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Predicting rating changes for banks: how accurate are accounting and stock market indicators?

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  • Isabelle Distinguin
  • Iftekhar Hasan
  • Amine Tarazi

Abstract

We aim to assess how accurately accounting and stock market indicators predict rating changes for Asian banks. We conduct a stepwise process to determine the optimal set of early indicators by tracing upgrades and downgrades from rating agencies, as well as other relevant factors. Our results indicate that both accounting and market indicators are useful leading indicators but are more effective in predicting upgrades than downgrades, especially for large banks. Moreover, early indicators are only significant in predicting rating changes for banks that are more focused on traditional banking activities such as deposit and loan activities. Finally, a higher reliance of banks on subordinated debt is associated with better accuracy of early indicators. Copyright Springer-Verlag 2013

Suggested Citation

  • Isabelle Distinguin & Iftekhar Hasan & Amine Tarazi, 2013. "Predicting rating changes for banks: how accurate are accounting and stock market indicators?," Annals of Finance, Springer, vol. 9(3), pages 471-500, August.
  • Handle: RePEc:kap:annfin:v:9:y:2013:i:3:p:471-500
    DOI: 10.1007/s10436-012-0195-0
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    1. Khan, Aubhik, 2001. "Financial Development And Economic Growth," Macroeconomic Dynamics, Cambridge University Press, vol. 5(3), pages 413-433, June.
    2. Merton, Robert C., 1977. "On the pricing of contingent claims and the Modigliani-Miller theorem," Journal of Financial Economics, Elsevier, vol. 5(2), pages 241-249, November.
    3. Winnie P. H. Poon & Michael Firth, 2005. "Are Unsolicited Credit Ratings Lower? International Evidence From Bank Ratings," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(9-10), pages 1741-1771.
    4. Berger, Allen N & Davies, Sally M & Flannery, Mark J, 2000. "Comparing Market and Supervisory Assessments of Bank Performance: Who Knows What When?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 32(3), pages 641-667, August.
    5. Demirgüç-Kunt, AslI & Detragiache, Enrica & Tressel, Thierry, 2008. "Banking on the principles: Compliance with Basel Core Principles and bank soundness," Journal of Financial Intermediation, Elsevier, vol. 17(4), pages 511-542, October.
    6. Gropp, Reint & Vesala, Jukka & Vulpes, Giuseppe, 2006. "Equity and Bond Market Signals as Leading Indicators of Bank Fragility," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(2), pages 399-428, March.
    7. Douglas Evanoff & Larry Wall, 2001. "Sub-debt Yield Spreads as Bank Risk Measures," Journal of Financial Services Research, Springer;Western Finance Association, vol. 20(2), pages 121-145, October.
    8. Patrick Bolton & Xavier Freixas & Joel Shapiro, 2012. "The Credit Ratings Game," Journal of Finance, American Finance Association, vol. 67(1), pages 85-112, February.
    9. Kaminsky, Graciela L. & Reinhart, Carmen M., 2000. "On crises, contagion, and confusion," Journal of International Economics, Elsevier, vol. 51(1), pages 145-168, June.
    10. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, Oxford University Press, vol. 120(1), pages 173-222.
    11. Flannery, Mark J, 1998. "Using Market Information in Prudential Bank Supervision: A Review of the U.S. Empirical Evidence," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(3), pages 273-305, August.
    12. Mark Flannery, 2001. "The Faces of “Market Discipline”," Journal of Financial Services Research, Springer;Western Finance Association, vol. 20(2), pages 107-119, October.
    13. Winnie P. H. Poon & Michael Firth, 2005. "Are Unsolicited Credit Ratings Lower? International Evidence From Bank Ratings," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 32(9‐10), pages 1741-1771, November.
    14. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," Review of Economic Studies, Oxford University Press, vol. 51(3), pages 393-414.
    15. 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.
    16. Jeffery W. Gunther & Mark E. Levonian & Robert R. Moore, 2001. "Can the stock market tell bank supervisors anything they don't already know?," Economic and Financial Policy Review, Federal Reserve Bank of Dallas, issue Q II, pages 2-9.
    17. Krainer, John & Lopez, Jose A, 2004. "Incorporating Equity Market Information into Supervisory Monitoring Models," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(6), pages 1043-1067, December.
    18. Curry, Timothy J. & Elmer, Peter J. & Fissel, Gary S., 2007. "Equity market data, bank failures and market efficiency," Journal of Economics and Business, Elsevier, vol. 59(6), pages 536-559.
    19. Isabelle Distinguin & Philippe Rous & Amine Tarazi, 2006. "Market Discipline and the Use of Stock Market Data to Predict Bank Financial Distress," Journal of Financial Services Research, Springer;Western Finance Association, vol. 30(2), pages 151-176, October.
    20. Cheng, Mei & Neamtiu, Monica, 2009. "An empirical analysis of changes in credit rating properties: Timeliness, accuracy and volatility," Journal of Accounting and Economics, Elsevier, vol. 47(1-2), pages 108-130, March.
    21. 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 637-654, May-June.
    22. Fotios Pasiouras & Chrysovalantis Gaganis & Michael Doumpos, 2007. "A multicriteria discrimination approach for the credit rating of Asian banks," Annals of Finance, Springer, vol. 3(3), pages 351-367, July.
    23. Giuliano Iannotta, 2006. "Testing for Opaqueness in the European Banking Industry: Evidence from Bond Credit Ratings," Journal of Financial Services Research, Springer;Western Finance Association, vol. 30(3), pages 287-309, December.
    24. Donald P. Morgan, 2002. "Rating Banks: Risk and Uncertainty in an Opaque Industry," American Economic Review, American Economic Association, vol. 92(4), pages 874-888, September.
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    Cited by:

    1. Volkova, Olga (Волкова, Ольга) & Lvova, Irina (Львова, Ирина), 2016. "The bank's rating, the rating agencies, Basel II of, financial indicator, the econometric model [Влияние Финансовых Показателей На Международные Рейтинги Российских Банков]," Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 177-195, February.
    2. Alexander M. Karminsky & Ella Khromova, 2016. "Modelling banks’ credit ratings of international agencies," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 6(3), pages 341-363, December.
    3. Papanikolaou, Nikolaos I., 2018. "To be bailed out or to be left to fail? A dynamic competing risks hazard analysis," Journal of Financial Stability, Elsevier, vol. 34(C), pages 61-85.
    4. Aggarwal, Nidhi & Singh, Manish K. & Thomas, Susan, 2023. "Do decreases in Distance-to-Default predict rating downgrades?," Economic Modelling, Elsevier, vol. 129(C).
    5. Karminsky, A. & Dyachkova, N., 2020. "Empirical study of the relationship between credit cycles and changes in credit ratings," Journal of the New Economic Association, New Economic Association, vol. 48(4), pages 138-160.
    6. Guglielmo D’Amico, 2013. "A semi-Markov approach to the stock valuation problem," Annals of Finance, Springer, vol. 9(4), pages 589-610, November.
    7. Emna Damak, 2018. "CAMELS Model With a Proposed ¡®S¡¯ for the Bank Credit Risk Rating," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 10(9), pages 1-69, September.

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    More about this item

    Keywords

    Bank failure; Bank risk; Ratings; Emerging market; G21; G28;
    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

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