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Credit portfolio modelling and its effect on capital requirements

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  • Bülbül, Dilek
  • Lambert, Claudia

Abstract

The subprime crisis revealed that the adoption of suitable systems for the management of credit risk is of utmost concern. The Basel Committee on Banking Supervision (2009) advises banks to use credit portfolio models with caution when assessing the capital adequacy. This paper investigates whether decisions on total risk-based capital ratios are channeled through credit portfolio models. In other words, do credit portfolio models serve as a relevant determinant for banks to adjust their capital allocation? To empirically test the relationship we measure the average treatment effect by conducting a quasi-natural experiment in which we employ a propensity-matching approach to panel data. We find that the adoption of credit portfolio models positively and significantly affects regulatory capital decisions of banks both directly following the introduction as well as over a longer time horizon. By now it is commonly accepted that overreliance on credit portfolio models composes a fundamental cause of the current financial crisis. Our results put the debate about overreliance on quantitative models in a new perspective. This knowledge may prove valuable for regulators who aim to understand bank behaviour and thus advance regulation.

Suggested Citation

  • Bülbül, Dilek & Lambert, Claudia, 2012. "Credit portfolio modelling and its effect on capital requirements," Discussion Papers 11/2012, Deutsche Bundesbank.
  • Handle: RePEc:zbw:bubdps:112012
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    1. Nicolò, Antonio & Pelizzon, Loriana, 2008. "Credit derivatives, capital requirements and opaque OTC markets," Journal of Financial Intermediation, Elsevier, vol. 17(4), pages 444-463, October.
    2. Alistair Milne & A Elizabeth Whalley, 1999. "Bank capital and risk taking," Bank of England working papers 90, Bank of England.
    3. Marco Caliendo & Sabine Kopeinig, 2008. "Some Practical Guidance For The Implementation Of Propensity Score Matching," Journal of Economic Surveys, Wiley Blackwell, vol. 22(1), pages 31-72, February.
    4. Franklin Allen & Elena Carletti & Robert Marquez, 2011. "Credit Market Competition and Capital Regulation," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 983-1018.
    5. Douglas W. Diamond & Raghuram G. Rajan, 2000. "A Theory of Bank Capital," Journal of Finance, American Finance Association, vol. 55(6), pages 2431-2465, December.
    6. Lucy White & Alan D. Morrison, 2002. "Crises and Capital Requirements in Banking," OFRC Working Papers Series 2002fe05, Oxford Financial Research Centre.
    7. Klaus Düllmann & Nancy Masschelein, 2007. "A Tractable Model to Measure Sector Concentration Risk in Credit Portfolios," Journal of Financial Services Research, Springer;Western Finance Association, vol. 32(1), pages 55-79, October.
    8. Reint Gropp & Florian Heider, 2010. "The Determinants of Bank Capital Structure," Review of Finance, European Finance Association, vol. 14(4), pages 587-622.
    9. Ayuso, Juan & Perez, Daniel & Saurina, Jesus, 2004. "Are capital buffers pro-cyclical?: Evidence from Spanish panel data," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 249-264, April.
    10. Avery, Robert B. & Berger, Allen N., 1991. "Risk-based capital and deposit insurance reform," Journal of Banking & Finance, Elsevier, vol. 15(4-5), pages 847-874, September.
    11. Bernadette Minton & René Stulz & Rohan Williamson, 2009. "How Much Do Banks Use Credit Derivatives to Hedge Loans?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 35(1), pages 1-31, February.
    12. Barrios, Victor E. & Blanco, Juan M., 2003. "The effectiveness of bank capital adequacy regulation: A theoretical and empirical approach," Journal of Banking & Finance, Elsevier, vol. 27(10), pages 1935-1958, October.
