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Bank systemic risk and the business cycle: An empirical investigation using Canadian data

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  • Christian Calmès

    (Chaire d'information financière et organisationnelle ESG-UQAM, Laboratory for Research in Statistics and Probability, Université du Québec (Outaouais))

  • Raymond Théoret

    (Chaire d'information financière et organisationnelle ESG-UQAM, Université du Québec (Montréal), Université du Québec (Outaouais))

Abstract

Since financial institutions are subjected to increasingly tighter requirements regarding the way they conduct their loan business, we could assume that built-in regulatory pressures induce them to adopt collective business strategies, with the unintended consequence of persistently weakening the banking system ability to cope with external shocks. Surprisingly, we find rather the opposite. This paper documents how banks, as a group, react to macroeconomic risk and uncertainty, and more specifically the way banks systemic behaviour evolves over the business cycle. Adopting the methodology of Beaudry et al. (2001), our results clearly indicate that the dispersion across banks traditional portfolios has actually increased through time. We introduce an estimation procedure based on EGARCH and re-fine Baum et al. (2002, 2004, 2009) and Quagliariello (2007, 2009) framework to analyze the question in the new industry context, i.e. shadow banking. Consistent with finance theory, we first confirm that banks tend to behave homogeneously vis-à-vis macroeconomic uncertainty. Additionally, we find that the cross-sectional dispersions of loans to assets and non-traditional activities shrink essentially during downturns, when the resilience of the banking system is at its lowest. Our results also indicate that banks herd-like behaviour remains predominantly a cyclical phenomenon, almost unaffected by the new banking environment. Most importantly however, the cross-sectional dispersion of market-oriented ac-tivities appears to be both more volatile and sensitive to the business cycle than the dispersion of the traditional banking business lines.

