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The Geography of Capital Allocation in the Euro Area

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  • Beck, Roland
  • Coppola, Antonio
  • Lewis, Angus
  • Maggiori, Matteo
  • Schmitz, Martin
  • Schreger, Jesse

Abstract

We reassess the pattern of Euro Area financial integration adjusting for the role of “onshore offshore financial centers” (OOFCs) within the Euro Area. While the Euro Area records large levels of international investment both within and outside of the currency union, much of these flows are intermediated via the OOFCs of Luxembourg, Ireland, and the Netherlands. These countries have dual roles as both hubs of investment fund intermediation and centers of securities issuance by foreign firms. We look through both roles and restate the pattern of Euro Area investment positions by linking fund sector investments to the ultimate underlying holders and securities issuance to the ultimate parent firms. Our new estimates of Euro Area investment allow us to document a number of stylized facts. First, the Euro Area’s estimated gross external position is smaller than in official data. Second, the Euro Area is more biased towards euro-denominated assets and away from US dollar and other foreign currency assets than in official data. Third, the Euro Area is less financially integrated than it appears. Fourth, European financial integration occurs disproportionately through securities issued in OOFCs rather than via domestic capital markets. Fifth, there is a North-South bias in Euro Area financial integration whereby Northern European countries are relatively underweight securities issued by Southern European countries.

