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The development of a simple and intuitive rating system under Solvency II

  • Van Laere, Elisabeth
  • Baesens, Bart
Registered author(s):

    Regulatory authorities pay considerable attention to setting minimum capital levels for different kinds of financial institutions. Solvency II, the European Commission's planned reform of the regulation of insurance companies is well underway. One of its consequences will be a shift in focus to internally based models in determining the regulatory capital needed to cover unexpected losses. This evolution emphasises the importance of credit risk assessment through internal ratings. In light of this new prudential regulation, this paper suggests a Basel II compliant approach to predicting credit ratings for non-rated corporations and evaluates its performance compared to external ratings. The paper provides an interesting modelling of non-financial European companies rated by S&P. In developing the model, broad applicability is set as an important boundary condition. Even though the model developed is fairly simple and maintains a high level of granularity, it gives high rates of accuracy and is very interpretable.

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    Article provided by Elsevier in its journal Insurance: Mathematics and Economics.

    Volume (Year): 46 (2010)
    Issue (Month): 3 (June)
    Pages: 500-510

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    Handle: RePEc:eee:insuma:v:46:y:2010:i:3:p:500-510
    Contact details of provider: Web page: http://www.elsevier.com/locate/inca/505554

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    1. Jankowitsch, Rainer & Pichler, Stefan & Schwaiger, Walter S.A., 2007. "Modelling the economic value of credit rating systems," Journal of Banking & Finance, Elsevier, vol. 31(1), pages 181-198, January.
    2. Pamela K. Coats & L. Franklin Fant, 1993. "Recognizing Financial Distress Patterns Using a Neural Network Tool," Financial Management, Financial Management Association, vol. 22(3), Fall.
    3. S. Balcaen & H. Ooghe, 2004. "35 years of studies on business failure: an overview of the classical statistical methodologiesand their related problems," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 04/248, Ghent University, Faculty of Economics and Business Administration.
    4. Martin Eling & Hato Schmeiser & Joan T. Schmit, 2007. "The Solvency II Process: Overview and Critical Analysis," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 10(1), pages 69-85, 03.
    5. Andrea Beltratti & Giuseppe Corvino, 2008. "Why are Insurance Companies Different? The Limits of Convergence Among Financial Institutions*," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan, vol. 33(3), pages 363-388, July.
    6. Yang, Z. R. & Platt, Marjorie B. & Platt, Harlan D., 1999. "Probabilistic Neural Networks in Bankruptcy Prediction," Journal of Business Research, Elsevier, vol. 44(2), pages 67-74, February.
    7. Hand, John R M & Holthausen, Robert W & Leftwich, Richard W, 1992. " The Effect of Bond Rating Agency Announcements on Bond and Stock Prices," Journal of Finance, American Finance Association, vol. 47(2), pages 733-52, June.
    8. repec:fth:pennfi:67 is not listed on IDEAS
    9. Amato, Jeffery D. & Furfine, Craig H., 2004. "Are credit ratings procyclical?," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2641-2677, November.
    10. William B. English & William R. Nelson, 1998. "Bank risk rating of business loans," Finance and Economics Discussion Series 1998-51, Board of Governors of the Federal Reserve System (U.S.).
    11. Pinches, George E & Mingo, Kent A, 1975. "The Role of Subordination and Industrial Bond Ratings," Journal of Finance, American Finance Association, vol. 30(1), pages 201-06, March.
    12. Altman, Edward I. & Suggitt, Heather J., 2000. "Default rates in the syndicated bank loan market: A mortality analysis," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 229-253, January.
    13. W. Braddock Hickman, 1958. "Index to "Corporate Bond Quality and Investor Experience"," NBER Chapters, in: Corporate Bond Quality and Investor Experience, pages 531-536 National Bureau of Economic Research, Inc.
    14. Mayers, David & Smith, Clifford W, Jr, 1990. "On the Corporate Demand for Insurance: Evidence from the Reinsurance Market," The Journal of Business, University of Chicago Press, vol. 63(1), pages 19-40, January.
    15. H. Ooghe & C. Spaenjers & P. Vandermoere, 2005. "Business failure prediction: simple-intuitive models versus statistical models," Working Papers of Faculty of Economics and Business Administration, Ghent University, Belgium 05/338, Ghent University, Faculty of Economics and Business Administration.
