The change in banks' product mix, diversification and performance: An application of multivariate GARCH to Canadian data
AbstractData suggest a change in banks’ performance attributable to a greater involvement in non-traditional activities. Indeed, market-oriented banking increases banks’ accounting returns at the cost of a higher volatility in financial results. The motivation of this paper is to study how bank product mix impacts diversification and performance. Thanks to our data and methodology we are able to shed new light on the apparently contradictory results found in the literature regarding the benefits to diversify in market-based banking. Some keys conditional volatilities reveal these benefits may in fact vary both over the business cycles and through time. Using a new framework based on a multivariate GARCH procedure and a modified Hausman test, our main findings suggest that most components of non-interest income actually provide non-negligible diversification benefits with respect to traditional banks’ business lines. In normal times, diversification even works for the components most related to market-oriented banking, i.e., trading income and capital markets fees. Not so surprisingly however, during crisis episodes these diversification benefits seem to vanish for most of the components, except for insurance and securitization, which act as buffers. Consistent with the literature, we also find that, despite the evolution of the banking business model, fees related to banks’ traditional activities – deposit, credit card and loan fees – remain the most stable and profitable sources of income.
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Bibliographic InfoPaper provided by Département des sciences administratives, UQO in its series RePAd Working Paper Series with number UQO-DSA-wp012013.
Length: 46 pages
Date of creation: 01 Jan 2013
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Market-oriented banking; Product mix; Multivariate GARCH; Structural break; Endogeneity.;
Find related papers by 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
- 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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- Kevin J. Stiroh, 2002.
"Diversification in banking: is noninterest income the answer?,"
154, Federal Reserve Bank of New York.
- Stiroh, Kevin J, 2004. "Diversification in Banking: Is Noninterest Income the Answer?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(5), pages 853-82, October.
- Olivier De Jonghe, 2009.
"Back to the basics in banking ? A micro-analysis of banking system stability,"
Working Paper Research
167, National Bank of Belgium.
- 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.
- O. De Jonghe, 2009. "Back to the Basics in Banking? A Micro-Analysis of Banking System Stability," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 09/579, Ghent University, Faculty of Economics and Business Administration.
- Bollerslev, Tim & Engle, Robert F & Wooldridge, Jeffrey M, 1988. "A Capital Asset Pricing Model with Time-Varying Covariances," Journal of Political Economy, University of Chicago Press, vol. 96(1), pages 116-31, February.
- Jose Manuel Campa & Simi Kedia, 2002.
"Explaining the Diversification Discount,"
Journal of Finance,
American Finance Association, vol. 57(4), pages 1731-1762, 08.
- Campa, Jose M. & Kedia, Simi, 2000. "Explaining the diversification discount," IESE Research Papers D/424, IESE Business School.
- José Manuel Campa & Simi Kedia, 1999. "Explaining the Diversification Discount," Working Papers 99-06, New York University, Leonard N. Stern School of Business, Department of Economics.
- Rebecca S. Demsetz & Philip E. Strahan, 1995. "Diversification, size, and risk at bank holding companies," Research Paper 9506, Federal Reserve Bank of New York.
- 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.
- Laeven, Luc & Levine, Ross, 2007.
"Is there a diversification discount in financial conglomerates?,"
Journal of Financial Economics,
Elsevier, vol. 85(2), pages 331-367, August.
- Laeven, Luc & Levine, Ross, 2005. "Is There a Diversification Discount in Financial Conglomerates?," CEPR Discussion Papers 5121, C.E.P.R. Discussion Papers.
- Luc Laeven & Ross Levine, 2005. "Is There a Diversification Discount in Financial Conglomerates?," NBER Working Papers 11499, National Bureau of Economic Research, Inc.
- Gallo, John G. & Apilado, Vincent P. & Kolari, James W., 1996. "Commercial bank mutual fund activities: Implications for bank risk and profitability," Journal of Banking & Finance, Elsevier, vol. 20(10), pages 1775-1791, December.
- Estrella, Arturo, 2001. "Mixing and matching: Prospective financial sector mergers and market valuation," Journal of Banking & Finance, Elsevier, vol. 25(12), pages 2367-2392, December.
- Goddard, John & McKillop, Donal & Wilson, John O.S., 2008. "The diversification and financial performance of US credit unions," Journal of Banking & Finance, Elsevier, vol. 32(9), pages 1836-1849, September.
- Kroszner, Randall S & Rajan, Raghuram G, 1994. "Is the Glass-Steagall Act Justified? A Study of the U.S. Experience with Universal Banking before 1933," American Economic Review, American Economic Association, vol. 84(4), pages 810-32, September.
- Schmid, Markus M. & Walter, Ingo, 2009. "Do financial conglomerates create or destroy economic value?," Journal of Financial Intermediation, Elsevier, vol. 18(2), pages 193-216, April.
- Christian Calmès & Raymond Théoret, 2009.
"The Impact of Off-Balance-Sheet Activities on Banks Returns: An Application of the ARCH-M to Canadian Data,"
RePAd Working Paper Series
UQO-DSA-wp032009, Département des sciences administratives, UQO.
- 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.
- Christian Calmès, 2004.
"Regulatory Changes and Financial Structure: The Case of Canada,"
04-26, Bank of Canada.
- 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.
- Busch, Ramona & Kick, Thomas, 2009. "Income diversification in the German banking industry," Discussion Paper Series 2: Banking and Financial Studies 2009,09, Deutsche Bundesbank, Research Centre.
- Fran�ois-�ric Racicot & Raymond Théoret, 2012. "Optimally weighting higher-moment instruments to deal with measurement errors in financial return models," Applied Financial Economics, Taylor & Francis Journals, vol. 22(14), pages 1135-1146, July.
- Robert DeYoung & Tara Rice, 2004. "Noninterest Income and Financial Performance at U.S. Commercial Banks," The Financial Review, Eastern Finance Association, vol. 39(1), pages 101-127, 02.
- Simon H. Kwan & Elizabeth S. Laderman, 1999. "On the portfolio effects of financial convergence - a review of the literature," Economic Review, Federal Reserve Bank of San Francisco, pages 18-31.
- 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.
- Kevin Stiroh, 2006. "New Evidence on the Determinants of Bank Risk," Journal of Financial Services Research, Springer, vol. 30(3), pages 237-263, December.
- DeYoung, Robert & Roland, Karin P., 2001. "Product Mix and Earnings Volatility at Commercial Banks: Evidence from a Degree of Total Leverage Model," Journal of Financial Intermediation, Elsevier, vol. 10(1), pages 54-84, January.
- 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.
- Slijkerman, Jan Frederik & Schoenmaker, Dirk & de Vries, Casper G., 2013. "Systemic risk and diversification across European banks and insurers," Journal of Banking & Finance, Elsevier, vol. 37(3), pages 773-785.
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