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Foreign direct investment and the gravity of knowledge

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  • Kox, Henk L.M.

Abstract

Gravity models of foreign direct investment (FDI) have until now been based on the attraction power each country's market size. This paper presents and test a new structural gravity model that explains international FDI patterns from two separate attractors, market size and national knowledge characteristics. The model allows to separate and measure the gravity push and pull forces per country pair. The model is tested using a data panel with 150 indicators for firm-based and public knowledge activities, and bilateral FDI for about 200 jurisdictions over the full period 2001-2022. We find that knowledge-based comparative advantages have a separate impact on bilateral FDI, alongside the impact of market size. The impacts differ between partner countries, quantitatively and qualitatively (type of national knowledge assets). Knowledge factors often have a stronger impact than a country's gross domestic product. We have subjected these results that are new to the literature to severe robustness tests, but the results remain standing. The FDI Knowledge-Enriched Gravity (FKEG) model can become a powerful new tool for international economics.

Suggested Citation

  • Kox, Henk L.M., 2026. "Foreign direct investment and the gravity of knowledge," MPRA Paper 129069, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:129069
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    1. Nadya Malenko, 2024. "Information flows, organizational structure, and corporate governance," Chapters, in: David J. Denis (ed.), Handbook of Corporate Finance, chapter 14, pages 511-546, Edward Elgar Publishing.
    2. James R. Markusen, 2004. "Multinational Firms and the Theory of International Trade," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262633078, December.
    3. James E. Anderson & Eric van Wincoop, 2003. "Gravity with Gravitas: A Solution to the Border Puzzle," American Economic Review, American Economic Association, vol. 93(1), pages 170-192, March.
    4. Morck, Randall & Yeung, Bernard, 1991. "Why Investors Value Multinationality," The Journal of Business, University of Chicago Press, vol. 64(2), pages 165-187, April.
    5. James R. MARKUSEN, 2021. "Multinationals, Multi-Plant Economies, And The Gains From Trade," World Scientific Book Chapters, in: BROADENING TRADE THEORY Incorporating Market Realities into Traditional Models, chapter 1, pages 3-24, World Scientific Publishing Co. Pte. Ltd..
    6. Anderson, James E. & Larch, Mario & Yotov, Yoto V., 2019. "Trade and investment in the global economy: A multi-country dynamic analysis," European Economic Review, Elsevier, vol. 120(C).
    7. Rebecca Henderson & Adam B. Jaffe & Manuel Trajtenberg, 1998. "Universities As A Source Of Commercial Technology: A Detailed Analysis Of University Patenting, 1965-1988," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 119-127, February.
    8. Carol Corrado & Charles Hulten & Daniel Sichel, 2009. "Intangible Capital And U.S. Economic Growth," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 55(3), pages 661-685, September.
    9. 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.
    10. James R. Markusen, 2021. "Contracts, intellectual property rights, and multinational investment in developing countries," World Scientific Book Chapters, in: BROADENING TRADE THEORY Incorporating Market Realities into Traditional Models, chapter 8, pages 159-174, World Scientific Publishing Co. Pte. Ltd..
    11. Henk L. M. Kox & Hugo Rojas‐Romagosa, 2020. "How trade and investment agreements affect bilateral foreign direct investment: Results from a structural gravity model," The World Economy, Wiley Blackwell, vol. 43(12), December.
    12. Natalia Ramondo & Andrés Rodríguez-Clare, 2013. "Trade, Multinational Production, and the Gains from Openness," Journal of Political Economy, University of Chicago Press, vol. 121(2), pages 273-322.
    13. Max Kozlov & Alexandra Witze & Dan Garisto, 2026. "Key US science panels are being axed — and others are becoming less open," Nature, Nature, vol. 652(8112), pages 1106-1109, April.
    14. repec:fth:michin:282 is not listed on IDEAS
    15. Mario Larch & Serge Shikher & Yoto V. Yotov, 2025. "Estimating Gravity Equations: Theory Implications, Econometric Developments, and Practical Recommendations," Review of International Economics, Wiley Blackwell, vol. 33(5), pages 1066-1092, November.
    16. Nicholas Bloom & Charles I. Jones & John Van Reenen & Michael Webb, 2020. "Are Ideas Getting Harder to Find?," American Economic Review, American Economic Association, vol. 110(4), pages 1104-1144, April.
    17. Stephan, Paula E., 2010. "The Economics of Science," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 1, chapter 0, pages 217-273, Elsevier.
    18. Rebecca Freeman & Mario Larch & Angelos Theodorakopoulos & Yoto V. Yotov, 2025. "Unlocking New Methods to Estimate Country‐Specific Effects and Trade Elasticities With the Structural Gravity Model," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 40(6), pages 669-684, September.
    19. Thomas Tørsløv & Ludvig Wier & Gabriel Zucman, 2023. "The Missing Profits of Nations," Post-Print halshs-04928943, HAL.
    20. Sergio Correia & Paulo Guimarães & Tom Zylkin, 2020. "Fast Poisson estimation with high-dimensional fixed effects," Stata Journal, StataCorp LLC, vol. 20(1), pages 95-115, March.
    21. Daron Acemoglu & Philippe Aghion & Claire Lelarge & John Van Reenen & Fabrizio Zilibotti, 2007. "Technology, Information, and the Decentralization of the Firm," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1759-1799.
