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Conditional Probabilty of Default Methodolgy

  • Miguel Segoviano

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    This paper presents the Conditional Probability of Default (CoPoD) methodology for modelling the probabilites of loan defaults (PoD) by small and medium enterprises (SMEs) and unlisted firms as functions of identifiable macroeconomic and financial variables. The process of modelling PoDs represents a challenging task, since the time series of PoDs usually contain few observations, thus making ordinary least squares (OLS) estimation imprecise or unfeasible. CoPoD improves the measurement of the impact of macroeconomic variables on PoDs and consequently the measurement of loans' credit risk through time, thereby making a twofold contribution. First, econometrically, it recovers estimators that show greater robustness than OLS estimators in finite sample settings under the Mean Square Error criterion. Second, economically, on the basis of economic theory and empirical evidence, CoPoD can incorporate a procedure to select a relevant set of macroeconomic explanatory variables that have an impact on the PoDs. We implement CoPoD with information from Norway and Mexico.

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    File URL: http://www.lse.ac.uk/fmg/workingPapers/discussionPapers/fmgdps/dp558.pdf
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    Paper provided by Financial Markets Group in its series FMG Discussion Papers with number dp558.

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    Date of creation: Mar 2006
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    Handle: RePEc:fmg:fmgdps:dp558
    Contact details of provider: Web page: http://www.lse.ac.uk/fmg/

