IDEAS home Printed from https://ideas.repec.org/p/wbk/wbrwps/6969.html
   My bibliography  Save this paper

Predicting bank insolvency in the Middle East and North Africa

Author

Listed:
  • Calice, Pietro

Abstract

This paper uses a panel of annual observations for 198 banks in 19 Middle East and North Africa countries over 2001-12 to develop an early warning system for forecasting bank insolvency based on a multivariate logistic regression framework. The results show that the traditional CAMEL indicators are significant predictors of bank insolvency in the region. The predictive power of the model, both in-sample and out-of-sample, is reasonably good, as measured by the receiver operating characteristic curve. The findings of the paper suggest that banking supervision in the Middle East and North Africa could be strengthened by introducing a fundamentals-based, off-site monitoring system to assess the soundness of financial institutions.

Suggested Citation

  • Calice, Pietro, 2014. "Predicting bank insolvency in the Middle East and North Africa," Policy Research Working Paper Series 6969, The World Bank.
  • Handle: RePEc:wbk:wbrwps:6969
    as

    Download full text from publisher

    File URL: http://www-wds.worldbank.org/external/default/WDSContentServer/WDSP/IB/2014/07/21/000158349_20140721163130/Rendered/PDF/WPS6969.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Cole, Rebel A. & Gunther, Jeffery W., 1995. "Separating the likelihood and timing of bank failure," Journal of Banking & Finance, Elsevier, vol. 19(6), pages 1073-1089, September.
    2. Drehmann, Mathias & Juselius, Mikael, 2014. "Evaluating early warning indicators of banking crises: Satisfying policy requirements," International Journal of Forecasting, Elsevier, vol. 30(3), pages 759-780.
    3. Andrew Berg & Eduardo Borensztein & Catherine Pattillo, 2005. "Assessing Early Warning Systems: How Have They Worked in Practice?," IMF Staff Papers, Palgrave Macmillan, vol. 52(3), pages 1-5.
    4. Babecký, Jan & Havránek, Tomáš & Matějů, Jakub & Rusnák, Marek & Šmídková, Kateřina & Vašíček, Bořek, 2013. "Leading indicators of crisis incidence: Evidence from developed countries," Journal of International Money and Finance, Elsevier, vol. 35(C), pages 1-19.
    5. Ms. Brenda Gonzalez-Hermosillo, 1999. "Determinants of Ex-Ante Banking System Distress: A Macro-Micro Empirical Exploration of Some Recent Episodes," IMF Working Papers 1999/033, International Monetary Fund.
    6. Rafael La Porta & Florencio Lopez‐De‐Silanes & Andrei Shleifer, 2002. "Government Ownership of Banks," Journal of Finance, American Finance Association, vol. 57(1), pages 265-301, February.
    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. Demirgüç-Kunt, Asli & Detragiache, Enrica, 2005. "Cross-Country Empirical Studies of Systemic Bank Distress: A Survey," National Institute Economic Review, National Institute of Economic and Social Research, vol. 192, pages 68-83, April.
    9. Arturo Estrella & Sangkyun Park & Stavros Peristiani, 2000. "Capital ratios as predictors of bank failure," Economic Policy Review, Federal Reserve Bank of New York, issue Jul, pages 33-52.
    10. Barrell, Ray & Davis, E. Philip & Karim, Dilruba & Liadze, Iana, 2010. "Bank regulation, property prices and early warning systems for banking crises in OECD countries," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2255-2264, September.
    11. John H. Boyd & Gianni De Nicoló, 2005. "The Theory of Bank Risk Taking and Competition Revisited," Journal of Finance, American Finance Association, vol. 60(3), pages 1329-1343, June.
    12. Barth, James R. & Caprio, Gerard Jr. & Levine, Ross, 2004. "Bank regulation and supervision: what works best?," Journal of Financial Intermediation, Elsevier, vol. 13(2), pages 205-248, April.
    13. 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.
    14. David C. Wheelock & Paul W. Wilson, 2000. "Why do Banks Disappear? The Determinants of U.S. Bank Failures and Acquisitions," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 127-138, February.