Suggested Citation

  • Beck, Roland & Coppola, Antonio & Lewis, Angus & Maggiori, Matteo & Schmitz, Martin & Schreger, Jesse, 2023. "The Geography of Capital Allocation in the Euro Area," SocArXiv rzwd2, Center for Open Science.
  • Handle: RePEc:osf:socarx:rzwd2
    DOI: 10.31219/osf.io/rzwd2
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    as
    1. Charles Engel & Akito Matsumoto, 2009. "The International Diversification Puzzle When Goods Prices Are Sticky: It's Really about Exchange-Rate Hedging, Not Equity Portfolios," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(2), pages 155-188, July.
    2. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1915-1967.
    3. Nicolas Coeurdacier & Hélène Rey, 2013. "Home Bias in Open Economy Financial Macroeconomics," Journal of Economic Literature, American Economic Association, vol. 51(1), pages 63-115, March.
    4. Matteo Maggiori & Brent Neiman & Jesse Schreger, 2020. "International Currencies and Capital Allocation," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2019-2066.
    5. Karen K. Lewis, 1999. "Trying to Explain Home Bias in Equities and Consumption," Journal of Economic Literature, American Economic Association, vol. 37(2), pages 571-608, June.
    6. Atif R. Mian & Ludwig Straub & Amir Sufi, 2020. "The Saving Glut of the Rich," NBER Working Papers 26941, National Bureau of Economic Research, Inc.
    7. Boermans, Martijn A. & Vermeulen, Robert, 2016. "Newton meets Van Leeuwenhoek: Identifying international investors’ common currency preferences," Finance Research Letters, Elsevier, vol. 17(C), pages 62-65.
    8. Fonseca, Luís & Nikalexi, Katerina & Papaioannou, Elias, 2023. "The globalization of corporate control," Journal of International Economics, Elsevier, vol. 146(C).
    9. Fidora, Michael & Fratzscher, Marcel & Thimann, Christian, 2007. "Home bias in global bond and equity markets: The role of real exchange rate volatility," Journal of International Money and Finance, Elsevier, vol. 26(4), pages 631-655, June.
    10. Antonio Coppola & Matteo Maggiori & Brent Neiman & Jesse Schreger, 2021. "Redrawing the Map of Global Capital Flows: The Role of Cross-Border Financing and Tax Havens," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(3), pages 1499-1556.
    11. Luca Fornaro, 2022. "A Theory of Monetary Union and Financial Integration," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(4), pages 1911-1947.
    12. Galina Hale & Maurice Obstfeld, 2016. "The Euro And The Geography Of International Debt Flows," Journal of the European Economic Association, European Economic Association, vol. 14(1), pages 115-144, February.
    13. Filippo De Marco & Marco Macchiavelli & Rosen Valchev, 2022. "Beyond Home Bias: International Portfolio Holdings and Information Heterogeneity," The Review of Financial Studies, Society for Financial Studies, vol. 35(9), pages 4387-4422.
    14. Desai, Mihir A. & Foley, C. Fritz & Hines, James Jr., 2006. "The demand for tax haven operations," Journal of Public Economics, Elsevier, vol. 90(3), pages 513-531, February.
    15. Solnik, Bruno H., 1974. "An equilibrium model of the international capital market," Journal of Economic Theory, Elsevier, vol. 8(4), pages 500-524, August.
    16. Juan M. Morelli & Pablo Ottonello & Diego J. Perez, 2022. "Global Banks and Systemic Debt Crises," Econometrica, Econometric Society, vol. 90(2), pages 749-798, March.
    17. Lane, Philip R. & Milesi-Ferretti, Gian Maria, 2001. "The external wealth of nations: measures of foreign assets and liabilities for industrial and developing countries," Journal of International Economics, Elsevier, vol. 55(2), pages 263-294, December.
    18. Michelle Hanlon & Edward L. Maydew & Jacob R. Thornock, 2015. "Taking the Long Way Home: U.S. Tax Evasion and Offshore Investments in U.S. Equity and Debt Markets," Journal of Finance, American Finance Association, vol. 70(1), pages 257-287, February.
    19. Nicolas Coeurdacier & Philippe Martin, 2009. "The Geography of Asset Trade and the Euro: Insiders and Outsiders," NBER Chapters, in: Financial Globalization, 20th Anniversary Conference, NBER-TCER-CEPR, National Bureau of Economic Research, Inc.
    20. Menkhoff, Lukas & Miethe, Jakob, 2019. "Tax evasion in new disguise? Examining tax havens' international bank deposits," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 176, pages 53-78.
    21. Emmanuel Farhi & Jean Tirole, 2018. "Deadly Embrace: Sovereign and Financial Balance Sheets Doom Loops," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(3), pages 1781-1823.
    22. Thomas Piketty & Emmanuel Saez & Gabriel Zucman, 2018. "Distributional National Accounts: Methods and Estimates for the United States," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 553-609.
    23. Gur Aminadav & Elias Papaioannou, 2020. "Corporate Control around the World," Journal of Finance, American Finance Association, vol. 75(3), pages 1191-1246, June.
