IDEAS home Printed from https://ideas.repec.org/p/bno/worpap/2008_02.html
   My bibliography  Save this paper

Failure prediction of Norwegian banks: A Logit approach

Author

Listed:
  • Henrik Andersen

    (Norges Bank (Central Bank of Norway))

Abstract

Norges Bank has since 1989 been using a risk index for banks. The purpose of this risk index is to identify potential problem banks, and to obtain a general picture of the health of the banking industry. In 1994 the risk index was reconstructed based on research by Sigbjørn Atle Berg and Barbro Hexeberg. Using the Norwegian bank crisis 1988-1993 as their estimation period they concluded that it would be sufficient to include four indicators in the risk index. The risk index comprising these four indicators has been left unchanged since 1994, while the banking sector has experienced substantial structural changes. Thus, the need to re-estimate the risk index is clearly present. In this paper a logit model is estimated based on observations from the period 2000-2005. In competition with 23 new indicators, none of the four indicators from the current risk index are included in the recommended risk index. This underlines the need to re estimate such a risk index at regular intervals. In order to ensure that the new risk index has good properties during a deeper bank crisis than the one experienced after 2000, the predicting properties of the recommended indicators are also tested on eleven failed banks from the period 1990-93. The new risk index gives strong and early signals well in advance before the crisis culminates in all of the eleven banks. The risk index includes the following six indicators: 1) The capital adequacy ratio 2) Ratio of Residential mortgages to Gross lending 3) An expected loss measure 4) A concentration risk measure 5) The return on assets 6) Norges Bank’s liquidity indicator

Suggested Citation

  • Henrik Andersen, 2008. "Failure prediction of Norwegian banks: A Logit approach," Working Paper 2008/02, Norges Bank.
  • Handle: RePEc:bno:worpap:2008_02
    as