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    1. Gary Gorton & Richard Rosen, 1992. "Corporate Control, Portfolio Choice, and the Decline of Banking," NBER Working Papers 4247, National Bureau of Economic Research, Inc.
    2. Rajan, Raghuram G, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, MIT Press, vol. 109(2), pages 399-441, May.
    3. Graciela Laura Kaminsky, 1997. "Leading Indicators of Currency Crises," IMF Working Papers 97/79, International Monetary Fund.
    4. Jean-Pierre Zigrand & Jon Danielsson & Hyun Song Shin, 2001. "Asset Price Dynamics with Value-at-Risk Constrained Traders," FMG Discussion Papers dp394, Financial Markets Group.
    5. Mittelhammer,Ron C. & Judge,George G. & Miller,Douglas J., 2000. "Econometric Foundations Pack with CD-ROM," Cambridge Books, Cambridge University Press, number 9780521623940.
    6. Jan-Egbert Sturm & Helge Berger & Jakob de Haan, 2005. "Which Variables Explain Decisions On Imf Credit? An Extreme Bounds Analysis," Economics and Politics, Wiley Blackwell, vol. 17, pages 177-213, 07.
    7. Spanos,Aris, 1986. "Statistical Foundations of Econometric Modelling," Cambridge Books, Cambridge University Press, number 9780521269124.
    8. Graciela L. Kaminsky & Carmen M. Reinhart, 1996. "The twin crises: the causes of banking and balance-of-payments problems," International Finance Discussion Papers 544, Board of Governors of the Federal Reserve System (U.S.).
    9. Allen N. Berger & Gregory F. Udell, 1993. "Did risk-based capital allocate bank credit and cause a credit crunch in the U.S.?," Finance and Economics Discussion Series 93-41, Board of Governors of the Federal Reserve System (U.S.).
    10. Burkhard Drees & Ceyla Pazarbasioglu, 1998. "The Nordic Banking Crisis: Pitfalls in Financial Liberalization: Pitfalls in Financial Liberalization," IMF Occasional Papers 161, International Monetary Fund.
    11. Reinhart, Carmen & Tokatlidis, Ioannis, 2005. "Before and After Financial Liberalization," MPRA Paper 6986, University Library of Munich, Germany.
    12. Franklin Allen & Douglas Gale, 1998. "Bubbles and Crises The Economic Journal," Center for Financial Institutions Working Papers 98-01, Wharton School Center for Financial Institutions, University of Pennsylvania.
    13. John Moore & Nobuhiro Kiyotaki, . "Credit Cycles," Discussion Papers 1995-5, Edinburgh School of Economics, University of Edinburgh.
    14. Nancy P. Marion & Robert P. Flood, 1998. "Perspectiveson the Recent Currency Crisis Literature," IMF Working Papers 98/130, International Monetary Fund.
    15. Reinhart, Carmen & Calvo, Guillermo & Leiderman, Leonardo, 1993. "“Capital Inflows and Real Exchange Rate Appreciation in Latin America: The Role of External Factors," MPRA Paper 7125, University Library of Munich, Germany.
    16. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
    17. Eichengreen, Barry & Arteta, Carlos, 2000. "Banking Crises in Emerging Markets: Presumptions and Evidence," Center for International and Development Economics Research, Working Paper Series qt3pk9t1h2, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
    18. Jesús Saurina & Carlos Trucharte, 2004. "The Impact of Basel II on Lending to Small- and Medium-Sized Firms: A Regulatory Policy Assessment Based on Spanish Credit Register Data," Journal of Financial Services Research, Springer, vol. 26(2), pages 121-144, October.
    19. Kolari, James & Glennon, Dennis & Shin, Hwan & Caputo, Michele, 2002. "Predicting large US commercial bank failures," Journal of Economics and Business, Elsevier, vol. 54(4), pages 361-387.
    20. Morris, Stephen & Shin, Hyun Song, 1999. "Risk Management with Interdependent Choice," Oxford Review of Economic Policy, Oxford University Press, vol. 15(3), pages 52-62, Autumn.
    21. Kaminsky, Graciela Laura & Schmukler, Sergio L., 2002. "Short-run pain, long-run gain : the effects of financial liberalization," Policy Research Working Paper Series 2912, The World Bank.
    22. Allen, Franklin & Gale, Douglas, 1999. "Bubbles, Crises, and Policy," Oxford Review of Economic Policy, Oxford University Press, vol. 15(3), pages 9-18, Autumn.
    23. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    24. Krugman, Paul, 1979. "A Model of Balance-of-Payments Crises," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 11(3), pages 311-25, August.
    25. Looney, Stephen W. & Wansley, James W. & Lane, William R., 1989. "An examination of misclassifications with bank failure prediction models," Journal of Economics and Business, Elsevier, vol. 41(4), pages 327-336, November.
    26. Gordy, Michael B., 2000. "A comparative anatomy of credit risk models," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 119-149, January.
    27. Frankel, Jeffrey A. & Rose, Andrew K., 1996. "Currency crashes in emerging markets: An empirical treatment," Journal of International Economics, Elsevier, vol. 41(3-4), pages 351-366, November.
    28. Saunders, Anthony & Strock, Elizabeth & Travlos, Nickolaos G, 1990. " Ownership Structure, Deregulation, and Bank Risk Taking," Journal of Finance, American Finance Association, vol. 45(2), pages 643-54, June.
    29. Michael Leahy & Sebastian Schich & Gert Wehinger & Florian Pelgrin & Thorsteinn Thorgeirsson, 2001. "Contributions of Financial Systems to Growth in OECD Countries," OECD Economics Department Working Papers 280, OECD Publishing.
    30. Allen N. Berger & Gregory F. Udell, 1988. "Collateral, loan quality, and bank risk," Finance and Economics Discussion Series 51, Board of Governors of the Federal Reserve System (U.S.).
    31. Altman, Edward I, 1989. " Measuring Corporate Bond Mortality and Performance," Journal of Finance, American Finance Association, vol. 44(4), pages 909-22, September.
    32. Charles Goodhart & Boris Hofmann & Miguel Segoviano, 2004. "Bank Regulation and Macroeconomic Fluctuations," Oxford Review of Economic Policy, Oxford University Press, vol. 20(4), pages 591-615, Winter.
    33. Merton, Robert C., 1973. "On the pricing of corporate debt: the risk structure of interest rates," Working papers 684-73., Massachusetts Institute of Technology (MIT), Sloan School of Management.
    34. Charles Bean, 2003. "Asset Prices, Financial Imbalances and Monetary Policy: Are Inflation Targets Enough?," RBA Annual Conference Volume, in: Anthony Richards & Tim Robinson (ed.), Asset Prices and Monetary Policy Reserve Bank of Australia.
    35. Peter M. Garber & Subir Lall, 1996. "Derivative products in exchange rate crises," Proceedings, Federal Reserve Bank of San Francisco, pages 206-231.
    36. Calvo, Guillermo A & Mendoza, Enrique G, 1996. "Petty Crime and Cruel Punishment: Lessons from the Mexican Debacle," American Economic Review, American Economic Association, vol. 86(2), pages 170-75, May.
    37. Morris Goldstein & Carmen M. Reinhart, 2000. "Assessing Financial Vulnerability: An Early Warning System for Emerging Markets," Peterson Institute Press: All Books, Peterson Institute for International Economics, number 100.
    38. Diebold, Francis X & Gunther, Todd A & Tay, Anthony S, 1998. "Evaluating Density Forecasts with Applications to Financial Risk Management," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 863-83, November.
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