Suggested Citation

  • Christian Calmès & Raymond Théoret, 2011. "Bank systemic risk and the business cycle: An empirical investigation using Canadian data," RePAd Working Paper Series UQO-DSA-wp322011, Département des sciences administratives, UQO.
  • Handle: RePEc:pqs:wpaper:322011
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    as
    1. Nicola Gennaioli & Andrei Shleifer & Robert W. Vishny, 2013. "A Model of Shadow Banking," Journal of Finance, American Finance Association, vol. 68(4), pages 1331-1363, August.
    2. Wagner, Wolf, 2010. "Diversification at financial institutions and systemic crises," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 373-386, July.
    3. Huizinga, John, 1993. "Inflation Uncertainty, Relative Price Uncertainty, and Investment in U.S. Manufacturing," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 25(3), pages 521-549, August.
    4. Jacob A. Bikker & Haixia Hu, 2002. "Cyclical patterns in profits, provisioning and lending of banks and procyclicality of the new Basel capital requirements," Banca Nazionale del Lavoro Quarterly Review, Banca Nazionale del Lavoro, vol. 55(221), pages 143-175.
    5. Nelson, Daniel B, 1991. "Conditional Heteroskedasticity in Asset Returns: A New Approach," Econometrica, Econometric Society, vol. 59(2), pages 347-370, March.
    6. Xavier Vives, 2014. "Strategic Complementarity, Fragility, and Regulation," The Review of Financial Studies, Society for Financial Studies, vol. 27(12), pages 3547-3592.
    7. Mario Quagliariello, 2009. "Macroeconomic uncertainty and banks' lending decisions: the case of Italy," Applied Economics, Taylor & Francis Journals, vol. 41(3), pages 323-336.
    8. Antoine Martin & Bruno M. Parigi, 2013. "Bank Capital Regulation and Structured Finance," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(1), pages 87-119, February.
    9. Vives, Xavier, 1996. "Social learning and rational expectations," European Economic Review, Elsevier, vol. 40(3-5), pages 589-601, April.
    10. repec:bla:scandj:v:104:y:2002:i:3:p:365-89 is not listed on IDEAS
    11. Ari Hyytinen & Iikka Kuosa & Tuomas Takalo, 2003. "Law or Finance: Evidence from Finland," European Journal of Law and Economics, Springer, vol. 16(1), pages 59-89, July.
    12. Stiroh, Kevin J. & Rumble, Adrienne, 2006. "The dark side of diversification: The case of US financial holding companies," Journal of Banking & Finance, Elsevier, vol. 30(8), pages 2131-2161, August.
    13. De Jonghe, Olivier, 2010. "Back to the basics in banking? A micro-analysis of banking system stability," Journal of Financial Intermediation, Elsevier, vol. 19(3), pages 387-417, July.
    14. Hwang, Soosung & Salmon, Mark, 2004. "Market stress and herding," Journal of Empirical Finance, Elsevier, vol. 11(4), pages 585-616, September.
    15. Tobias Adrian & Adam B. Ashcraft & Hayley Boesky & Zoltan Pozsar, 2013. "Shadow banking," Economic Policy Review, Federal Reserve Bank of New York, issue Dec, pages 1-16.
      • Tobias Adrian & Adam B. Ashcraft & Hayley Boesky & Zoltan Pozsar, 2010. "Shadow banking," Staff Reports 458, Federal Reserve Bank of New York.
    16. Stiroh, Kevin J, 2004. "Diversification in Banking: Is Noninterest Income the Answer?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(5), pages 853-882, October.
    17. James R. Barth & Gerard Caprio Jr. & Ross Levine, 2002. "Financial Regulation and Performance: Cross-COuntry Evidence," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 4, pages 113-142, Central Bank of Chile.
    18. Lepetit, Laetitia & Nys, Emmanuelle & Rous, Philippe & Tarazi, Amine, 2008. "Bank income structure and risk: An empirical analysis of European banks," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1452-1467, August.
    19. Calmès, Christian & Théoret, Raymond, 2010. "The impact of off-balance-sheet activities on banks returns: An application of the ARCH-M to Canadian data," Journal of Banking & Finance, Elsevier, vol. 34(7), pages 1719-1728, July.
    20. Ryuichi Nakagawa & Hirofumi Uchida, 2011. "Herd Behaviour by Japanese Banks after Financial Deregulation," Economica, London School of Economics and Political Science, vol. 78(312), pages 618-636, October.
    21. Uhde, André & Michalak, Tobias C., 2010. "Securitization and systematic risk in European banking: Empirical evidence," Journal of Banking & Finance, Elsevier, vol. 34(12), pages 3061-3077, December.
    22. Arthur Lewbel, 1997. "Constructing Instruments for Regressions with Measurement Error when no Additional Data are Available, with an Application to Patents and R&D," Econometrica, Econometric Society, vol. 65(5), pages 1201-1214, September.
    23. Michael D. Bordo & Angela Redish & Hugh Rockoff, 2011. "Why didn't Canada have a banking crisis in 2008 (or in 1930, or 1907, or ...)?," NBER Working Papers 17312, National Bureau of Economic Research, Inc.
    24. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    25. Douglas W. Diamond & Philip H. Dybvig, 2000. "Bank runs, deposit insurance, and liquidity," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 24(Win), pages 14-23.
    26. Emmanuel Farhi & Jean Tirole, 2012. "Collective Moral Hazard, Maturity Mismatch, and Systemic Bailouts," American Economic Review, American Economic Association, vol. 102(1), pages 60-93, February.
    27. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    28. Loutskina, Elena, 2011. "The role of securitization in bank liquidity and funding management," Journal of Financial Economics, Elsevier, vol. 100(3), pages 663-684, June.
    29. Iana Liadze & Ray Barrell & Professor E. Philip Davis, 2010. "Evaluating off-balance sheet exposures in banking crisis determination models," National Institute of Economic and Social Research (NIESR) Discussion Papers 357, National Institute of Economic and Social Research.
    30. Bikker, J.A. & Metzemakers, P.A.J., 2005. "Bank provisioning behaviour and procyclicality," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(2), pages 141-157, April.
    31. Cardone-Riportella, Clara & Samaniego-Medina, Reyes & Trujillo-Ponce, Antonio, 2010. "What drives bank securitisation? The Spanish experience," Journal of Banking & Finance, Elsevier, vol. 34(11), pages 2639-2651, November.
    32. Claudio Borio & Craig Furfine & Philip Lowe, 2001. "Procyclicality of the financial system and financial stability: issues and policy options," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 1-57, Bank for International Settlements.
    33. Christian Calmès, 2004. "Regulatory Changes and Financial Structure: The Case of Canada," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 140(I), pages 1-35, March.
