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Forecasting the Fragility of the Banking and Insurance Sector

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  • Kerstin Bernoth
  • Andreas Pick

Abstract

This paper considers the issue of forecasting financial fragility of banks and insurances using a panel data set of performance indicators, namely distance-to- default, taking unobserved common factors into account. We show that common factors are important in the performance of banks and insurances, analyze the influences of a number of observable factors on banking and insurance performance, and evaluate the forecasts from our model. We find that taking unobserved common factors into account reduces the the root mean square forecasts error of firm specific forecasts by up to 11% and of system forecasts by up to 29% relative to a model based only on observed variables. Estimates of the factor loadings suggest that the correlation of financial institutions has been relatively stable over the forecast period.

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File URL: http://www.diw.de/documents/publikationen/73/diw_01.c.97596.de/dp882.pdf
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Bibliographic Info

Paper provided by DIW Berlin, German Institute for Economic Research in its series Discussion Papers of DIW Berlin with number 882.

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Length: 27 p.
Date of creation: 2009
Date of revision:
Handle: RePEc:diw:diwwpp:dp882

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Keywords: Financial stability; financial linkages; banking; insurances; unobserved common factors; forecasting;

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  1. Pesaran, M.H. & Pick, A., 2004. "Econometric Issues in the Analysis of Contagion," Cambridge Working Papers in Economics, Faculty of Economics, University of Cambridge 0402, Faculty of Economics, University of Cambridge.
  2. Allen, Franklin & Carletti, Elena, 2006. "Credit risk transfer and contagion," Journal of Monetary Economics, Elsevier, Elsevier, vol. 53(1), pages 89-111, January.
  3. Michaely, Roni & Thaler, Richard H & Womack, Kent L, 1995. " Price Reactions to Dividend Initiations and Omissions: Overreaction or Drift?," Journal of Finance, American Finance Association, American Finance Association, vol. 50(2), pages 573-608, June.
  4. Gorton, Gary, 1988. "Banking Panics and Business Cycles," Oxford Economic Papers, Oxford University Press, vol. 40(4), pages 751-81, December.
  5. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
  6. Pasricha, Gurnain, 2009. "Bank Competition and International Financial Integration: Evidence using a new Index," MPRA Paper 16767, University Library of Munich, Germany.
  7. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, American Finance Association, vol. 29(2), pages 449-70, May.
  8. De Mol, Christine & Giannone, Domenico & Reichlin, Lucrezia, 2006. "Forecasting Using a Large Number of Predictors: Is Bayesian Regression a Valid Alternative to Principal Components?," CEPR Discussion Papers, C.E.P.R. Discussion Papers 5829, C.E.P.R. Discussion Papers.
  9. M. Hashem Pesaran & Til Schuermann & Scott M. Weiner, 2002. "Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model," Center for Financial Institutions Working Papers, Wharton School Center for Financial Institutions, University of Pennsylvania 01-38, Wharton School Center for Financial Institutions, University of Pennsylvania.
  10. Gropp, Reint & Moerman, Gerard, 2004. "Measurement of contagion in banks' equity prices," Journal of International Money and Finance, Elsevier, Elsevier, vol. 23(3), pages 405-459, April.
  11. Pasaran, M.H. & Im, K.S. & Shin, Y., 1995. "Testing for Unit Roots in Heterogeneous Panels," Cambridge Working Papers in Economics, Faculty of Economics, University of Cambridge 9526, Faculty of Economics, University of Cambridge.
  12. Kumar, Mohan & Moorthy, Uma & Perraudin, William, 2003. "Predicting emerging market currency crashes," Journal of Empirical Finance, Elsevier, Elsevier, vol. 10(4), pages 427-454, September.
