IDEAS home Printed from https://ideas.repec.org/a/eee/quaeco/v98y2024ics106297692400125x.html
   My bibliography  Save this article

Bank insolvency risk, Z-score measures and unimodal returns: A refinement

Author

Listed:
  • Mercadier, Mathieu
  • Strobel, Frank

Abstract

We develop refined probability bounds for bank insolvency risk measures based on the Z-score, analogous to those given by Cantelli’s inequality under the additional assumption of unimodality of returns, drawing on the one-sided Vysochanskii-Petunin inequality. Illustrating empirically for US banks, we argue that (i) unimodality of returns is not an overly restrictive assumption in this context, and (ii) the refined measures provide a less conservative alternative to insolvency probability bounds drawing on the (two-sided) Vysochanskii-Petunin inequality, particularly for banks with higher levels of insolvency risk.

Suggested Citation

  • Mercadier, Mathieu & Strobel, Frank, 2024. "Bank insolvency risk, Z-score measures and unimodal returns: A refinement," The Quarterly Review of Economics and Finance, Elsevier, vol. 98(C).
  • Handle: RePEc:eee:quaeco:v:98:y:2024:i:c:s106297692400125x
    DOI: 10.1016/j.qref.2024.101919
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S106297692400125X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.qref.2024.101919?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Lepetit, Laetitia & Strobel, Frank, 2015. "Bank insolvency risk and Z-score measures: A refinement," Finance Research Letters, Elsevier, vol. 13(C), pages 214-224.
    2. Delis, Manthos D. & Hasan, Iftekhar & Tsionas, Efthymios G., 2014. "The risk of financial intermediaries," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 1-12.
    3. Lepetit, Laetitia & Strobel, Frank, 2013. "Bank insolvency risk and time-varying Z-score measures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 25(C), pages 73-87.
    4. Mercadier, Mathieu & Strobel, Frank, 2021. "A one-sided Vysochanskii-Petunin inequality with financial applications," European Journal of Operational Research, Elsevier, vol. 295(1), pages 374-377.
    5. Mare, Davide Salvatore & Moreira, Fernando & Rossi, Roberto, 2017. "Nonstationary Z-Score measures," European Journal of Operational Research, Elsevier, vol. 260(1), pages 348-358.
    6. Frank Strobel, 2010. "Bank insolvency risk and aggregate Z-score measures: a caveat," Economics Bulletin, AccessEcon, vol. 30(4), pages 2576-2578.
    7. Bayeh, Antonio & Bitar, Mohammad & Burlacu, Radu & Walker, Thomas, 2021. "Competition, securitization, and efficiency in US banks," The Quarterly Review of Economics and Finance, Elsevier, vol. 80(C), pages 553-576.
    8. Ahmed, Murat O. & Walther, Guenther, 2012. "Investigating the multimodality of multivariate data with principal curves," Computational Statistics & Data Analysis, Elsevier, vol. 56(12), pages 4462-4469.
    9. Delis, Manthos D. & Hasan, Iftekhar & Tsionas, Efthymios G., 2014. "The risk of financial intermediaries," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 1-12.
    10. repec:zbw:bofrdp:2014_018 is not listed on IDEAS
    11. Mr. Gianni De Nicolo & Abu M. Jalal & John H. Boyd, 2006. "Bank Risk-Taking and Competition Revisited: New Theory and New Evidence," IMF Working Papers 2006/297, International Monetary Fund.
    12. Xiaoqing Maggie Fu & Yongjia Rebecca Lin & Philip Molyneux, 2015. "Bank Competition and Financial Stability in Asia Pacific," Palgrave Macmillan Studies in Banking and Financial Institutions, in: Bank Competition, Efficiency and Liquidity Creation in Asia Pacific, chapter 3, pages 49-71, Palgrave Macmillan.
    13. Allen N. Berger & Sadok El Ghoul & Omrane Guedhami & Raluca A. Roman, 2017. "Internationalization and Bank Risk," Management Science, INFORMS, vol. 63(7), pages 2283-2301, July.