    24. Ciccone, Julien & Marchiori, Luca & Morhs, Romuald, 2022. "The flow-performance relationship of global investment funds," Journal of International Money and Finance, Elsevier, vol. 127(C).
    25. repec:hal:spmain:info:hdl:2441/c8dmi8nm4pdjkuc9g7287gghh is not listed on IDEAS
    26. repec:hal:spmain:info:hdl:2441/1shj1p7td8e0r5c9fcsnk8a91 is not listed on IDEAS
    27. Coeurdacier, Nicolas & Gourinchas, Pierre-Olivier, 2016. "When bonds matter: Home bias in goods and assets," Journal of Monetary Economics, Elsevier, vol. 82(C), pages 119-137.
    28. Vincent Arthur Floreani & Maurizio Michael Habib, 2018. "The euro area bias and the role of financial centres," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 23(3), pages 233-256, July.
    29. Hyun Song Shin, 2017. "Breaking free of the triple coincidence in international finance," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Statistical implications of the new financial landscape, volume 43, Bank for International Settlements.
    30. Carol Bertaut & Beau Bressler & Stephanie E Curcuru, 2019. "Globalization and the geography of capital flows," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Are post-crisis statistical initiatives completed?, volume 49, Bank for International Settlements.
    31. Huizinga, Harry & Laeven, Luc & Nicodeme, Gaetan, 2008. "Capital structure and international debt shifting," Journal of Financial Economics, Elsevier, vol. 88(1), pages 80-118, April.
    32. Raymond Mataloni & Kim Ruhl & Dylan Rassier & Fatih Guvenen, 2016. "Offshore Profit Shifting and Domestic Productivity Measurement," 2016 Meeting Papers 1382, Society for Economic Dynamics.
    33. Jannick Damgaard & Thomas Elkjaer & Niels Johannesen, 2019. "What Is Real and What Is Not in the Global FDI Network?," IMF Working Papers 2019/274, International Monetary Fund.
    34. Dumas, Bernard & Solnik, Bruno, 1995. "The World Price of Foreign Exchange Risk," Journal of Finance, American Finance Association, vol. 50(2), pages 445-479, June.
    35. Di Nino, Virginia & Habib, Maurizio Michael & Schmitz, Martin, 2020. "Multinational enterprises, financial centres and their implications for external imbalances: a euro area perspective," Economic Bulletin Articles, European Central Bank, vol. 2.
    36. Fornaro, Luca, 2019. "Monetary Union and Financial Integration," CEPR Discussion Papers 14216, C.E.P.R. Discussion Papers.
    37. Mr. Gian M Milesi-Ferretti & Ms. Natalia T. Tamirisa & Mr. Francesco Strobbe, 2010. "Bilateral Financial Linkages and Global Imbalances: a View on The Eve of the Financial Crisis," IMF Working Papers 2010/257, International Monetary Fund.
    38. Asger L. Andersen & Kilian Huber & Niels Johannesen & Ludwig Straub & Emil Toft Vestergaard, 2022. "Disaggregated Economic Accounts," NBER Working Papers 30630, National Bureau of Economic Research, Inc.
    39. French, Kenneth R & Poterba, James M, 1991. "Investor Diversification and International Equity Markets," American Economic Review, American Economic Association, vol. 81(2), pages 222-226, May.
    40. Gabriel Zucman, 2013. "The Missing Wealth of Nations: Are Europe and the U.S. net Debtors or net Creditors?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(3), pages 1321-1364.
    41. Dias, Daniel A. & Robalo Marques, Carlos & Richmond, Christine, 2016. "Misallocation and productivity in the lead up to the Eurozone crisis," Journal of Macroeconomics, Elsevier, vol. 49(C), pages 46-70.
    42. Sanchez Pacheco, André, 2022. "A consolidated-by-nationality approach to Irish foreign exposure," International Economics, Elsevier, vol. 170(C), pages 235-247.
    43. Lane, Philip R. & Milesi-Ferretti, Gian Maria, 2007. "The external wealth of nations mark II: Revised and extended estimates of foreign assets and liabilities, 1970-2004," Journal of International Economics, Elsevier, vol. 73(2), pages 223-250, November.
    44. Emma Angulo & Alicia Hierro, 2017. "Asymmetries in the Coordinated Direct Investment Survey: What Lies Behind?," IMF Working Papers 2017/261, International Monetary Fund.
    45. C. P. Kindleberger, 1973. "The Formation of Financial Centers: A Study in a Comparative Economic Theory," Working papers 114, Massachusetts Institute of Technology (MIT), Department of Economics.
    46. Philip R. Lane, 2006. "Global Bond Portfolios and EMU," International Journal of Central Banking, International Journal of Central Banking, vol. 2(2), May.
    47. repec:hal:wpspec:info:hdl:2441/c8dmi8nm4pdjkuc9g7287gghh is not listed on IDEAS
    48. Martijn Boermans & Ian Cooper & Piet Sercu & Rosanne Vanpée, 2022. "Foreign bias in equity portfolios: Informational advantage or familiarity bias?," Working Papers 742, DNB.
    49. Alberto Fuertes & José María Serena, 2016. "How firms borrow in international bond markets: securities regulation and market segmentation," Working Papers 1603, Banco de España.