    15. Alejandro Gaytán & Christian A. Johnson, 2002. "A Review of the Literature on Early Warning Systems for Banking Crises," Working Papers Central Bank of Chile 183, Central Bank of Chile.
    16. Robert R. Bliss & Mark J. Flannery, 2002. "Market Discipline in the Governance of U.S. Bank Holding Companies: Monitoring vs. Influencing," Review of Finance, European Finance Association, vol. 6(3), pages 361-396.
    17. Arena, Marco, 2008. "Bank failures and bank fundamentals: A comparative analysis of Latin America and East Asia during the nineties using bank-level data," Journal of Banking & Finance, Elsevier, vol. 32(2), pages 299-310, February.
    18. 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.
    19. Martin Čihák & Alexander Tieman, 2011. "Quality of Financial Sector Regulation and Supervision Around the World," Chapters, in: Sylvester Eijffinger & Donato Masciandaro (ed.), Handbook of Central Banking, Financial Regulation and Supervision, chapter 15, Edward Elgar Publishing.
    20. Chan, Yuk-Shee & Greenbaum, Stuart I. & Thakor, Anjan V., 1986. "Information reusability, competition and bank asset quality," Journal of Banking & Finance, Elsevier, vol. 10(2), pages 243-253, June.
    21. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    22. Laeven, Luc & Levine, Ross, 2009. "Bank governance, regulation and risk taking," Journal of Financial Economics, Elsevier, vol. 93(2), pages 259-275, August.
    23. Roberto R. Rocha & Zsofia Arvai & Subika Farazi, 2011. "Financial Access and Stability : A Road Map for the Middle East and North Africa," World Bank Publications - Books, The World Bank Group, number 2360, December.
    24. 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.
    25. Männasoo, Kadri & Mayes, David G., 2009. "Explaining bank distress in Eastern European transition economies," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 244-253, February.
    26. Roberto Rocha, 2011. "Financial Access and Stability : A Road Map for the Middle East and North Africa," World Bank Publications - Reports 10868, The World Bank Group.
    27. Rebel Cole & Jeffery Gunther, 1998. "Predicting Bank Failures: A Comparison of On- and Off-Site Monitoring Systems," Journal of Financial Services Research, Springer;Western Finance Association, vol. 13(2), pages 103-117, April.
    28. Jin, Justin Yiqiang & Kanagaretnam, Kiridaran & Lobo, Gerald J., 2011. "Ability of accounting and audit quality variables to predict bank failure during the financial crisis," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2811-2819, November.
    29. Gary Whalen, 1991. "A proportional hazards model of bank failure: an examination of its usefulness as an early warning tool," Economic Review, Federal Reserve Bank of Cleveland, vol. 27(Q I), pages 21-31.
    30. Claudio Borio & Mathias Drehmann, 2009. "Assessing the risk of banking crises - revisited," BIS Quarterly Review, Bank for International Settlements, March.
    31. Asli Demirgüç-Kunt & Enrica Detragiache, 1998. "The Determinants of Banking Crises in Developing and Developed Countries," IMF Staff Papers, Palgrave Macmillan, vol. 45(1), pages 81-109, March.
    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. Doumpos, Michael & Hasan, Iftekhar & Pasiouras, Fotios, 2017. "Bank overall financial strength: Islamic versus conventional banks," Economic Modelling, Elsevier, vol. 64(C), pages 513-523.
    2. Anggraeni, Anggraeni & Mongid, Abdul & Suhartono,, 2020. "Prediction Models for Bank Failure: ASEAN Countries," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 54(2), pages 41-51.
    3. Chebbi, Ali & Hedhli, Amel, 2022. "Revisiting the accuracy of standard VaR methods for risk assessment: Using the Copula–EVT multidimensional approach for stock markets in the MENA region," The Quarterly Review of Economics and Finance, Elsevier, vol. 84(C), pages 430-445.