    34. Jeremy C. Stein & Anil K. Kashyap, 2000. "What Do a Million Observations on Banks Say about the Transmission of Monetary Policy?," American Economic Review, American Economic Association, vol. 90(3), pages 407-428, June.
    35. David T. Llewellyn, 2002. "An analysis of the causes of recent banking crises," The European Journal of Finance, Taylor & Francis Journals, vol. 8(2), pages 152-175, June.
    36. Franses,Philip Hans & Dijk,Dick van, 2000. "Non-Linear Time Series Models in Empirical Finance," Cambridge Books, Cambridge University Press, number 9780521770415, September.
    37. Markus K. Brunnermeier, 2009. "Deciphering the Liquidity and Credit Crunch 2007-2008," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 77-100, Winter.
    38. Instefjord, Norvald, 2005. "Risk and hedging: Do credit derivatives increase bank risk?," Journal of Banking & Finance, Elsevier, vol. 29(2), pages 333-345, February.
    39. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    40. Wagner, Wolf, 2007. "The liquidity of bank assets and banking stability," Journal of Banking & Finance, Elsevier, vol. 31(1), pages 121-139, January.
    41. Stephen Morris & Hyun Song Shin, 2001. "Rethinking Multiple Equilibria in Macroeconomic Modeling," NBER Chapters, in: NBER Macroeconomics Annual 2000, Volume 15, pages 139-182, National Bureau of Economic Research, Inc.
    42. Nijskens, Rob & Wagner, Wolf, 2011. "Credit risk transfer activities and systemic risk: How banks became less risky individually but posed greater risks to the financial system at the same time," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1391-1398, June.
    43. Mustafa Caglayan & Neslihan Ozkan & Christopher F Baum, 2002. "The Impact of Macroeconomic Uncertainty on Bank Lending Behavior," Working Papers 2002_02, University of Liverpool, Department of Economics.
    44. Engle, Robert F & Ng, Victor K, 1993. "Measuring and Testing the Impact of News on Volatility," Journal of Finance, American Finance Association, vol. 48(5), pages 1749-1778, December.
    45. Charles Calomiris & Joseph Mason, 2004. "Credit Card Securitization and Regulatory Arbitrage," Journal of Financial Services Research, Springer;Western Finance Association, vol. 26(1), pages 5-27, August.
    46. Bollerslev, Tim, 1986. "Generalized autoregressive conditional heteroskedasticity," Journal of Econometrics, Elsevier, vol. 31(3), pages 307-327, April.
    47. Christian Calmès & Raymond Théoret, 2011. "The rise of shadow banking and the hidden benefits of diversification," RePAd Working Paper Series UQO-DSA-wp042011, Département des sciences administratives, UQO.
    48. Céline Gauthier & Alfred Lehar & Moez Souissi, 2010. "Macroprudential Regulation and Systemic Capital Requirements," Staff Working Papers 10-4, Bank of Canada.
    49. Cecchetti, Stephen G, 1993. "Inflation Uncertainty, Relative Price Uncertainty, and Investment in U.S. Manufacturing: Comment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 25(3), pages 550-554, August.
    50. Calmès, Christian & Liu, Ying, 2009. "Financial structure change and banking income: A Canada-U.S. comparison," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 19(1), pages 128-139, February.
    51. Christopher F Baum & Mustafa Caglayan & Neslihan Ozkan, 2004. "The second moments matter: The response of bank lending behavior to macroeconomic uncertainty," Computing in Economics and Finance 2004 172, Society for Computational Economics.
    52. Tobias Adrian, 2007. "Measuring risk in the hedge fund sector," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 13(Mar).
    53. Adrian Pagan, 1986. "Two Stage and Related Estimators and Their Applications," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 53(4), pages 517-538.
    54. Wagner, Wolf, 2008. "The homogenization of the financial system and financial crises," Journal of Financial Intermediation, Elsevier, vol. 17(3), pages 330-356, July.
    55. Kane, Edward J, 1981. "Accelerating Inflation, Technological Innovation, and the Decreasing Effectiveness of Banking Regulation," Journal of Finance, American Finance Association, vol. 36(2), pages 355-367, May.
    56. Baele, Lieven & De Jonghe, Olivier & Vander Vennet, Rudi, 2007. "Does the stock market value bank diversification?," Journal of Banking & Finance, Elsevier, vol. 31(7), pages 1999-2023, July.
    57. Jones, David, 2000. "Emerging problems with the Basel Capital Accord: Regulatory capital arbitrage and related issues," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 35-58, January.
    58. Baum, Christopher F. & Caglayan, Mustafa & Ozkan, Neslihan, 2009. "The second moments matter: The impact of macroeconomic uncertainty on the allocation of loanable funds," Economics Letters, Elsevier, vol. 102(2), pages 87-89, February.
    59. David Hirshleifer & Siew Hong Teoh, 2003. "Herd Behaviour and Cascading in Capital Markets: a Review and Synthesis," European Financial Management, European Financial Management Association, vol. 9(1), pages 25-66, March.
    60. Paul Beaudry & Mustafa Caglayan & Fabio Schiantarelli, 2001. "Monetary Instability, the Predictability of Prices, and the Allocation of Investment: An Empirical Investigation Using U.K. Panel Data," American Economic Review, American Economic Association, vol. 91(3), pages 648-662, June.
    61. Pecchenino, Rowena A., 1998. "Risk averse bank managers: Exogenous shocks, portfolio reallocations and market spillovers," Journal of Banking & Finance, Elsevier, vol. 22(2), pages 161-174, February.
    62. John Huizinga, 1993. "Inflation uncertainty, relative price uncertainty, and investment in U.S. manufacturing," Proceedings, Federal Reserve Bank of Cleveland, pages 521-557.
    63. Selody, Jack, 1993. "Inflation Uncertainty, Relative Price Uncertainty, and Investment in U.S. Manufacturing: Comment," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 25(3), pages 554-557, August.
    64. Cebenoyan, A. Sinan & Strahan, Philip E., 2004. "Risk management, capital structure and lending at banks," Journal of Banking & Finance, Elsevier, vol. 28(1), pages 19-43, January.
    65. Brent Ambrose & Michael LaCour-Little & Anthony Sanders, 2005. "Does Regulatory Capital Arbitrage, Reputation, or Asymmetric Information Drive Securitization?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 28(1), pages 113-133, October.
    66. Pagan, Adrian, 1984. "Econometric Issues in the Analysis of Regressions with Generated Regressors," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 25(1), pages 221-247, February.
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    Keywords

    Basel III; Banking stability; Macroprudential policy; Herding; Macroeconomic uncertainty.;
    All these keywords.

    JEL classification:

    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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