldkirch, 2012. "Spatial effects of foreign direct investment in US states," Canadian Journal of Economics, Canadian Economics Association, vol. 45(1), pages 16-40, February.
    6. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    7. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    8. Torfinn Harding & Beata S. Javorcik, 2011. "Roll Out the Red Carpet and They Will Come: Investment Promotion and FDI Inflows," Economic Journal, Royal Economic Society, vol. 121(557), pages 1445-1476, December.
    9. Riccardo Crescenzi & Arnaud Dyèvre & Frank Neffke, 2022. "Innovation Catalysts: How Multinationals Reshape the Global Geography of Innovation," Economic Geography, Taylor & Francis Journals, vol. 98(3), pages 199-227, May.
    10. Sourafel Girma & Holger Görg & Mauro Pisu, 2016. "Exporting, linkages and productivity spillovers from foreign direct investment," World Scientific Book Chapters, in: MULTINATIONAL ENTERPRISES AND HOST COUNTRY DEVELOPMENT Volume 53: World Scientific Studies in International Economics, chapter 10, pages 191-211, World Scientific Publishing Co. Pte. Ltd..
    11. Magnus Blomström & Ari Kokko & Mario Zejan, 2000. "Technology, Market Characteristics and Spillovers," Palgrave Macmillan Books, in: Foreign Direct Investment, chapter 10, pages 160-176, Palgrave Macmillan.
    12. Jeroen Content & Koen Frenken, 2016. "Related variety and economic development: a literature review," European Planning Studies, Taylor & Francis Journals, vol. 24(12), pages 2097-2112, December.
    13. Ron Boschma, 2017. "Relatedness as driver of regional diversification: a research agenda," Regional Studies, Taylor & Francis Journals, vol. 51(3), pages 351-364, March.
    14. Shengjun Zhu & Canfei He & Yi Zhou, 2017. "How to jump further and catch up? Path-breaking in an uneven industry space," Journal of Economic Geography, Oxford University Press, vol. 17(3), pages 521-545.
    15. Audretsch, David B. & Feldman, Maryann P., 2004. "Knowledge spillovers and the geography of innovation," Handbook of Regional and Urban Economics, in: J. V. Henderson & J. F. Thisse (ed.), Handbook of Regional and Urban Economics, edition 1, volume 4, chapter 61, pages 2713-2739, Elsevier.
    16. 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.
    17. Nicola Cortinovis & Jing Xiao & Ron Boschma & Frank G van Oort, 2017. "Quality of government and social capital as drivers of regional diversification in Europe," Journal of Economic Geography, Oxford University Press, vol. 17(6), pages 1179-1208.
    18. 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.
    19. Boschma, Ron & Capone, Gianluca, 2015. "Institutions and diversification: Related versus unrelated diversification in a varieties of capitalism framework," Research Policy, Elsevier, vol. 44(10), pages 1902-1914.
    20. Jing Xiao & Ron Boschma & Martin Andersson, 2018. "Industrial Diversification in Europe: The Differentiated Role of Relatedness," Economic Geography, Taylor & Francis Journals, vol. 94(5), pages 514-549, October.
    21. Jennifer P. Poole, 2013. "Knowledge Transfers from Multinational to Domestic Firms: Evidence from Worker Mobility," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 393-406, May.
    22. Peter J Buckley & L Jeremy Clegg & Adam R Cross & Xin Liu & Hinrich Voss & Ping Zheng, 2007. "The determinants of Chinese outward foreign direct investment," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 499-518, July.
    23. Breschi, Stefano & Lissoni, Francesco, 2001. "Knowledge Spillovers and Local Innovation Systems: A Critical Survey," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 10(4), pages 975-1005, December.
    24. Lu, Yi & Tao, Zhigang & Zhu, Lianming, 2017. "Identifying FDI spillovers," Journal of International Economics, Elsevier, vol. 107(C), pages 75-90.
    25. Girma, Sourafel & Wakelin, Katharine, 2007. "Local productivity spillovers from foreign direct investment in the U.K. electronics industry," Regional Science and Urban Economics, Elsevier, vol. 37(3), pages 399-412, May.
    26. Bitzer, Jürgen & Geishecker, Ingo & Görg, Holger, 2008. "Productivity spillovers through vertical linkages: Evidence from 17 OECD countries," Economics Letters, Elsevier, vol. 99(2), pages 328-331, May.