    50. Alberto Felettigh & Paola Monti, 2008. "How to interpret the CPIS data on the distribution of foreign portfolio assets in the presence of sizeable cross-border positions in mutual funds. Evidence for Italy and the main euro-area countries," Questioni di Economia e Finanza (Occasional Papers) 16, Bank of Italy, Economic Research and International Relations Area.
    51. Coeurdacier, Nicolas & Gourinchas, Pierre-Olivier, 2016. "When bonds matter: Home bias in goods and assets," Journal of Monetary Economics, Elsevier, vol. 82(C), pages 119-137.
    52. Bergant, Katharina & Fidora, Michael & Schmitz, Martin, 2018. "International capital flows at the security level – evidence from the ECB’s asset purchase programme," ECMI Papers 13926, Centre for European Policy Studies.
    53. Joshua D. Coval & Tobias J. Moskowitz, 1999. "Home Bias at Home: Local Equity Preference in Domestic Portfolios," Journal of Finance, American Finance Association, vol. 54(6), pages 2045-2073, December.
    54. Martijn Boermans, 2022. "A literature review of securities holdings statistics research and a practitioner’s guide," Working Papers 757, DNB.
    55. Niels Johannesen & Patrick Langetieg & Daniel Reck & Max Risch & Joel Slemrod, 2020. "Taxing Hidden Wealth: The Consequences of US Enforcement Initiatives on Evasive Foreign Accounts," American Economic Journal: Economic Policy, American Economic Association, vol. 12(3), pages 312-346, August.
    56. Katarzyna Anna Bilicka, 2019. "Comparing UK Tax Returns of Foreign Multinationals to Matched Domestic Firms," American Economic Review, American Economic Association, vol. 109(8), pages 2921-2953, August.
    57. James R. Hines & Eric M. Rice, 1994. "Fiscal Paradise: Foreign Tax Havens and American Business," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(1), pages 149-182.
    58. Darmouni, Olivier & Papoutsi, Melina, 2022. "The rise of bond financing in Europe: five facts about new and small issuers," Working Paper Series 2663, European Central Bank.
    59. Adler, Michael & Dumas, Bernard, 1983. "International Portfolio Choice and Corporation Finance: A Synthesis," Journal of Finance, American Finance Association, vol. 38(3), pages 925-984, June.
    60. Beck, Roland & Georgiadis, Georgios & Gräb, Johannes, 2016. "The geography of the great rebalancing in euro area bond markets during the sovereign debt crisis," Journal of Empirical Finance, Elsevier, vol. 38(PA), pages 449-460.
    61. repec:hal:spmain:info:hdl:2441/5glg8brs7n87c8vqcn2qok0961 is not listed on IDEAS
    62. Atif Mian & Ludwig Straub & Amir Sufi, 2020. "The Saving Glut of the Rich and the Rise in Household Debt," CESifo Working Paper Series 8201, CESifo.
    63. Philip Lane & Gian Maria Milesi-Ferretti, 2005. "The International Equity Holdings of Euro Area Investors," The Institute for International Integration Studies Discussion Paper Series iiisdp104, IIIS.
    64. Zhengyang Jiang & Arvind Krishnamurthy & Hanno Lustig, 2023. "Implications of Asset Market Data for Equilibrium Models of Exchange Rates," NBER Working Papers 31851, National Bureau of Economic Research, Inc.
    65. Zhengyang Jiang & Robert J. Richmond & Tony Zhang, 2022. "A Portfolio Approach to Global Imbalances," NBER Working Papers 30253, National Bureau of Economic Research, Inc.
    66. Jiang, Zhengyang & Krishnamurthy, Arvind & Lustig, Hanno, 2023. "Implications of Asset Market Data for Equilibrium Models of Exchange Rates," Research Papers 4158, Stanford University, Graduate School of Business.
    67. repec:hal:pseose:halshs-01053616 is not listed on IDEAS
    68. Cassis,Youssef, 2010. "Capitals of Capital," Cambridge Books, Cambridge University Press, number 9780521144049, January.
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    Cited by:

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    3. Lambert, Claudia & Molestina Vivar, Luis & Wedow, Michael, 2024. "Is home bias biased? New evidence from the investment fund sector," Working Paper Series 2924, European Central Bank.
    4. Fornaro, Luca & Grosse Steffen, Christoph, 2024. "Fragmented Monetary Unions," CEPR Discussion Papers 19171, C.E.P.R. Discussion Papers.
    5. Sergio Florez-Orrego & Matteo Maggiori & Jesse Schreger & Ziwen Sun & Serdil Tinda, 2024. "Global Capital Allocation," Annual Review of Economics, Annual Reviews, vol. 16(1), pages 623-653, August.
    6. Martín Fuentes, Natalia & Born, Alexandra & Bremus, Franziska & Kastelein, Wieger & Lambert, Claudia, 2023. "A deep dive into the capital channel of risk sharing in the euro area," Working Paper Series 2864, European Central Bank.
    7. Albori, Marco & Anzuini, Alessio & Ferriani, Fabrizio & Rossi, Luca, 2024. "The gravity of Offshore Financial Centers: Estimating real FDIs using a binary choice model," International Economics, Elsevier, vol. 178(C).

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