  13. Hali J. Edison, 2000. "Do indicators of financial crises work? an evaluation of an early warning system," International Finance Discussion Papers, Board of Governors of the Federal Reserve System (U.S.) 675, Board of Governors of the Federal Reserve System (U.S.).
  14. Uhde, André & Heimeshoff, Ulrich, 2009. "Consolidation in banking and financial stability in Europe: empirical evidence," IWQW Discussion Paper Series 02/2009, Friedrich-Alexander-Universität Erlangen-Nürnberg, Institut für Wirtschaftspolitik und Quantitative Wirtschaftsforschung (IWQW).
  15. M. Hashem Pesaran, 2006. "Estimation and Inference in Large Heterogeneous Panels with a Multifactor Error Structure," Econometrica, Econometric Society, Econometric Society, vol. 74(4), pages 967-1012, 07.
  16. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency crashes in emerging markets: An empirical treatment," Journal of International Economics, Elsevier, Elsevier, vol. 41(3-4), pages 351-366, November.
  17. Jorge A. Chan-Lau & Toni Gravelle, 2005. "The End," IMF Working Papers 05/231, International Monetary Fund.
  18. Ben S. Bernanke & Jean Boivin & Piotr Eliasz, 2004. "Measuring the Effects of Monetary Policy: A Factor-Augmented Vector Autoregressive (FAVAR) Approach," NBER Working Papers 10220, National Bureau of Economic Research, Inc.
  19. Graciela Kaminsky & Saul Lizondo & Carmen M. Reinhart, 1998. "Leading Indicators of Currency Crises," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 1-48, March.
  20. Tang, Dragon Yongjun & Yan, Hong, 2008. "Market conditions, default risk and credit spreads," Discussion Paper Series 2: Banking and Financial Studies 2008,08, Deutsche Bundesbank, Research Centre.
  21. Akram, Q. Farooq & Eitrheim, Øyvind, 2008. "Flexible inflation targeting and financial stability: Is it enough to stabilize inflation and output?," Journal of Banking & Finance, Elsevier, Elsevier, vol. 32(7), pages 1242-1254, July.
  22. De Bandt, Olivier & Hartmann, Philipp, 2000. "Systemic risk: A survey," Working Paper Series, European Central Bank 0035, European Central Bank.
  23. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," Review of Financial Studies, Society for Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
  24. Carling, Kenneth & Jacobson, Tor & Linde, Jesper & Roszbach, Kasper, 2007. "Corporate credit risk modeling and the macroeconomy," Journal of Banking & Finance, Elsevier, Elsevier, vol. 31(3), pages 845-868, March.
  25. Jürgen Von Hagen & Tai-Kuang Ho, 2007. "Money Market Pressure and the Determinants of Banking Crises," Journal of Money, Credit and Banking, Blackwell Publishing, Blackwell Publishing, vol. 39(5), pages 1037-1066, 08.
  26. Pesaran, M. Hashem & Schuermann, Til & Smith, L. Vanessa, 2009. "Rejoinder to comments on forecasting economic and financial variables with global VARs," International Journal of Forecasting, Elsevier, Elsevier, vol. 25(4), pages 703-715, October.
  27. Amer Demirovic & Dylan Thomas, 2007. "The Relevance of Accounting Data in the Measurement of Credit Risk," The European Journal of Finance, Taylor & Francis Journals, Taylor & Francis Journals, vol. 13(3), pages 253-268.
  28. Pesaran, M.H., 2004. "‘General Diagnostic Tests for Cross Section Dependence in Panels’," Cambridge Working Papers in Economics, Faculty of Economics, University of Cambridge 0435, Faculty of Economics, University of Cambridge.
  29. Asquith, Paul & Mullins, David W, Jr, 1983. "The Impact of Initiating Dividend Payments on Shareholders' Wealth," The Journal of Business, University of Chicago Press, University of Chicago Press, vol. 56(1), pages 77-96, January.
  30. Reinhart, Carmen & Kaminsky, Graciela, 1999. "The twin crises: The causes of banking and balance of payments problems," MPRA Paper 14081, University Library of Munich, Germany.
  31. Gropp, Reint & Vesala, Jukka & Vulpes, Giuseppe, 2002. "Equity and bond market signals as leading indicators of bank fragility," Working Paper Series, European Central Bank 0150, European Central Bank.
  32. Diebold, Francis X & Mariano, Roberto S, 1995. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, American Statistical Association, vol. 13(3), pages 253-63, July.
