European Regional Policy
How integrated regional financial markets are in Europe? A first gauge based on active securitised loans
How integrated regional financial markets are in Europe? A first gauge based on active securitised loans
Investigaciones Regionales - Journal of Regional Research, núm. 59, pp. 5-27, 2024
Asociación Española de Ciencia Regional

Recepción: 22 Junio 2023
Aprobación: 01 Febrero 2024
Abstract: Little is known about the degree of integration of financial markets at subnational level in the EU. This article provides new evidence on interregional loan flows within Europe. Building on the "Loan Level Initiative" launched by the ECB, with more than 35 million active loans, we built a georeferenced dataset of securitised loans, covering the period 2014-2018 and the 166 European NUTS 2 regions for which data exists. After reviewing the complex nature of the dataset, we explored its geographical dimension, and conduct an econometric analysis focused on explaining the regional demand for such loans, using different explanatory variables related to the geographic and the socio-economic features of the regions, and alternative panel data specifications (classic versus spatial econometric ones).
Keywords: Capital flows, loans, securitized loans, European financial integration.
Resumen: Poco se sabe sobre el grado de integración de los mercados financieros a nivel regional en la UE. Este artículo proporciona un primer vistazo a los flujos de préstamos interregionales dentro de Europa. Partiendo de la base de datos «Loan Level Initiative» lanzada por el BCE, que permite acceder a información de más de 35 millones de préstamos activos, construimos un conjunto de datos georreferenciados de préstamos titulizados, capaz de cubrir el periodo 2014-2018 y las 166 regiones europeas NUTS 2 para las que dichos datos existen. Tras depurar y explorar el conjunto de datos, en este artículo exploramos su dimensión geográfica, mediante un análisis gráfico y econométrico centrados en explicar la demanda regional de dichos préstamos, utilizando variables geográficas y socio-económicas, y empleando diferentes especificaciones de datos de panel, clásicos y con elementos de econometría espacial.
Palabras clave: Flujos de capital, préstamos, préstamos titulizados, integración financiera europea.
[Para la comprensión de este artículo es necesario consultar la versión en PDF por la inclusión de símbolos matemáticos en la explicación que no son reproducibles aquí.]
References
Wilson, A. (2010). Entropy in urban and regional modelling: retrospect and prospect. Geographical Analysis, 42, 364-394.
Aldasoro, I., & Ehlers, T. (2019). Concentration in cross-border banking. BIS Quarterly Review, 1-11.
Arif-Ur-Rahman, M., & Inaba, K. (2020). Financial integration and total factor productivity: in consideration of different capital controls and foreign direct investment. Journal of Economic Structures, 25.
Baele, L. et al. (2004). Measuring financial integration in the euro area. ECB Ocassional Paper Series, 14, 98.
Bannier, C. E., & Hänsel, D. N. (2008). Determinants of European banks‘ engagement in loan securitization. Discussion Paper Series 2: Banking and Financial Studies Deutsche Bundesbank, 10/2008, 1-56.
Bonfiglioli, A. (2008). Financial integration, productivity and capital accumulation. Journal of International Economics, 76, 337–355.
Bussière, M., Schmidt, J., & Valla, N. (2018). International Financial Flows in the New Normal: Key Patterns (and Why We Should Care). In: L. F. e. a. (eds.), International Macroeconomics in the Wake of the Global Financial Crisis. (pp. 249-268). Springer International Publishing AG.
Conte, M., Cotterlaz, P., & Mayer, T. (2021). The CEPII Gravity Database. [Online]
Dahlquist, M., & Robertsson, G. (2001). Direct foreign ownership, institutional investors, and firm characteristics. Journal of Financial Economics, 59(3), 413-440.
Dennett, A., & Wilson, A. (2013). A Multilevel Spatial Interaction Modelling Framework for Estimating Interregional Migration in Europe. Environment and Planning A: Economy and Space, 45(6), 1491–1507. https://www.doi.org/10.1068/a45398
Elhorst, J. P. (2003). Specification and estimation of spatial panel data models. International Regional Science Review, 26(3), 244–268.
Emter, L., Schmitz, M., & Tirpák, M. (2019). Cross border banking in the EU since the crisis: What is driving the great retrenchment?. Review of World Economics, 155, 287–326.
European Comission. (2018). Border Region Data collection. Directorate-General for Regional and Urban Policy. European Comission.
European Comission. (2016). Directorate-General for Regional and Urban Policy. Border Region Data collection.
European Commission. (2017). Easing legal and administrative obstacles in EU border regions. Final Report. Report for the Directorate-General for Regional and Urban Policy.
Farruggio, C., & Uhde, A. (2015). Determinants of loan securitization in European banking. Journal of Banking & Finance, 56, 12-27.
Feldstein, M., & Horioka, C. (1980). Domestic Saving and International Capital Flows. The Economic Journal, 90(358), 314-329.
Forbes, K., Reinhardt, D., & Wieladek, T. (2016). The spillovers, interactions, and (un) intended consequences of monetary and regulatory policies. National Bureau of Economic Research, Volume W22307.
Hobza, A., & Zeugner, S. (2014). Current accounts and financial flows in the euro area. Journal of International Money and Finance, 48, 291-313.
Ichiue, H., & Lambert, F. (2016). Post-crisis International Banking; An analysis with new regulatory survey data. IMF Working Paper, Issue No. 16/88.
Kubeleca, C., & Sa, F. (2012). The Geographical Composition of National External Balance Sheets: 1980–2005. International Journal of Central Banking, 29, 143-189.
Lewis, K. K. (1999). Trying to explain home bias in equities and consumption. Journal of Economic Literature, 37, 571–608.
Mayordomo, S., Abascal, M., Alonso, T., & Rodriguez-Moreno, M. (2015). Fragmentation in the European interbank market: Measures, determinants, and policy solutions. Journal of Financial Stability, 16, 1-12.
Obstfeld, M. (1994). Risk-Taking, Global Diversification, and Growth. The American Economic Review, 84(5), 1310-1329.
Papaioannou, E. (2009). What drives international financial flows? Politics, institutions and other determinants. Journal of Development Economics, 88, 269–281.
Pinto, J. M., & Alves, P. (2016). The Economics of Securitization: Evidence from the European Markets. Investment Management and Financial Innovations, 13, 112-126.
Rey, S., & Anselin, L. (2007). PySAL: A Python Library of Spatial Analytical Methods. Review of Regional Studies, 37(1), 5-27.
Umber, M. P., Grote, M. H., & Frey, R. (2014). Same as it ever was? Europe's national borders and the market for corporate control. Journal of International Money and Finance, 40, 109-127.
Valiante, D. (2016). Europe’s Untapped Capital Market: Rethinking integration after the great financial crisis. CEPS Paperback.
Waysand, C., Ross, K., & Guzman, J. D. (2010). European Financial Linkages: A New Look at Imbalances. IMF Working Paper WP/10/295, 61.
Worthington, A. C., & Higgs, H. (2010). Assessing Financial Integration in the European Union Equity Markets: Panel Unit Root and Multivariate Cointegration and Causality Evidence. Journal of Economic Integration, 25(3), 457-479.
Información adicional
Clasificación JEL: O33; O34; J16.