    27. Blalock, Garrick & Gertler, Paul J., 2008. "Welfare gains from Foreign Direct Investment through technology transfer to local suppliers," Journal of International Economics, Elsevier, vol. 74(2), pages 402-421, March.
    28. Frank Neffke & Martin Henning & Ron Boschma, 2011. "How Do Regions Diversify over Time? Industry Relatedness and the Development of New Growth Paths in Regions," Economic Geography, Clark University, vol. 87(3), pages 237-265, July.
    29. 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.
    30. Nooteboom, Bart & Van Haverbeke, Wim & Duysters, Geert & Gilsing, Victor & van den Oord, Ad, 2007. "Optimal cognitive distance and absorptive capacity," Research Policy, Elsevier, vol. 36(7), pages 1016-1034, September.
    31. Branstetter, Lee, 2006. "Is foreign direct investment a channel of knowledge spillovers? Evidence from Japan's FDI in the United States," Journal of International Economics, Elsevier, vol. 68(2), pages 325-344, March.
    32. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    33. Liang, Feng Helen, 2017. "Does foreign direct investment improve the productivity of domestic firms? Technology spillovers, industry linkages, and firm capabilities," Research Policy, Elsevier, vol. 46(1), pages 138-159.
    34. Ascani, Andrea & Bettarelli, Luca & Resmini, Laura & Balland, Pierre-Alexandre, 2020. "Global networks, local specialisation and regional patterns of innovation," Research Policy, Elsevier, vol. 49(8).
    35. Paul Bishop & Peter Gripaios, 2010. "Spatial Externalities, Relatedness and Sector Employment Growth in Great Britain," Regional Studies, Taylor & Francis Journals, vol. 44(4), pages 443-454.
    36. Bruno Merlevede & Victoria Purice, 2014. "Distance, Time since Foreign Entry, and Knowledge Spillovers from Foreign Direct Investment," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 14/896, Ghent University, Faculty of Economics and Business Administration.
    37. Beata S. Javorcik, 2015. "Does FDI Bring Good Jobs to Host Countries?," The World Bank Research Observer, World Bank, vol. 30(1), pages 74-94.
    38. Roberto Alvarez & Ricardo A. López, 2008. "Is Exporting a Source of Productivity Spillovers?," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 144(4), pages 723-749, December.
    39. Riccardo Crescenzi & Simona Iammarino, 2017. "Global investments and regional development trajectories: the missing links," Regional Studies, Taylor & Francis Journals, vol. 51(1), pages 97-115, January.
    40. Beata S. Javorcik & Alessia Lo Turco & Daniela Maggioni, 2018. "New and Improved: Does FDI Boost Production Complexity in Host Countries?," Economic Journal, Royal Economic Society, vol. 128(614), pages 2507-2537, September.
    41. László Halpern & Balázs Muraközy, 2007. "Does distance matter in spillover?1," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 15(4), pages 781-805, October.
    42. Henderson, Vernon & Kuncoro, Ari & Turner, Matt, 1995. "Industrial Development in Cities," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 1067-1090, October.
    43. John H Dunning, 1998. "Location and the Multinational Enterprise: A Neglected Factor?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 29(1), pages 45-66, March.
    44. Frank van der Wouden & David L. Rigby, 2019. "Co‐inventor networks and knowledge production in specialized and diversified cities," Papers in Regional Science, Wiley Blackwell, vol. 98(4), pages 1833-1853, August.
    45. Inge Ivarsson & Claes Göran Alvstam, 2005. "The Effect of Spatial Proximity on Technology Transfer from TNCs to Local Suppliers in Developing Countries: The Case of AB Volvo in Asia and Latin America," Economic Geography, Taylor & Francis Journals, vol. 81(1), pages 83-111, January.
    46. Fu, Xiaolan & Pietrobelli, Carlo & Soete, Luc, 2011. "The Role of Foreign Technology and Indigenous Innovation in the Emerging Economies: Technological Change and Catching-up," World Development, Elsevier, vol. 39(7), pages 1204-1212, July.
    47. Bruno Merlevede & Victoria Purice, 2016. "Distance, time since foreign entry, and productivity spillovers from foreign direct investment," Papers in Regional Science, Wiley Blackwell, vol. 95(4), pages 775-800, November.
    48. C. A. Hidalgo & B. Klinger & A. -L. Barabasi & R. Hausmann, 2007. "The Product Space Conditions the Development of Nations," Papers 0708.2090, arXiv.org.