    16. Philip Bunn & Victoria Redwood, 2003. "Company accounts based modelling of business failures and the implications for financial stability," Bank of England working papers 210, Bank of England.
    17. Richard Cantor & Frank Packer, 1996. "Determinants and impacts of sovereign credit ratings," Research Paper 9608, Federal Reserve Bank of New York.
    18. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, 09.
    19. W. Braddock Hickman, 1958. "Corporate Bond Quality and Investor Experience," NBER Books, National Bureau of Economic Research, Inc, number hick58-1, June.
    20. Suzan Hol, 2006. "The influence of the business cycle on bankruptcy probability," Discussion Papers 466, Statistics Norway, Research Department.
    21. Scott, James, 1981. "The probability of bankruptcy: A comparison of empirical predictions and theoretical models," Journal of Banking & Finance, Elsevier, vol. 5(3), pages 317-344, September.
    22. Brunner, Antje & Pieter, Jan & Weber, Martin, 2000. "Information production in credit relationship: On the role of internal ratings in commercial banking," CFS Working Paper Series 2000/10, Center for Financial Studies (CFS).
    23. Krahnen, Jan Pieter & Weber, Martin, 2000. "Generally accepted rating principles: A primer," CFS Working Paper Series 2000/02, Center for Financial Studies (CFS).
    24. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-54, May-June.
    25. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-24, January.
    26. Pinches, George E & Mingo, Kent A, 1973. "A Multivariate Analysis of Industrial Bond Ratings," Journal of Finance, American Finance Association, vol. 28(1), pages 1-18, March.
    27. Altman, Edward I. & Haldeman, Robert G. & Narayanan, P., 1977. "ZETATM analysis A new model to identify bankruptcy risk of corporations," Journal of Banking & Finance, Elsevier, vol. 1(1), pages 29-54, June.
    28. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, . "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 3-98, Wharton School Rodney L. White Center for Financial Research.
    29. Grunert, Jens & Norden, Lars & Weber, Martin, 2002. "The Role of Non-financial Factors in Internal Credit Ratings," CEPR Discussion Papers 3415, C.E.P.R. Discussion Papers.
    30. Berger, Lawrence A & Cummins, J David & Tennyson, Sharon, 1992. " Reinsurance and the Liability Insurance Crisis," Journal of Risk and Uncertainty, Springer, vol. 5(3), pages 253-72, July.
    31. Jennifer J. Gaver & Steven W. Pottier, 2005. "The Role of Holding Company Financial Information in the Insurer-Rating Process: Evidence From the Property-Liability Industry," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 72(1), pages 77-103.
    32. Altman, Edward I. & Rijken, Herbert A., 2004. "How rating agencies achieve rating stability," Journal of Banking & Finance, Elsevier, vol. 28(11), pages 2679-2714, November.
    33. William F. Treacy & Mark S. Carey, 1998. "Credit risk rating at large U.S. banks," Federal Reserve Bulletin, Board of Governors of the Federal Reserve System (U.S.), issue Nov, pages 897-921.
    34. Altman, Edward I, 1989. " Measuring Corporate Bond Mortality and Performance," Journal of Finance, American Finance Association, vol. 44(4), pages 909-22, September.
    35. Platt, Harlan D. & Platt, Marjorie B., 1991. "A note on the use of industry-relative ratios in bankruptcy prediction," Journal of Banking & Finance, Elsevier, vol. 15(6), pages 1183-1194, December.
    36. Marshall E. Blume & Felix Lim & A. Craig MacKinlay, . "The Declining Credit Quality of US Corporate Debt: Myth or Reality?," Rodney L. White Center for Financial Research Working Papers 03-98, Wharton School Rodney L. White Center for Financial Research.
    37. Kao, Chihwa & Wu, Chunchi, 1990. "Two-Step Estimation of Linear Models with Ordinal Unobserved Variables: The Case of Corporate Bonds," Journal of Business & Economic Statistics, American Statistical Association, vol. 8(3), pages 317-25, July.
    38. West, Robert Craig, 1985. "A factor-analytic approach to bank condition," Journal of Banking & Finance, Elsevier, vol. 9(2), pages 253-266, June.
    39. Marshall E. Blume & Felix Lim & A. Craig Mackinlay, 1998. "The Declining Credit Quality of U.S. Corporate Debt: Myth or Reality?," Journal of Finance, American Finance Association, vol. 53(4), pages 1389-1413, 08.
    40. João Fernandes, 2005. "Corporate Credit Risk Modeling: Quantitative Rating System And Probability Of Default Estimation," Finance 0505013, EconWPA.
    41. Altman, Edward I. & Marco, Giancarlo & Varetto, Franco, 1994. "Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks (the Italian experience)," Journal of Banking & Finance, Elsevier, vol. 18(3), pages 505-529, May.
    42. Ang, James S & Patel, Kiritkumar A, 1975. "Bond Rating Methods: Comparison and Validation," Journal of Finance, American Finance Association, vol. 30(2), pages 631-40, May.
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