    13. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    14. Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
    15. Pederzoli, Chiara & Torricelli, Costanza, 2005. "Capital requirements and business cycle regimes: Forward-looking modelling of default probabilities," Journal of Banking & Finance, Elsevier, vol. 29(12), pages 3121-3140, December.
    16. Kim, Daesik & Santomero, Anthony M, 1988. " Risk in Banking and Capital Regulation," Journal of Finance, American Finance Association, vol. 43(5), pages 1219-1233, December.
    17. Jacques, Kevin & Nigro, Peter, 1997. "Risk-based capital, portfolio risk, and bank capital: A simultaneous equations approach," Journal of Economics and Business, Elsevier, vol. 49(6), pages 533-547.
    18. Kareken, John H & Wallace, Neil, 1978. "Deposit Insurance and Bank Regulation: A Partial-Equilibrium Exposition," The Journal of Business, University of Chicago Press, vol. 51(3), pages 413-438, July.
    19. Repullo, Rafael, 2004. "Capital requirements, market power, and risk-taking in banking," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 156-182, April.
    20. Berger, Allen N. & Herring, Richard J. & Szego, Giorgio P., 1995. "The role of capital in financial institutions," Journal of Banking & Finance, Elsevier, vol. 19(3-4), pages 393-430, June.
    21. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    22. William Lang & Julapa Jagtiani, 2010. "The Mortgage and Financial Crises: The Role of Credit Risk Management and Corporate Governance," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 38(3), pages 295-316, September.
    23. Jackson, Patricia & Perraudin, William, 2000. "Regulatory implications of credit risk modelling," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 1-14, January.
    24. Krahnen, Jan P. & Schmidt, Reinhard H. (ed.), 2004. "The German Financial System," OUP Catalogue, Oxford University Press, number 9780199253166.
    25. Bangia, Anil & Diebold, Francis X. & Kronimus, Andre & Schagen, Christian & Schuermann, Til, 2002. "Ratings migration and the business cycle, with application to credit portfolio stress testing," Journal of Banking & Finance, Elsevier, vol. 26(2-3), pages 445-474, March.
    26. John DiNardo & Justin L. Tobias, 2001. "Nonparametric Density and Regression Estimation," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 11-28, Fall.
    27. Wall, Larry D. & Peterson, David R., 1995. "Bank holding company capital targets in the early 1990s: The regulators versus the markets," Journal of Banking & Finance, Elsevier, vol. 19(3-4), pages 563-574, June.
    28. 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.
    29. Dawood Ashraf & Yener Altunbas & John Goddard, 2007. "Who Transfers Credit Risk? Determinants of the Use of Credit Derivatives by Large US Banks," The European Journal of Finance, Taylor & Francis Journals, vol. 13(5), pages 483-500.
    30. Raj Aggarwal & Kevin T. Jacques, 1998. "Assessing the impact of prompt corrective action on bank capital and risk," Economic Policy Review, Federal Reserve Bank of New York, vol. 4(Oct), pages 23-32.
    31. Frederick T. Furlong & Michael C. Keeley, 1987. "Bank capital regulation and asset risk," Economic Review, Federal Reserve Bank of San Francisco, issue Spr, pages 20-40.
    32. Viral V. Acharya & Iftekhar Hasan & Anthony Saunders, 2006. "Should Banks Be Diversified? Evidence from Individual Bank Loan Portfolios," The Journal of Business, University of Chicago Press, vol. 79(3), pages 1355-1412, May.
    33. Bhattacharya, Sudipto & Boot, Arnoud W A & Thakor, Anjan V, 1998. "The Economics of Bank Regulation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(4), pages 745-770, November.
    34. Shrieves, Ronald E. & Dahl, Drew, 1992. "The relationship between risk and capital in commercial banks," Journal of Banking & Finance, Elsevier, vol. 16(2), pages 439-457, April.