    14. Frank Strobel, 2011. "Bank insolvency risk and Z-score measures with unimodal returns," Applied Economics Letters, Taylor & Francis Journals, vol. 18(17), pages 1683-1685.
    15. DeYoung, Robert & Torna, Gökhan, 2013. "Nontraditional banking activities and bank failures during the financial crisis," Journal of Financial Intermediation, Elsevier, vol. 22(3), pages 397-421.
    16. Hendrik Hakenes & Iftekhar Hasan & PhilIP Molyneux & Ru Xie, 2015. "Small Banks and Local Economic Development," Review of Finance, European Finance Association, vol. 19(2), pages 653-683.
    17. Burman, Prabir & Polonik, Wolfgang, 2009. "Multivariate mode hunting: Data analytic tools with measures of significance," Journal of Multivariate Analysis, Elsevier, vol. 100(6), pages 1198-1218, July.
    18. Berger, Allen N. & Bouwman, Christa H.S. & Kick, Thomas & Schaeck, Klaus, 2016. "Bank liquidity creation following regulatory interventions and capital support," Journal of Financial Intermediation, Elsevier, vol. 26(C), pages 115-141.
    19. 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.
    20. Lepetit, Laetitia & Strobel, Frank, 2013. "Bank insolvency risk and time-varying Z-score measures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 25(C), pages 73-87.
    21. 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.
    22. Banerjee, Trambak & Mukherjee, Gourab & Radchenko, Peter, 2017. "Feature screening in large scale cluster analysis," Journal of Multivariate Analysis, Elsevier, vol. 161(C), pages 191-212.
    23. Mateev, Miroslav & Nasr, Tarek & Sahyouni, Ahmad, 2022. "Capital regulation, market power and bank risk-taking in the MENA region: New evidence for Islamic and conventional banks," The Quarterly Review of Economics and Finance, Elsevier, vol. 86(C), pages 134-155.
    24. Klein, Paul-Olivier & Weill, Laurent, 2022. "Bank profitability and economic growth," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 183-199.
    25. Dang, Van Dan & Nguyen, Hoang Chung, 2022. "Bank profitability under uncertainty," The Quarterly Review of Economics and Finance, Elsevier, vol. 83(C), pages 119-134.
    26. Nyola, Annick Pamen & Sauviat, Alain & Tarazi, Amine & Danisman, Gamze Ozturk, 2021. "How organizational and geographic complexity influence performance: Evidence from European banks," Journal of Financial Stability, Elsevier, vol. 55(C).
    27. 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, September.
    28. P. M. Hartigan, 1985. "Computation of the Dip Statistic to Test for Unimodality," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 34(3), pages 320-325, November.
    29. John H. Boyd & Stanley L. Graham, 1986. "Risk, regulation, and bank holding company expansion into nonbanking," Quarterly Review, Federal Reserve Bank of Minneapolis, vol. 10(Spr), pages 2-17.
    30. Michalak, Tobias C. & Uhde, André, 2012. "Credit risk securitization and bank soundness in Europe," The Quarterly Review of Economics and Finance, Elsevier, vol. 52(3), pages 272-285.
    31. Ardekani, Aref Mahdavi & Distinguin, Isabelle & Tarazi, Amine, 2020. "Do banks change their liquidity ratios based on network characteristics?," European Journal of Operational Research, Elsevier, vol. 285(2), pages 789-803.
    32. Antonio Bayeh & Mohammad Bitar & Radu Burlacu & Thomas Walker, 2021. "Competition, securitization, and efficiency in US banks," Post-Print hal-03981365, HAL.
    33. Fang, Yiwei & Hasan, Iftekhar & Marton, Katherin, 2014. "Institutional development and bank stability: Evidence from transition countries," Journal of Banking & Finance, Elsevier, vol. 39(C), pages 160-176.
    34. Andr Uhde & Christian Farruggio & Tobias C. Michalak, 2012. "Wealth Effects of Credit Risk Securitization in European Banking," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 39(1-2), pages 193-228, January.
    Full references (including those not matched with items on IDEAS)

