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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.

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  • 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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    Cited by:

    1. 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.
    2. Rachita Gulati & M. Kabir Hassan & Vincent Charles, 2024. "Developing a New Multidimensional Index of Bank Stability and Its Usage in the Design of Optimal Policy Interventions," Computational Economics, Springer;Society for Computational Economics, vol. 63(4), pages 1281-1325, April.
    3. 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.
    4. 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).
    5. Hassan Belkacem GHASSAN, 2017. "New alternative measuring financial stability," Turkish Economic Review, KSP Journals, vol. 4(3), pages 275-281, September.
    6. 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.
    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. 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.
    9. 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.
    10. 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.
    11. Elizaveta Kamaraeva, 2020. "Bank Complexity and Risk," Russian Journal of Money and Finance, Bank of Russia, vol. 79(3), pages 75-104, September.
    12. Vodová,Pavla Klepková & Pale?ková,Iveta & Stavárek,Daniel, 2023. "Banking Stability and Financial Conglomerates in European Emerging Countries," Cambridge Books, Cambridge University Press, number 9781009095112, October.
    13. 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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