    49. Anthony Goerzen & Christian Geisler Asmussen & Bo Bernhard Nielsen, 2013. "Global cities and multinational enterprise location strategy," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 44(5), pages 427-450, June.
    50. Ron Boschma, 2017. "Relatedness as driver behind regional diversification: a research agenda," Papers in Evolutionary Economic Geography (PEEG) 1702, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2017.
    51. Zsolt Csáfordi & László Lőrincz & Balázs Lengyel & Károly Miklós Kiss, 2020. "Productivity spillovers through labor flows: productivity gap, multinational experience and industry relatedness," The Journal of Technology Transfer, Springer, vol. 45(1), pages 86-121, February.
    52. Henderson, J Vernon & Kuncoro, Ari, 1996. "Industrial Centralization in Indonesia," The World Bank Economic Review, World Bank, vol. 10(3), pages 513-540, September.
    53. Anthony Howell, 2020. "Industry relatedness, FDI liberalization and the indigenous innovation process in China," Regional Studies, Taylor & Francis Journals, vol. 54(2), pages 229-243, February.
    54. Crespo, Nuno & Fontoura, Maria Paula, 2007. "Determinant Factors of FDI Spillovers - What Do We Really Know?," World Development, Elsevier, vol. 35(3), pages 410-425, March.
    55. Koen Frenken & Frank Van Oort & Thijs Verburg, 2007. "Related Variety, Unrelated Variety and Regional Economic Growth," Regional Studies, Taylor & Francis Journals, vol. 41(5), pages 685-697.
    56. Sjoerd Beugelsdijk & Ram Mudambi, 2013. "MNEs as border-crossing multi-location enterprises: The role of discontinuities in geographic space," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 44(5), pages 413-426, June.
    57. Klaus E Meyer & Evis Sinani, 2009. "When and where does foreign direct investment generate positive spillovers? A meta-analysis," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1075-1094, September.
    58. Alessia Lo Turco & Daniela Maggioni, 2019. "Local discoveries and technological relatedness: the role of MNEs, imports and domestic capabilities," Journal of Economic Geography, Oxford University Press, vol. 19(5), pages 1077-1098.
    59. Dunning, John H., 2000. "The eclectic paradigm as an envelope for economic and business theories of MNE activity," International Business Review, Elsevier, vol. 9(2), pages 163-190, April.
    60. Izabella Szakálné Kanó & Balázs Lengyel & Zoltán Elekes & Imre Lengyel, 2019. "Agglomeration, foreign firms and firm exit in regions under transition: the increasing importance of related variety in Hungary," European Planning Studies, Taylor & Francis Journals, vol. 27(11), pages 2099-2122, November.
    61. Stefano Breschi & Francesco Lissoni, 2009. "Mobility of skilled workers and co-invention networks: an anatomy of localized knowledge flows," Journal of Economic Geography, Oxford University Press, vol. 9(4), pages 439-468, July.
    62. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    63. Matija Rojec & Mark Knell, 2018. "Why Is There A Lack Of Evidence On Knowledge Spillovers From Foreign Direct Investment?," Journal of Economic Surveys, Wiley Blackwell, vol. 32(3), pages 579-612, July.
    64. Garrick Blalock & Daniel H Simon, 2009. "Do all firms benefit equally from downstream FDI? The moderating effect of local suppliers’ capabilities on productivity gains," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1095-1112, September.
    65. Ram Mudambi & Lee Li & Xufei Ma & Shige Makino & Gongming Qian & Ron Boschma, 2018. "Zoom in, zoom out: Geographic scale and multinational activity," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(8), pages 929-941, October.
    66. Ron Boschma, 2005. "Proximity and Innovation: A Critical Assessment," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 61-74.
    67. Yusuf Sofiyandi & Atiqah Amanda Siregar, 2020. "Exploring the Changes of Commuting Patterns, Commuting Flows, and Travel-to-work Behaviour in the Jakarta Metropolitan Area from 2014 to 2019: A Comparative Analysis of Two Cross-sectional Commuting S," LPEM FEBUI Working Papers 202054, LPEM, Faculty of Economics and Business, University of Indonesia, revised 2020.
    68. Giorgio Barba Navaretti & Anthony J. Venables, 2006. "Multinational Firms in the World Economy," Economics Books, Princeton University Press, edition 1, volume 1, number 7832.
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    More about this item

    Keywords

    Multinational enterprises; spillovers; industrial relatedness; spatial effects.;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • R10 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - General

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