    Download full text from publisher

    File URL: https://www.norges-bank.no/en/news-events/news-publications/Papers/Working-Papers/2008/WP-20082/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Altman, Edward I., 1977. "Predicting performance in the savings and loan association industry," Journal of Monetary Economics, Elsevier, vol. 3(4), pages 443-466, October.
    2. Reint Gropp & Christoffer Kok & Jung-Duk Lichtenberger, 2014. "The Dynamics of Bank Spreads and Financial Structure," Quarterly Journal of Finance (QJF), World Scientific Publishing Co. Pte. Ltd., vol. 4(04), pages 1-53.
    3. Sinkey, Joseph F, Jr, 1975. "A Multivariate Statistical Analysis of the Characteristics of Problem Banks," Journal of Finance, American Finance Association, vol. 30(1), pages 21-36, March.
    4. Berger, Allen N. & Udell, Gregory F., 2004. "The institutional memory hypothesis and the procyclicality of bank lending behavior," Journal of Financial Intermediation, Elsevier, vol. 13(4), pages 458-495, October.
    5. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    6. Thomas B. King & Daniel A. Nuxoll & Timothy J. Yeager, 2006. "Are the causes of bank distress changing? can researchers keep up?," Review, Federal Reserve Bank of St. Louis, vol. 88(Jan), pages 57-80.
    7. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    8. Demirguc-Kunt, Asli & Detragiache, Enrica, 2002. "Does deposit insurance increase banking system stability? An empirical investigation," Journal of Monetary Economics, Elsevier, vol. 49(7), pages 1373-1406, October.
    9. Santiago Fernández de Lis & Jorge Martínez Pagés & Jesús Saurina, 2001. "Credit growth, problem loans and credit risk provisioning in Spain," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 331-353, Bank for International Settlements.
    10. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    11. Eddie Yue, 2001. "Marrying the micro- and macro-prudential dimensions of financial stability - the Hong Kong experience," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 230-240, Bank for International Settlements.
    12. Claudio Borio & Craig Furfine & Philip Lowe, 2001. "Procyclicality of the financial system and financial stability: issues and policy options," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 1-57, Bank for International Settlements.
    13. Demirguc, Asli & Detragiache, Enrica, 2000. "Monitoring Banking Sector Fragility: A Multivariate Logit Approach," The World Bank Economic Review, World Bank, vol. 14(2), pages 287-307, May.
    14. Alexis Derviz & JiÅí Podpiera, 2008. "Predicting Bank CAMELS and S&P Ratings: The Case of the Czech Republic," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 44(1), pages 117-130, January.
    15. 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.
    16. Sinkey, Joseph F, Jr, 1978. "Identifying "Problem" Banks: How Do the Banking Authorities Measure a Bank's Risk Exposure?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 10(2), pages 184-193, May.
    17. Martin, Daniel, 1977. "Early warning of bank failure : A logit regression approach," Journal of Banking & Finance, Elsevier, vol. 1(3), pages 249-276, November.
    18. 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.
    19. Moulton, Brent R, 1990. "An Illustration of a Pitfall in Estimating the Effects of Aggregate Variables on Micro Unit," The Review of Economics and Statistics, MIT Press, vol. 72(2), pages 334-338, May.
    20. Broecker, Thorsten, 1990. "Credit-Worthiness Tests and Interbank Competition," Econometrica, Econometric Society, vol. 58(2), pages 429-452, March.
    21. Cecilio Mar-Molinero & Carlos Serrano-Cinca, 2001. "Bank failure: a multidimensional scaling approach," The European Journal of Finance, Taylor & Francis Journals, vol. 7(2), pages 165-183.
    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. Andersen, Henrik, 2011. "Procyclical implications of Basel II: Can the cyclicality of capital requirements be contained?," Journal of Financial Stability, Elsevier, vol. 7(3), pages 138-154, August.
    2. Jarko Fidrmuc & Philipp J. Süss, 2011. "The Outbreak of the Russian Banking Crisis," Czech Economic Review, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, vol. 5(1), pages 046-063, March.
    3. Stelios Markoulis & Panagiotis Ioannou & Spiros Martzoukos, 2023. "Bank distress in the European Union 2008–2015: A closer look at capital, size and revenue diversification," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 792-820, January.
    4. Lallour, Antoine & Mio, Hitoshi, 2016. "Do we need a stable funding ratio? Banks’ funding in the global financial crisis," Bank of England working papers 602, Bank of England.
    5. Li Xian Liu & Shuangzhe Liu & Milind Sathye, 2021. "Predicting Bank Failures: A Synthesis of Literature and Directions for Future Research," JRFM, MDPI, vol. 14(10), pages 1-24, October.
    6. José Eduardo Gómez González & Ines Paola Orozco Hinojosa, 2010. "Un modelo de alerta temprana para el sistema financiero colombiano," Revista ESPE - Ensayos sobre Política Económica, Banco de la Republica de Colombia, vol. 28(62), pages 124-147, June.
    7. Meral Varish Kiefer, 2014. "Bank failures and mergers in Turkey: 1992-2014," Journal of Economic and Financial Studies (JEFS), LAR Center Press, vol. 2(5), pages 31-49, October.
    8. Firano, Zakaria & Filali adib, Fatine, 2018. "Prevision des difficultes bancaires : un modele d'alerte precoce pour le cas du maroc [Prediction of banking difficulties: an early warning model for moroccan banking system]," MPRA Paper 95165, University Library of Munich, Germany.
    9. Henrik Andersen, 2009. "Norwegian banks in a recession: Procyclical implications of Basel II," Working Paper 2009/04, Norges Bank.
    10. Swami, Onkar Shivraj & Vishnu Kumar, N. Arun & Baruah, Palash, 2012. "Determinants of the exit decision of foreign banks in India," MPRA Paper 38722, University Library of Munich, Germany.
    11. repec:erf:erfstu:78 is not listed on IDEAS
    12. Buchholst, Birgitte Vølund & Rangvid, Jesper, 2013. "Leading indicators of distress in Danish banks in the period 2008-12," Nationaløkonomisk tidsskrift, Nationaløkonomisk Forening, vol. 2013(2), pages 176-206.
    13. Sergey Drobyshevsky & Andrey Zubarev, 2011. "Sustainability of Russian Banks in 2007-2009," Research Paper Series, Gaidar Institute for Economic Policy, issue 155P.