  33. Pesaran, M.H. & Schuermann, T. & Smit, L.V., 2008. "Forecasting Economic and Financial Variables with Global VARs," Cambridge Working Papers in Economics, Faculty of Economics, University of Cambridge 0807, Faculty of Economics, University of Cambridge.
  34. Breusch, T.S. & Pagan, A.R., . "The Lagrange multiplier test and its applications to model specification in econometrics," CORE Discussion Papers RP, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE) -412, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  35. Jacob A. Bikker & Haixia Hu, 2002. "Cyclical patterns in profits, provisioning and lending of banks and procyclicality of the new Basel capital requirements," BNL Quarterly Review, Banca Nazionale del Lavoro, Banca Nazionale del Lavoro, vol. 55(221), pages 143-175.
  36. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, American Finance Association, vol. 59(2), pages 831-868, 04.
  37. Berg, Andrew & Pattillo, Catherine, 1999. "Predicting currency crises:: The indicators approach and an alternative," Journal of International Money and Finance, Elsevier, Elsevier, vol. 18(4), pages 561-586, August.
  38. Koetter, Michael & Poghosyan, Tigran, 2009. "The identification of technology regimes in banking: Implications for the market power-fragility nexus," Journal of Banking & Finance, Elsevier, Elsevier, vol. 33(8), pages 1413-1422, August.
  39. Marco Stringa & Allan Monks, 2007. "Inter-industry contagion between UK life insurers and UK banks: an event study," Bank of England working papers, Bank of England 325, Bank of England.
  40. Stock, James H & Watson, Mark W, 2002. "Macroeconomic Forecasting Using Diffusion Indexes," Journal of Business & Economic Statistics, American Statistical Association, American Statistical Association, vol. 20(2), pages 147-62, April.
  41. Arnaud Jobert & Janet Kong & Jorge A. Chan-Lau, 2004. "An Option-Based Approach to Bank Vulnerabilities in Emerging Markets," IMF Working Papers 04/33, International Monetary Fund.
  42. Stock J.H. & Watson M.W., 2002. "Forecasting Using Principal Components From a Large Number of Predictors," Journal of the American Statistical Association, American Statistical Association, American Statistical Association, vol. 97, pages 1167-1179, December.
  43. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, University of Chicago Press, vol. 74(1), pages 101-24, January.
  44. Dovern, Jonas & Meier, Carsten-Patrick & Vilsmeier, Johannes, 2010. "How resilient is the German banking system to macroeconomic shocks?," Journal of Banking & Finance, Elsevier, Elsevier, vol. 34(8), pages 1839-1848, August.
  45. Jan Frederik Slijkerman & Dirk Schoenmaker & Casper de Vries, 2005. "Risk Diversification by European Financial Conglomerates," Tinbergen Institute Discussion Papers 05-110/2, Tinbergen Institute.
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Cited by:
  1. Saldías, Martín, 2013. "A market-based approach to sector risk determinants and transmission in the euro area," Journal of Banking & Finance, Elsevier, Elsevier, vol. 37(11), pages 4534-4555.
  2. Martín Saldías, 2011. "Sectoral credit risk in the euro area," Economic Bulletin and Financial Stability Report Articles, Banco de Portugal, Economics and Research Department, Banco de Portugal, Economics and Research Department.
  3. Wenzel, Lars & Wolf, André, 2013. "Short-term forecasting with business surveys: Evidence for German IHK data at federal state level," HWWI Research Papers 140, Hamburg Institute of International Economics (HWWI).
  4. M. Kabir Hassan & William J. Hippler III, 2013. "The Pronounced Impact of Macroeconomic Stress on the Financial Sector: Implications for Real Sector Growth," NFI Working Papers 2013-WP-01, Indiana State University, Scott College of Business, Networks Financial Institute.
  5. Vallascas, Francesco & Keasey, Kevin, 2012. "Bank resilience to systemic shocks and the stability of banking systems: Small is beautiful," Journal of International Money and Finance, Elsevier, Elsevier, vol. 31(6), pages 1745-1776.

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