    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. 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.
    2. Betz, Frank & Oprică, Silviu & Peltonen, Tuomas A. & Sarlin, Peter, 2014. "Predicting distress in European banks," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 225-241.
    3. 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.
    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. Caggiano, Giovanni & Calice, Pietro & Leonida, Leone, 2014. "Early warning systems and systemic banking crises in low income countries: A multinomial logit approach," Journal of Banking & Finance, Elsevier, vol. 47(C), pages 258-269.
    6. Mare, Davide Salvatore, 2015. "Contribution of macroeconomic factors to the prediction of small bank failures," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 39(C), pages 25-39.
    7. Evžen Kočenda & Ichiro Iwasaki, 2022. "Bank survival around the world: A meta‐analytic review," Journal of Economic Surveys, Wiley Blackwell, vol. 36(1), pages 108-156, February.
    8. Fendel Ralf & Stremmel Hanno, 2016. "Characteristics of Banking Crises: A Comparative Study with Geographical Contagion," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 236(3), pages 349-388, May.
    9. Fungáčová, Zuzana & Turk-Ariss, Rima & Weill, Laurent, 2013. "Does excessive liquidity creation trigger bank failures?," BOFIT Discussion Papers 2/2013, Bank of Finland Institute for Emerging Economies (BOFIT).
    10. Grodecka-Messi, Anna & Kenny, Seán & Ögren, Anders, 2021. "Predictors of bank distress: The 1907 crisis in Sweden," Explorations in Economic History, Elsevier, vol. 80(C).
    11. Caggiano, Giovanni & Calice, Pietro & Leonida, Leone & Kapetanios, George, 2016. "Comparing logit-based early warning systems: Does the duration of systemic banking crises matter?," Journal of Empirical Finance, Elsevier, vol. 37(C), pages 104-116.
    12. Fungáčová, Zuzana & Turk-Ariss, Rima & Weill, Laurent, 2013. "Does excessive liquidity creation trigger bank failures?," BOFIT Discussion Papers 2/2013, Bank of Finland, Institute for Economies in Transition.
    13. 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.
    14. Zuzana Fungacova & Ms. Rima A Turk & Laurent Weill, 2015. "High Liquidity Creation and Bank Failures: Do They Behave Differently?," IMF Working Papers 2015/103, International Monetary Fund.
    15. Koresh Galil & Margalit Samuel & Offer Moshe Shapir & Wolf Wagner, 2023. "Bailouts and the modeling of bank distress," Journal of Financial Research, Southern Finance Association;Southwestern Finance Association, vol. 46(1), pages 7-30, February.
    16. repec:zbw:bofitp:2013_002 is not listed on IDEAS
    17. Tigran Poghosyan & Martin Čihak, 2011. "Determinants of Bank Distress in Europe: Evidence from a New Data Set," Journal of Financial Services Research, Springer;Western Finance Association, vol. 40(3), pages 163-184, December.
    18. Muhammad Suhail Rizwan & Muhammad Moinuddin & Barbara L’Huillier & Dawood Ashraf, 2018. "Does a one-size-fits-all approach to financial regulations alleviate default risk? The case of dual banking systems," Journal of Regulatory Economics, Springer, vol. 53(1), pages 37-74, February.
    19. Thorsten Beck, 2007. "Bank Concentration and Fragility. Impact and Mechanics," NBER Chapters, in: The Risks of Financial Institutions, pages 196-231, National Bureau of Economic Research, Inc.
    20. repec:erf:erfstu:78 is not listed on IDEAS
    21. Baselga-Pascual, Laura & Trujillo-Ponce, Antonio & Cardone-Riportella, Clara, 2015. "Factors influencing bank risk in Europe: Evidence from the financial crisis," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 138-166.
    22. Fabrizio Ferriani & Wanda Cornacchia & Paolo Farroni & Eliana Ferrara & Francesco Guarino & Francesco Pisanti, 2019. "An early warning system for less significant Italian banks," Questioni di Economia e Finanza (Occasional Papers) 480, Bank of Italy, Economic Research and International Relations Area.

    More about this item

    Keywords

    Banks&Banking Reform; Bankruptcy and Resolution of Financial Distress; Access to Finance; Financial Crisis Management&Restructuring; Debt Markets;
    All these keywords.

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:wbk:wbrwps:6969. 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: Roula I. Yazigi (email available below). General contact details of provider: https://edirc.repec.org/data/dvewbus.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.