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FDI, gravity, and aggregation: revisiting the distance elasticity with sector-level FDI data

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  • Wacker, Konstantin M.
  • Rebmann, Nicola

Abstract

This paper re-examines foreign direct investment motives in the ‘FDI gravity’ model (Kleinert and Toubal, 2010), focusing on the role of distance. More precisely, we investigate whether aggregate and pooled gravity models for FDI obscure relevant heterogeneities across sectors. This is possible through the novel MREID dataset, which provides us with FDI data at the 2-digit NAICS level for 184 countries over the period 2010 to 2020. Our results reveal that aggregate and pooled models mask significant sector heterogeneities in two aspects: (i) in the importance of horizontal versus vertical FDI motives, and (ii) in the distance elasticity. Distance is negatively correlated with FDI on an aggregate level, which is robust to multiple econometric specifications, but exhibits significant sector heterogeneity. Our analysis suggests the presence of complex sector-specific components that cannot easily be explained with standard economic rationales. JEL Classification: F21, F23, C33

Suggested Citation

  • Wacker, Konstantin M. & Rebmann, Nicola, 2026. "FDI, gravity, and aggregation: revisiting the distance elasticity with sector-level FDI data," Working Paper Series 3245, European Central Bank.
    • Handle: RePEc:ecb:ecbwps:20263245
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    1. Brainard, S Lael, 1997. "An Empirical Assessment of the Proximity-Concentration Trade-off between Multinational Sales and Trade," American Economic Review, American Economic Association, vol. 87(4), pages 520-544, September.
    2. Chiappini, Raphaël & Gerard, Enea, 2025. "Environmental regulation and foreign direct investments: evidence from a new measure of environmental stringency," Macroeconomic Dynamics, Cambridge University Press, vol. 29, pages 1-1, January.
    3. Mariya Aleksynska & Olena Havrylchyk, 2013. "•FDI from the South: The role of institutional distance and natural resources," Post-Print hal-01410591, HAL.
    4. Philip R. Lane & Gian Maria Milesi-Ferretti, 2018. "The External Wealth of Nations Revisited: International Financial Integration in the Aftermath of the Global Financial Crisis," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 66(1), pages 189-222, March.
    5. Pol Antràs & Davin Chor, 2013. "Organizing the Global Value Chain," Econometrica, Econometric Society, vol. 81(6), pages 2127-2204, November.
    6. Karolina Ekholm & Rikard Forslid & James R. Markusen, 2021. "Export-Platform Foreign Direct Investment," World Scientific Book Chapters, in: BROADENING TRADE THEORY Incorporating Market Realities into Traditional Models, chapter 6, pages 111-130, World Scientific Publishing Co. Pte. Ltd..
    7. Sebastian Krautheim, 2013. "Export-supporting FDI," Canadian Journal of Economics, Canadian Economics Association, vol. 46(4), pages 1571-1605, November.
    8. Sjoerd Beugelsdijk & Jean-François Hennart & Arjen Slangen & Roger Smeets, 2010. "Why and how FDI stocks are a biased measure of MNE affiliate activity," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(9), pages 1444-1459, December.
    9. Bilir, L. Kamran & Chor, Davin & Manova, Kalina, 2019. "Host-country financial development and multinational activity," European Economic Review, Elsevier, vol. 115(C), pages 192-220.
    10. Polina Knutsson & Perla Ibarlucea Flores, 2022. "Trends, investor types and drivers of renewable energy FDI," OECD Working Papers on International Investment 2022/02, OECD Publishing.
    11. Breinlich, Holger & Leromain, Elsa & Novy, Dennis & Sampson, Thomas, 2020. "Voting with their money: Brexit and outward investment by UK firms," European Economic Review, Elsevier, vol. 124(C).
    12. Claudia M. Buch & Jörn Kleinert & Alexander Lipponer & Farid Toubal & Richard Baldwin, 2005. "Determinants and effects of foreign direct investment: evidence from German firm-level data [‘Estimating the knowledge-capital model of the multinational enterprise: comment on Carr, David L.’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 20(41), pages 52-110.
    13. Henrik Braconier & Pehr‐Johan Norbäck & Dieter Urban, 2005. "Reconciling the Evidence on the Knowledge‐capital Model," Review of International Economics, Wiley Blackwell, vol. 13(4), pages 770-786, September.
    14. Yeaple, Stephen Ross, 2003. "The complex integration strategies of multinationals and cross country dependencies in the structure of foreign direct investment," Journal of International Economics, Elsevier, vol. 60(2), pages 293-314, August.
    15. Raphaël Chiappini & Enea Gerard, 2025. "Environmental regulation and foreign direct investments: evidence from a new measure of environmental stringency," Post-Print hal-05507587, HAL.
    16. Stephen Ross Yeaple, 2003. "The Role of Skill Endowments in the Structure of U.S. Outward Foreign Direct Investment," The Review of Economics and Statistics, MIT Press, vol. 85(3), pages 726-734, August.
    17. repec:bla:ecpoli:v:20:y:2005:i:41:p:52-110 is not listed on IDEAS
    18. Ronald B. Davies, 2008. "Hunting High and Low for Vertical FDI," Review of International Economics, Wiley Blackwell, vol. 16(2), pages 250-267, May.
    19. Sebastian Krautheim, 2013. "Export‐supporting FDI," Canadian Journal of Economics/Revue canadienne d'économique, John Wiley & Sons, vol. 46(4), pages 1571-1605, November.
    20. Wacker, Konstantin M., 2013. "On the measurement of foreign direct investment and its relationship to activities of multinational corporations," Working Paper Series 1614, European Central Bank.
    21. Antrà s, Pol & Yeaple, Stephen R., 2014. "Multinational Firms and the Structure of International Trade," Handbook of International Economics, in: Gopinath, G. & Helpman, . & Rogoff, K. (ed.), Handbook of International Economics, edition 1, volume 4, chapter 0, pages 55-130, Elsevier.
    22. Aleksynska, Mariya & Havrylchyk, Olena, 2013. "FDI from the south: The role of institutional distance and natural resources," European Journal of Political Economy, Elsevier, vol. 29(C), pages 38-53.
    23. Egger, Peter H. & Nigai, Sergey, 2015. "Structural gravity with dummies only: Constrained ANOVA-type estimation of gravity models," Journal of International Economics, Elsevier, vol. 97(1), pages 86-99.
    24. Philip McCann, 2011. "International business and economic geography: knowledge, time and transactions costs," Journal of Economic Geography, Oxford University Press, vol. 11(2), pages 309-317, March.
    25. Natalia Ramondo & Andrés Rodríguez-Clare & Felix Tintelnot, 2015. "Multinational Production: Data and Stylized Facts," American Economic Review, American Economic Association, vol. 105(5), pages 530-536, May.
    26. Venables, Anthony J., 1999. "Fragmentation and multinational production," European Economic Review, Elsevier, vol. 43(4-6), pages 935-945, April.
    27. Maureen Lankhuizen & Henri L. F. de Groot & Gert‐Jan M. Linders, 2011. "The Trade‐Off between Foreign Direct Investments and Exports: The Role of Multiple Dimensions of Distance," The World Economy, Wiley Blackwell, vol. 34(8), pages 1395-1416, August.
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    JEL classification:

    • F21 - International Economics - - International Factor Movements and International Business - - - International Investment; Long-Term Capital Movements
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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