IDEAS home Printed from https://ideas.repec.org/a/eee/empfin/v73y2023icp170-179.html
   My bibliography  Save this article

Time-varying Z-score measures for bank insolvency risk: Best practice

Author

Listed:
  • Bouvatier, Vincent
  • Lepetit, Laetitia
  • Rehault, Pierre-Nicolas
  • Strobel, Frank

Abstract

We evaluate several alternative approaches to constructing time-varying Z-scores as bank insolvency risk measures. Focusing on US and European banks during the financial crisis of 2007–2008, we compare the different measures considered using a range of alternative testing procedures. For both US and European data, Z-scores computed with the exponentially weighted moments method are shown to be preferable to those computed with the more commonly used moving moments approach. Generally, or if only simple moving moments are used, Z-scores computed with current values of the capital-asset ratio are recommended.

Suggested Citation

  • 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.
  • Handle: RePEc:eee:empfin:v:73:y:2023:i:c:p:170-179
    DOI: 10.1016/j.jempfin.2023.06.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927539823000610
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jempfin.2023.06.002?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 look for a different version below or search for a different version of it.

    Other versions of this item:

    References listed on IDEAS

    as
    1. J. A. John & N. R. Draper, 1980. "An Alternative Family of Transformations," Journal of the Royal Statistical Society Series C, Royal Statistical Society, vol. 29(2), pages 190-197, June.
    2. Takaya Saito & Marc Rehmsmeier, 2015. "The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets," PLOS ONE, Public Library of Science, vol. 10(3), pages 1-21, March.
    3. Bertay, Ata Can & Demirgüç-Kunt, Asli & Huizinga, Harry, 2013. "Do we need big banks? Evidence on performance, strategy and market discipline," Journal of Financial Intermediation, Elsevier, vol. 22(4), pages 532-558.
    4. Lepetit, Laetitia & Strobel, Frank, 2015. "Bank insolvency risk and Z-score measures: A refinement," Finance Research Letters, Elsevier, vol. 13(C), pages 214-224.
    5. Beck, Thorsten & De Jonghe, Olivier & Schepens, Glenn, 2013. "Bank competition and stability: Cross-country heterogeneity," Journal of Financial Intermediation, Elsevier, vol. 22(2), pages 218-244.
    6. Beltratti, Andrea & Paladino, Giovanna, 2016. "Basel II and regulatory arbitrage. Evidence from financial crises," Journal of Empirical Finance, Elsevier, vol. 39(PB), pages 180-196.
    7. Fratianni, Michele & Marchionne, Francesco, 2013. "The banking bailout of the subprime crisis: Was the bang worth the buck?," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 23(C), pages 240-264.
    8. 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.
    9. Vuong, Quang H, 1989. "Likelihood Ratio Tests for Model Selection and Non-nested Hypotheses," Econometrica, Econometric Society, vol. 57(2), pages 307-333, March.
    10. 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).
    11. Gabriel Pino & Subhash C. Sharma, 2019. "On the Contagion Effect in the US Banking Sector," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(1), pages 261-280, February.
    12. Delis, Manthos D. & Hasan, Iftekhar & Tsionas, Efthymios G., 2014. "The risk of financial intermediaries," Bank of Finland Research Discussion Papers 18/2014, Bank of Finland.
    13. repec:zbw:bofrdp:2014_018 is not listed on IDEAS
    14. Harris, Richard D. F. & Tzavalis, Elias, 1999. "Inference for unit roots in dynamic panels where the time dimension is fixed," Journal of Econometrics, Elsevier, vol. 91(2), pages 201-226, August.
    15. David J. Hand, 2012. "Assessing the Performance of Classification Methods," International Statistical Review, International Statistical Institute, vol. 80(3), pages 400-414, December.
    16. 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.
    17. 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.
    18. Tjur, Tue, 2009. "Coefficients of Determination in Logistic Regression Models—A New Proposal: The Coefficient of Discrimination," The American Statistician, American Statistical Association, vol. 63(4), pages 366-372.
    19. Tsionas, Euthimios G. & Mamatzakis, Emmanuel C., 2017. "Adjustment costs in the technical efficiency: An application to global banking," European Journal of Operational Research, Elsevier, vol. 256(2), pages 640-649.
    20. Nguyen, Tu, 2013. "The disciplinary effect of subordinated debt on bank risk taking," Journal of Empirical Finance, Elsevier, vol. 23(C), pages 117-141.
    21. 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.
    22. 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.
    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. 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.
    2. 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).
    3. Schulte, Markus & Winkler, Adalbert, 2019. "Drivers of solvency risk – Are microfinance institutions different?," Journal of Banking & Finance, Elsevier, vol. 106(C), pages 403-426.
    4. Lepetit, Laetitia & Strobel, Frank, 2015. "Bank insolvency risk and Z-score measures: A refinement," Finance Research Letters, Elsevier, vol. 13(C), pages 214-224.
    5. 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).
    6. 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).
    7. 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.
    8. 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.
    9. 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.
    10. Chronopoulos, Dimitris K. & Wilson, John O.S. & Yilmaz, Muhammed H., 2023. "Regulatory oversight and bank risk," Journal of Financial Stability, Elsevier, vol. 64(C).
    11. Mehmet Balcilar & Riza Demirer, 2014. "The Effect of Global Shocks and Volatility on Herd Behavior in Borsa Istanbul," BIFEC Book of Abstracts & Proceedings, Research and Business Development Department, Borsa Istanbul, vol. 1(2), pages 142-172, March.
    12. Bongiovanni, Alessio & Reghezza, Alessio & Santamaria, Riccardo & Williams, Jonathan, 2021. "Do negative interest rates affect bank risk-taking?," Journal of Empirical Finance, Elsevier, vol. 63(C), pages 350-364.
    13. Mare, Davide Salvatore & Moreira, Fernando & Rossi, Roberto, 2017. "Nonstationary Z-Score measures," European Journal of Operational Research, Elsevier, vol. 260(1), pages 348-358.
    14. Inka Yusgiantoro & Wahyoe Soedarmono & Amine Tarazi, 2017. "Bank consolidation and financial stability revisited: Evidence from Indonesia," Working Papers hal-01577970, HAL.
    15. Sarmiento, Miguel & Cely, Jorge & León, Carlos, 2017. "An early warning indicator system to monitor the unsecured interbank funds market," Research in International Business and Finance, Elsevier, vol. 40(C), pages 114-128.
    16. Hassan Belkacem GHASSAN, 2017. "New alternative measuring financial stability," Turkish Economic Review, KSP Journals, vol. 4(3), pages 275-281, September.
    17. Gupta, Jairaj & Srivastava, Anup & Alzugaiby, Basim, 2024. "Schumpeterian creative destruction and temporal changes in business models of US banks," International Review of Financial Analysis, Elsevier, vol. 91(C).
    18. 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.
    19. Fosu, Samuel & Ntim, Collins G. & Coffie, William & Murinde, Victor, 2017. "Bank opacity and risk-taking: Evidence from analysts’ forecasts," Journal of Financial Stability, Elsevier, vol. 33(C), pages 81-95.
    20. Thierno Barry & Laetitia Lepetit & Frank Strobel & Thu Tran, 2018. "Better than independent: the role of minority directors on bank boards," Working Papers hal-01937927, HAL.

    More about this item

    Keywords

    Z-score; Bank; Insolvency risk; Risk measure;
    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

    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:empfin:v:73:y:2023:i:c:p:170-179. 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/jempfin .

    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.