    22. Jaedo Choi & George Cui & Younghun Shim & Yongseok Shin, 2025. "The Dynamics of Technology Transfer: Multinational Investment in China and Rising Global Competition," NBER Working Papers 34284, National Bureau of Economic Research, Inc.
    23. Costas Arkolakis & Natalia Ramondo & Andrés Rodríguez-Clare & Stephen Yeaple, 2018. "Innovation and Production in the Global Economy," American Economic Review, American Economic Association, vol. 108(8), pages 2128-2173, August.
    24. Walter G. Park, 2024. "Introduction to the Handbook of Innovation and Intellectual Property Rights," Chapters, in: Walter G. Park (ed.), Handbook of Innovation and Intellectual Property Rights, chapter 1, pages 1-11, Edward Elgar Publishing.
    25. Valerio Sterzi & Michele Pezzoni & Francesco Lissoni, 2019. "Patent management by universities: evidence from Italian academic inventions," Industrial and Corporate Change, Oxford University Press, vol. 28(2), pages 309-330.
    26. Weidner, Martin & Zylkin, Thomas, 2021. "Bias and consistency in three-way gravity models," Journal of International Economics, Elsevier, vol. 132(C).
    27. Ashish Arora & Sharon Belenzon & Andrea Patacconi, 2018. "The decline of science in corporate R&D," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 3-32, January.
    28. Ali, A & Hwang, LS, 2000. "Country-specific factors related to financial reporting and the value relevance of accounting data," Journal of Accounting Research, John Wiley & Sons, Ltd., vol. 38(1), pages 1-21.
    29. Ellen R. McGrattan & Edward C. Prescott, 2010. "Technology Capital and the US Current Account," American Economic Review, American Economic Association, vol. 100(4), pages 1493-1522, September.
    30. David L. Carr & James R. Markusen & Keith E. Maskus, 2021. "Estimating The Knowledge-Capital Model of the Multinational Enterprise," World Scientific Book Chapters, in: BROADENING TRADE THEORY Incorporating Market Realities into Traditional Models, chapter 5, pages 95-110, World Scientific Publishing Co. Pte. Ltd..
    31. 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..
    32. Arthur Lewbel, 2019. "The Identification Zoo: Meanings of Identification in Econometrics," Journal of Economic Literature, American Economic Association, vol. 57(4), pages 835-903, December.
    33. Bergstrand, Jeffrey H. & Egger, Peter, 2007. "A knowledge-and-physical-capital model of international trade flows, foreign direct investment, and multinational enterprises," Journal of International Economics, Elsevier, vol. 73(2), pages 278-308, November.
    34. Wesley M. Cohen & Richard R. Nelson & John P. Walsh, 2000. "Protecting Their Intellectual Assets: Appropriability Conditions and Why U.S. Manufacturing Firms Patent (or Not)," NBER Working Papers 7552, National Bureau of Economic Research, Inc.
    35. Wolfgang Keller & Stephen Ross Yeaple, 2013. "The Gravity of Knowledge," American Economic Review, American Economic Association, vol. 103(4), pages 1414-1444, June.
    36. Thomas Tørsløv & Ludvig Wier & Gabriel Zucman, 2023. "The Missing Profits of Nations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(3), pages 1499-1534.
    37. Jess Benhabib, 2019. "A vintage model with endogenous growth and human capital," International Journal of Economic Theory, The International Society for Economic Theory, vol. 15(1), pages 27-35, March.
    38. James R. Markusen & Bridget Strand, 2009. "Adapting the Knowledge‐capital Model of the Multinational Enterprise to Trade and Investment in Business Services," The World Economy, Wiley Blackwell, vol. 32(1), pages 6-29, January.
    39. Richard Baldwin & Toshihiro Okubo, 2014. "Networked FDI: Sales and Sourcing Patterns of Japanese Foreign Affiliates," The World Economy, Wiley Blackwell, vol. 37(8), pages 1051-1080, August.
    40. Ann-Charlotte Fridh & Bo Carlsson, 2002. "special issue: Technology transfer in United States universities," Journal of Evolutionary Economics, Springer, vol. 12(1), pages 199-232.
    41. Damgaard, Jannick & Elkjaer, Thomas & Johannesen, Niels, 2024. "What is real and what is not in the global FDI network?," Journal of International Money and Finance, Elsevier, vol. 140(C).
    42. Oscar Camacho & Michelle Garfinkel & Constantinos Syropoulos & Yoto Yotov, 2025. "Geopolitical Frictions and Technology Transfers: Theory and Empirics," Working Papers 202535, Center for Global Policy Analysis, LeBow College of Business, Drexel University.
    43. Walter G. Park (ed.), 2024. "Handbook of Innovation and Intellectual Property Rights," Books, Edward Elgar Publishing, number 20438.
    44. George Foster & Ron Kasznik & Baljit K. Sidhu, 2012. "International equity valuation: the relative importance of country and industry factors versus company-specific financial reporting information," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 52(3), pages 767-814, September.
    45. Arora, Ashish & Cohen, Wesley & Lee, Honggi & Sebastian, Divya, 2023. "Invention value, inventive capability and the large firm advantage," Research Policy, Elsevier, vol. 52(1).
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    Keywords

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    JEL classification:

    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models
    • 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
    • H41 - Public Economics - - Publicly Provided Goods - - - Public Goods
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • O34 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Intellectual Property and Intellectual Capital

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