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On the consistency of the Z-score to measure the bank risk

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  • Ion Lapteacru

    (Larefi - Laboratoire d'analyse et de recherche en économie et finance internationales - UB - Université de Bordeaux)

Abstract

This paper raises questions about the consistency of the Z-score, which is the most applied accounting-based measure of bank risk. In spite of its advantage, namely the concept of risk on which it relies, the traditional formula is precisely inconsistent with its own concept. The Z-score is deduced from the probability that bank's losses exceed its capital, but under the very unrealistic assumption of normally distributed returns on assets. Consequently, we show that the traditional Z-score fails to consider correctly the distribution of banks' returns. To make the Z-score consistent and preserve its original concept of risk, we propose more flexible distribution functions. Between skew normal and stable distributions, we prove that the latter fits the best the distribution of banks' returns and therefore provides more reliable results for the Z-score. An application on the experience of the Central and Eastern European banks confirms this theoretical prove.

Suggested Citation

  • Ion Lapteacru, 2016. "On the consistency of the Z-score to measure the bank risk," Working Papers hal-01301846, HAL.
  • Handle: RePEc:hal:wpaper:hal-01301846
    Note: View the original document on HAL open archive server: https://hal.science/hal-01301846
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    1. John P. Bonin & Kálmán Mizsei & István P. Székely & Paul Wachtel, 1998. "Banking in Transition Economies," Books, Edward Elgar Publishing, number 1286.
    2. Anginer, Deniz & Demirguc-Kunt, Asli & Zhu, Min, 2014. "How does deposit insurance affect bank risk? Evidence from the recent crisis," Journal of Banking & Finance, Elsevier, vol. 48(C), pages 312-321.
    3. Niu, Jijun, 2012. "An empirical analysis of the relation between bank charter value and risk taking," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(3), pages 298-304.
    4. 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.
    5. Williams, Barry, 2014. "Bank risk and national governance in Asia," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 10-26.
    6. Lee, Chien-Chiang & Hsieh, Meng-Fen, 2014. "Bank reforms, foreign ownership, and financial stability," Journal of International Money and Finance, Elsevier, vol. 40(C), pages 204-224.
    7. Boyd, John H. & Graham, Stanley L. & Hewitt, R. Shawn, 1993. "Bank holding company mergers with nonbank financial firms: Effects on the risk of failure," Journal of Banking & Finance, Elsevier, vol. 17(1), pages 43-63, February.
    8. Hannan, Timothy H & Hanweck, Gerald A, 1988. "Bank Insolvency Risk and the Market for Large Certificates of Deposit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 20(2), pages 203-211, May.
    9. Anolli, Mario & Beccalli, Elena & Molyneux, Philip, 2014. "Bank earnings forecasts, risk and the crisis," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 29(C), pages 309-335.
    10. De Haan, Jakob & Poghosyan, Tigran, 2012. "Bank size, market concentration, and bank earnings volatility in the US," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 22(1), pages 35-54.
    11. Laeven, Luc & Levine, Ross, 2009. "Bank governance, regulation and risk taking," Journal of Financial Economics, Elsevier, vol. 93(2), pages 259-275, August.
    12. Demirgüç-Kunt, Asli & Huizinga, Harry, 2010. "Bank activity and funding strategies: The impact on risk and returns," Journal of Financial Economics, Elsevier, vol. 98(3), pages 626-650, December.
    13. Boyd, John H. & Runkle, David E., 1993. "Size and performance of banking firms : Testing the predictions of theory," Journal of Monetary Economics, Elsevier, vol. 31(1), pages 47-67, February.
    14. Fiordelisi, Franco & Mare, Davide Salvatore, 2014. "Competition and financial stability in European cooperative banks," Journal of International Money and Finance, Elsevier, vol. 45(C), pages 1-16.
    15. Chortareas, Georgios E. & Girardone, Claudia & Ventouri, Alexia, 2012. "Bank supervision, regulation, and efficiency: Evidence from the European Union," Journal of Financial Stability, Elsevier, vol. 8(4), pages 292-302.
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    Cited by:

    1. Ngambou Djatche, Melchisédek Joslem, 2019. "Re-exploring the nexus between monetary policy and banks' risk-taking," Economic Modelling, Elsevier, vol. 82(C), pages 294-307.
    2. Alin-Marius ANDRIEŞ & Ioana PLEŞCĂU, 2020. "The Risk-Taking Channel of Monetary Policy: Do Macroprudential Regulation and Central Bank Independence Influence the Transmission of Interest Rates?," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 5-30, September.
    3. Hassan Belkacem GHASSAN, 2017. "New alternative measuring financial stability," Turkish Economic Review, KSP Journals, vol. 4(3), pages 275-281, September.
    4. Lapteacru, Ion, 2017. "Market power and risk of Central and Eastern European banks: Does more powerful mean safer?," Economic Modelling, Elsevier, vol. 63(C), pages 46-59.
    5. Bogdan Căpraru & Iulian Ihnatov & Nicoleta-Livia Pintilie, 2021. "Bank Competition And Risk-Taking In The European Union: Evidence Of A Non-Linear Relationship," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 66(230), pages 35-66, July – Se.
    6. Elizaveta Kamaraeva, 2020. "Bank Complexity and Risk," Russian Journal of Money and Finance, Bank of Russia, vol. 79(3), pages 75-104, September.
    7. Brana, Sophie & Campmas, Alexandra & Lapteacru, Ion, 2019. "(Un)Conventional monetary policy and bank risk-taking: A nonlinear relationship," Economic Modelling, Elsevier, vol. 81(C), pages 576-593.
    8. Gulati, Rachita & Singh, Nirmal & Kumar, Sunil & Duppati, Geeta, 2023. "Bank stability in the Indian subcontinent region: Evolution and determinants," Pacific-Basin Finance Journal, Elsevier, vol. 79(C).
    9. Ion Lapteacru, 2017. "The Z-score is dead, long live the Z-score! A new way to measure bank risk," Working Papers hal-01518652, HAL.
    10. Esteban Miguélez & Jonathan Spiteri & Simon Grima, 2019. "Establishing the Contributing Factors to the Resurrection of PIIGS Banks Following the Crisis: A Panel Data Analysis," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(1), pages 3-34.
    11. Campmas, Alexandra, 2020. "How do European banks portray the effect of policy interest rates and prudential behavior on profitability?," Research in International Business and Finance, Elsevier, vol. 51(C).

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    Keywords

    Z-score; Bank risk; Central and Eastern European economies;
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