IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-00915682.html
   My bibliography  Save this paper

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

Author

Listed:
  • Isabelle Distinguin

    (LAPE - Laboratoire d'Analyse et de Prospective Economique - GIO - Gouvernance des Institutions et des Organisations - UNILIM - Université de Limoges)

  • Iftekhar Hasan
  • Amine Tarazi

    (LAPE - Laboratoire d'Analyse et de Prospective Economique - GIO - Gouvernance des Institutions et des Organisations - UNILIM - Université de Limoges)

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.
(This abstract was borrowed from another version of this item.)

Suggested Citation

  • Isabelle Distinguin & Iftekhar Hasan & Amine Tarazi, 2013. "Predicting rating changes for banks: how accurate are accounting and stock market indicators?," Post-Print hal-00915682, HAL.
  • Handle: RePEc:hal:journl:hal-00915682
    DOI: 10.1007/s10436-012-0195-0
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Other versions of this item:

    References listed on IDEAS

    as
    1. Khan, Aubhik, 2001. "Financial Development And Economic Growth," Macroeconomic Dynamics, Cambridge University Press, vol. 5(3), pages 413-433, June.
    2. 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.
    3. 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.
    4. 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.
    5. Patrick Bolton & Xavier Freixas & Joel Shapiro, 2012. "The Credit Ratings Game," Journal of Finance, American Finance Association, vol. 67(1), pages 85-112, February.
    6. Kaminsky, Graciela L. & Reinhart, Carmen M., 2000. "On crises, contagion, and confusion," Journal of International Economics, Elsevier, vol. 51(1), pages 145-168, June.
    7. Mark Flannery, 2001. "The Faces of “Market Discipline”," Journal of Financial Services Research, Springer;Western Finance Association, vol. 20(2), pages 107-119, October.
    8. 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.
    9. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    10. 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.
    11. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 173-222.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. 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.
    2. 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]," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 177-195, February.
    3. Aggarwal, Nidhi & Singh, Manish K. & Thomas, Susan, 2023. "Do decreases in Distance-to-Default predict rating downgrades?," Economic Modelling, Elsevier, vol. 129(C).
    4. 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.
    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.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Eichler, Stefan & Karmann, Alexander & Maltritz, Dominik, 2010. "Deriving the term structure of banking crisis risk with a compound option approach: The case of Kazakhstan," Discussion Paper Series 2: Banking and Financial Studies 2010,01, Deutsche Bundesbank.
    2. Tristan Auvray & Olivier Brossard, 2012. "Too Dispersed to Monitor? Ownership Dispersion, Monitoring, and the Prediction of Bank Distress," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(4), pages 685-714, June.
    3. Knaup, M. & Wagner, W.B., 2009. "A Market Based Measure of Credit Quality and Banks' Performance During the Subprime Crisis," Other publications TiSEM a6e8a0c8-00de-45b7-bb02-2, Tilburg University, School of Economics and Management.
    4. Tristan Auvray & Olivier Brossard, 2012. "Too Dispersed to Monitor? Ownership Dispersion, Monitoring, and the Prediction of Bank Distress," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 44(4), pages 685-714, June.
    5. Lassaâd Mbarek & Dorra Mezzez Hmaied, 2012. "Stock Market Assessment of Bank Risk: Evidence from the Maghreb Region," Working Papers 679, Economic Research Forum, revised 2012.
    6. Mbarek Lassaâd & Mezzez Hmaied Dorra, 2012. "Stock Market Assessment of Bank Risk: Evidence from the Maghreb Region," Review of Middle East Economics and Finance, De Gruyter, vol. 8(1), pages 1-26, August.
    7. John Krainer & Jose A. Lopez, 2003. "How might financial market information be used for supervisory purposes?," Economic Review, Federal Reserve Bank of San Francisco, pages 29-45.
    8. Heller, Yuval & Peleg Lazar, Sharon & Raviv, Alon, 2022. "Banks’ risk taking and creditors’ bargaining power," Journal of Corporate Finance, Elsevier, vol. 74(C).
    9. Patrick Roy, 2013. "Is There a Difference Between Solicited and Unsolicited Bank Ratings and, If So, Why?," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(1), pages 53-86, August.
    10. Avino, Davide E. & Conlon, Thomas & Cotter, John, 2019. "Credit default swaps as indicators of bank financial distress," Journal of International Money and Finance, Elsevier, vol. 94(C), pages 132-139.
    11. Allen Berger & Rima Turk-Ariss, 2015. "Do Depositors Discipline Banks and Did Government Actions During the Recent Crisis Reduce this Discipline? An International Perspective," Journal of Financial Services Research, Springer;Western Finance Association, vol. 48(2), pages 103-126, October.
    12. Jérôme Coffinet & Adrian Pop & Muriel Tiesset, 2013. "Monitoring Financial Distress in a High-Stress Financial World: The Role of Option Prices as Bank Risk Metrics," Journal of Financial Services Research, Springer;Western Finance Association, vol. 44(3), pages 229-257, December.
    13. Tânia Costa & Júlio Lobão & Luís Pacheco, 2023. "Reassessing bank monitoring models: an empirical analysis of the value of market signals in the period 2008–2020," Journal of Banking Regulation, Palgrave Macmillan, vol. 24(2), pages 206-227, June.
    14. David VanHoose, 2007. "Market Discipline and Supervisory Discretion in Banking: Reinforcing or Conflicting Pillars of Basel II?," NFI Working Papers 2007-WP-06, Indiana State University, Scott College of Business, Networks Financial Institute.
    15. Martin CIHAK, 2007. "Systemic Loss: A Measure of Financial Stability (in English)," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 57(1-2), pages 5-26, March.
    16. Chen, Sichong, 2011. "Capital ratios and the cross-section of bank stock returns: Evidence from Japan," Journal of Asian Economics, Elsevier, vol. 22(2), pages 99-114, April.
    17. Apanard P. Prabha & Clas Wihlborg & Thomas D. Willett, 2012. "Market Discipline for Financial Institutions and Markets for Information," Chapters, in: James R. Barth & Chen Lin & Clas Wihlborg (ed.), Research Handbook on International Banking and Governance, chapter 13, Edward Elgar Publishing.
    18. Adrian Pop, 2009. "Beyond the Third Pillar of Basel Two: Taking Bond Market Signals Seriously," Working Papers hal-00419241, HAL.
    19. Evanoff, Douglas D. & Jagtiani, Julapa A. & Nakata, Taisuke, 2011. "Enhancing market discipline in banking: The role of subordinated debt in financial regulatory reform," Journal of Economics and Business, Elsevier, vol. 63(1), pages 1-22.
    20. Prateek Sharma, 2022. "Management quality, M-rating, and bank failures," SN Business & Economics, Springer, vol. 2(2), pages 1-32, February.

    More about this item

    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

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:hal:journl:hal-00915682. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.