    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. Lepetit, Laetitia & Strobel, Frank, 2015. "Bank insolvency risk and Z-score measures: A refinement," Finance Research Letters, Elsevier, vol. 13(C), pages 214-224.
    2. Bouvatier, Vincent & Lepetit, Laetitia & Rehault, Pierre-Nicolas & Strobel, Frank, 2023. "Time-varying Z-score measures for bank insolvency risk: Best practice," Journal of Empirical Finance, Elsevier, vol. 73(C), pages 170-179.
    3. Mare, Davide Salvatore & Moreira, Fernando & Rossi, Roberto, 2017. "Nonstationary Z-Score measures," European Journal of Operational Research, Elsevier, vol. 260(1), pages 348-358.
    4. Chiaramonte, Laura & Croci, Ettore & Poli, Federica, 2015. "Should we trust the Z-score? Evidence from the European Banking Industry," Global Finance Journal, Elsevier, vol. 28(C), pages 111-131.
    5. de Moraes, Claudio Oliveira & Costa, Ágata, 2023. "Credit behavior and financial stability in an emerging economy," Economic Systems, Elsevier, vol. 47(2).
    6. Vincent Bouvatier & Laetitia Lepetit & Pierre-Nicolas Rehault & Frank Strobel, 2018. "Bank insolvency risk and Z-score measures: caveats and best practice," Working Papers hal-01937929, HAL.
    7. Hafeez, Bilal & Li, Xiping & Kabir, M. Humayun & Tripe, David, 2022. "Measuring bank risk: Forward-looking z-score," International Review of Financial Analysis, Elsevier, vol. 80(C).
    8. Hassan B. Ghassan & Stefano Fachin, 2016. "Time series analysis of financial stability of banks: Evidence from Saudi Arabia," Review of Financial Economics, John Wiley & Sons, vol. 31(1), pages 3-17, November.
    9. Unda, Luisa A. & Ranasinghe, Dinithi, 2021. "To pay or not pay: Board remuneration and insolvency risk in credit unions," Pacific-Basin Finance Journal, Elsevier, vol. 66(C).
    10. Paola Bongini & Małgorzata Iwanicz-Drozdowska & Paweł Smaga & Bartosz Witkowski, 2018. "In search of a measure of banking sector distress: empirical study of CESEE banking sectors," Risk Management, Palgrave Macmillan, vol. 20(3), pages 242-257, August.
    11. IJtsma, Pieter & Spierdijk, Laura & Shaffer, Sherrill, 2017. "The concentration–stability controversy in banking: New evidence from the EU-25," Journal of Financial Stability, Elsevier, vol. 33(C), pages 273-284.
    12. Giuliana Birindelli & Paola Ferretti & Marco Savioli, 2016. "Basel 3: Does One Size Really Fit All Banks' Business Models?," Working Paper series 16-20, Rimini Centre for Economic Analysis.
    13. Chabot, Miia & Bertrand, Jean-Louis, 2021. "Complexity, interconnectedness and stability: New perspectives applied to the European banking system," Journal of Business Research, Elsevier, vol. 129(C), pages 784-800.
    14. Elizaveta Kamaraeva, 2020. "Bank Complexity and Risk," Russian Journal of Money and Finance, Bank of Russia, vol. 79(3), pages 75-104, September.
    15. Lepetit, Laetitia & Strobel, Frank, 2013. "Bank insolvency risk and time-varying Z-score measures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 25(C), pages 73-87.
    16. Ryu, Doojin & Yu, Jinyoung, 2021. "Nonlinear effect of subordinated debt changes on bank performance," Finance Research Letters, Elsevier, vol. 38(C).
    17. Nyola, Annick Pamen & Sauviat, Alain & Tarazi, Amine & Danisman, Gamze Ozturk, 2021. "How organizational and geographic complexity influence performance: Evidence from European banks," Journal of Financial Stability, Elsevier, vol. 55(C).
    18. Hassan Belkacem GHASSAN, 2017. "New alternative measuring financial stability," Turkish Economic Review, KSP Journals, vol. 4(3), pages 275-281, September.
    19. Muhammad Rahat Abbas & Barkat Ullah, 2023. "The Impact of Credit and Liquidity Risk on Bank Performance," Bulletin of Business and Economics (BBE), Research Foundation for Humanity (RFH), vol. 12(4), pages 205-218.
    20. 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.

    More about this item

    Keywords

    Bank; Insolvency risk; Z-score; Unimodality; One-sided Vysochanskii-Petunin inequality;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C46 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Specific Distributions

    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:eee:quaeco:v:98:y:2024:i:c:s106297692400125x. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/620167 .

    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.