    35. Juan Fernández de Guevara & Joaquín Maudos & Francisco Pérez, 2005. "Market Power in European Banking Sectors," Journal of Financial Services Research, Springer;Western Finance Association, vol. 27(2), pages 109-137, April.
    36. Carbó, Santiago & Humphrey, David & Maudos, Joaquín & Molyneux, Philip, 2009. "Cross-country comparisons of competition and pricing power in European banking," Journal of International Money and Finance, Elsevier, vol. 28(1), pages 115-134, February.
    37. A. Smith, Jeffrey & E. Todd, Petra, 2005. "Does matching overcome LaLonde's critique of nonexperimental estimators?," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 305-353.
    38. John H. Boyd & Gianni De Nicoló, 2005. "The Theory of Bank Risk Taking and Competition Revisited," Journal of Finance, American Finance Association, vol. 60(3), pages 1329-1343, June.
    39. Mathias Dewatripont & Jean Tirole, 1994. "The prudential regulation of banks," ULB Institutional Repository 2013/9539, ULB -- Universite Libre de Bruxelles.
    40. Lang, William W. & Jagtiani, Julapa, 2010. "The Mortgage Financial Crises: The Role of Credit Risk Management and Corporate Governance," Working Papers 10-12, University of Pennsylvania, Wharton School, Weiss Center.
    41. 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.
    42. Calem, Paul & Rob, Rafael, 1999. "The Impact of Capital-Based Regulation on Bank Risk-Taking," Journal of Financial Intermediation, Elsevier, vol. 8(4), pages 317-352, October.
    43. Buser, Stephen A & Chen, Andrew H & Kane, Edward J, 1981. "Federal Deposit Insurance, Regulatory Policy, and Optimal Bank Capital," Journal of Finance, American Finance Association, vol. 36(1), pages 51-60, March.
    44. Allen N. Berger & Leora F. Klapper & Rima Turk-Ariss, 2017. "Bank competition and financial stability," Chapters, in: Jacob A. Bikker & Laura Spierdijk (ed.), Handbook of Competition in Banking and Finance, chapter 10, pages 185-204, Edward Elgar Publishing.
    45. Pagan,Adrian & Ullah,Aman, 1999. "Nonparametric Econometrics," Cambridge Books, Cambridge University Press, number 9780521355643.
    46. Rime, Bertrand, 2001. "Capital requirements and bank behaviour: Empirical evidence for Switzerland," Journal of Banking & Finance, Elsevier, vol. 25(4), pages 789-805, April.
    47. Rajeev H. Dehejia & Sadek Wahba, 2002. "Propensity Score-Matching Methods For Nonexperimental Causal Studies," The Review of Economics and Statistics, MIT Press, vol. 84(1), pages 151-161, February.
    48. Reinhard H. Schmidt, 2009. "The Political Debate about Savings Banks," Schmalenbach Business Review (sbr), LMU Munich School of Management, vol. 61(4), pages 366-392, October.
    49. Alan D. Morrison & Lucy White, 2005. "Crises and Capital Requirements in Banking," American Economic Review, American Economic Association, vol. 95(5), pages 1548-1572, December.
    50. Titman, Sheridan & Wessels, Roberto, 1988. " The Determinants of Capital Structure Choice," Journal of Finance, American Finance Association, vol. 43(1), pages 1-19, March.
    51. Shim, Jeungbo, 2010. "Capital-based regulation, portfolio risk and capital determination: Empirical evidence from the US property-liability insurers," Journal of Banking & Finance, Elsevier, vol. 34(10), pages 2450-2461, October.
    52. Unknown, 2005. "Forward," 2005 Conference: Slovenia in the EU - Challenges for Agriculture, Food Science and Rural Affairs, November 10-11, 2005, Moravske Toplice, Slovenia 183804, Slovenian Association of Agricultural Economists (DAES).
    53. Furlong, Frederick T. & Keeley, Michael C., 1989. "Capital regulation and bank risk-taking: A note," Journal of Banking & Finance, Elsevier, vol. 13(6), pages 883-891, December.
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    More about this item

    Keywords

    Risk management; regulation; capital requirement; credit portfolio model; propensity score;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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