    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. Li Xian Liu & Shuangzhe Liu & Milind Sathye, 2021. "Predicting Bank Failures: A Synthesis of Literature and Directions for Future Research," JRFM, MDPI, vol. 14(10), pages 1-24, October.
    2. Filippopoulou, Chryssanthi & Galariotis, Emilios & Spyrou, Spyros, 2020. "An early warning system for predicting systemic banking crises in the Eurozone: A logit regression approach," Journal of Economic Behavior & Organization, Elsevier, vol. 172(C), pages 344-363.
    3. Suarez, Javier & Sánchez Serrano, Antonio, 2018. "Approaching non-performing loans from a macroprudential angle," Report of the Advisory Scientific Committee 7, European Systemic Risk Board.
    4. K. Batu Tunay, 2010. "Banking Crises and Early Warning Systems: A Model Suggestion for Turkish Banking Sector," Journal of BRSA Banking and Financial Markets, Banking Regulation and Supervision Agency, vol. 4(1), pages 9-46.
    5. Sahut, Jean-Michel & Mili, Mehdi, 2011. "Banking distress in MENA countries and the role of mergers as a strategic policy to resolve distress," Economic Modelling, Elsevier, vol. 28(1-2), pages 138-146, January.
    6. Bongini, Paola & Laeven, Luc & Majnoni, Giovanni, 2002. "How good is the market at assessing bank fragility? A horse race between different indicators," Journal of Banking & Finance, Elsevier, vol. 26(5), pages 1011-1028, May.
    7. Davis, E. Philip & Karim, Dilruba, 2008. "Comparing early warning systems for banking crises," Journal of Financial Stability, Elsevier, vol. 4(2), pages 89-120, June.
    8. Paola Bongini & Stijn Claessens & Giovanni Ferri, 2001. "The Political Economy of Distress in East Asian Financial Institutions," Journal of Financial Services Research, Springer;Western Finance Association, vol. 19(1), pages 5-25, February.
    9. Thomas B. King & Daniel A. Nuxoll & Timothy J. Yeager, 2006. "Are the causes of bank distress changing? can researchers keep up?," Review, Federal Reserve Bank of St. Louis, vol. 88(Jan), pages 57-80.
    10. Zeineb Affes & Rania Hentati-Kaffel, 2016. "Predicting US banks bankruptcy: logit versus Canonical Discriminant analysis," Post-Print halshs-01281948, HAL.
    11. Maghyereh, Aktham I. & Awartani, Basel, 2014. "Bank distress prediction: Empirical evidence from the Gulf Cooperation Council countries," Research in International Business and Finance, Elsevier, vol. 30(C), pages 126-147.
    12. Zeineb Affes & Rania Hentati-Kaffel, 2016. "Predicting US banks bankruptcy: logit versus Canonical Discriminant analysis," Documents de travail du Centre d'Economie de la Sorbonne 16016, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    13. Ali Namaki & Reza Eyvazloo & Shahin Ramtinnia, 2023. "A systematic review of early warning systems in finance," Papers 2310.00490, arXiv.org.
    14. Lin, Ching-Chung & Yang, Shou-Lin, 2016. "Bank fundamentals, economic conditions, and bank failures in East Asian countries," Economic Modelling, Elsevier, vol. 52(PB), pages 960-966.
    15. Giovanni Dell'Ariccia & Robert Marquez, 2006. "Lending Booms and Lending Standards," Journal of Finance, American Finance Association, vol. 61(5), pages 2511-2546, October.
    16. Michiel Bijlsma & Wim Suyker, 2008. "The credit crisis and the Dutch economy... in eight frequently asked questions," CPB Memorandum 210.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    17. Michiel Bijlsma & Jeroen Klomp & Sijmen Duineveld, 2010. "Systemic risk in the financial sector; a review and synthesis," CPB Document 210.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    18. Isik, Ihsan & Uygur, Ozge, 2021. "Financial crises, bank efficiency and survival: Theory, literature and emerging market evidence," International Review of Economics & Finance, Elsevier, vol. 76(C), pages 952-987.
    19. Jarko Fidrmuc & Philipp J. Süss, 2011. "The Outbreak of the Russian Banking Crisis," Czech Economic Review, Charles University Prague, Faculty of Social Sciences, Institute of Economic Studies, vol. 5(1), pages 046-063, March.
    20. Kox, Henk L.M. & Leeuwen, George van, 2012. "Dynamic market selection in EU business services," MPRA Paper 41016, University Library of Munich, Germany.

    More about this item

    Keywords

    Norwegian banks; bank failure prediction; logit model; forecasting accuracy;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G33 - Financial Economics - - Corporate Finance and Governance - - - Bankruptcy; Liquidation
    • C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions; Probabilities

    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:bno:worpap:2008_02. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nbgovno.html .

    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.