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Credit gaps as banking crisis predictors: A different tune for middle- and low-income countries

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  • Vincent Bouvatier

    (ERUDITE - Equipe de Recherche sur l’Utilisation des Données Individuelles en lien avec la Théorie Economique - UPEC UP12 - Université Paris-Est Créteil Val-de-Marne - Paris 12 - Université Gustave Eiffel)

  • Sofiane El Ouardi

    (ERUDITE - Equipe de Recherche sur l’Utilisation des Données Individuelles en lien avec la Théorie Economique - UPEC UP12 - Université Paris-Est Créteil Val-de-Marne - Paris 12 - Université Gustave Eiffel)

Abstract
The aim of this paper is to assess the quality of credit-based variables as early warning indicators of systemic banking crises. The existing literature focuses mainly on developed economies and shows that the best performing indicator is the credit-to-GDP gap computed via one-sided HP filter (the so-called Basel credit gap). The empirical evidence legitimates the use of the credit-to-GDP gap as a key indicator in macro-prudential banking regulation, i.e., in the determination of the countercyclical capital buffer. We take advantage of a new database on bank credit series and credit gaps covering more than 160 countries (Bouvatier, Delatte and Rehault, 2022) to focus specifically on middle- and low-income countries. Our findings suggest that the credit-to-GDP gap remains the single best performing indicator regarding the high-income group while the same does not hold for middle- and low-income countries. This result highlights that a one-size-fits-all approach is not relevant in the design of the operational framework of the countercyclical capital buffer. Further, we show that the credit gap turns to be a fair banking crises predictor when the financial development, captured by the trend’s value in credit-to-GDP ratio, exceeds 20%.
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Suggested Citation

  • Vincent Bouvatier & Sofiane El Ouardi, 2023. "Credit gaps as banking crisis predictors: A different tune for middle- and low-income countries," Post-Print hal-04286360, HAL.
    • Handle: RePEc:hal:journl:hal-04286360
    DOI: 10.1016/j.ememar.2023.101001
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    1. 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.
    2. Enrique G. Mendoza & Marco E. Terrones, 2008. "An Anatomy Of Credit Booms: Evidence From Macro Aggregates And Micro Data," NBER Working Papers 14049, National Bureau of Economic Research, Inc.
    3. Eichengreen, Barry & Arteta, Carlos, 2000. "Banking Crises in Emerging Markets: Presumptions and Evidence," Center for International and Development Economics Research, Working Paper Series qt3pk9t1h2, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
    4. Davis, J. Scott & Mack, Adrienne & Phoa, Wesley & Vandenabeele, Anne, 2016. "Credit booms, banking crises, and the current account," Journal of International Money and Finance, Elsevier, vol. 60(C), pages 360-377.
    5. Pierre-Olivier Gourinchas & Rodrigo Valdes & Oscar Landerretche, 2001. "Lending Booms: Latin America and the World," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Spring 20), pages 47-100, January.
    6. Daniela Marchettini & Mr. Rodolfo Maino, 2015. "Systemic Risk Assessment in Low Income Countries: Balancing Financial Stability and Development," IMF Working Papers 2015/190, International Monetary Fund.
    7. 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.
    8. Fielding, David & Rewilak, Johan, 2015. "Credit booms, financial fragility and banking crises," Economics Letters, Elsevier, vol. 136(C), pages 233-236.
    9. Chatterjee, Ujjal K., 2018. "Bank liquidity creation and recessions," Journal of Banking & Finance, Elsevier, vol. 90(C), pages 64-75.
    10. Mr. Giovanni Dell'Ariccia & Mr. Ehsan Ebrahimy & Ms. Deniz O Igan & Mr. Damien Puy, 2020. "Discerning Good from Bad Credit Booms: The Role of Construction," IMF Staff Discussion Notes 2020/002, International Monetary Fund.
    11. Hodrick, Robert J & Prescott, Edward C, 1997. "Postwar U.S. Business Cycles: An Empirical Investigation," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 1-16, February.
    12. Enrique G. Mendoza & Marco E. Terrones, 2014. "An Anatomy of Credit Booms and their Demise," Central Banking, Analysis, and Economic Policies Book Series, in: Miguel Fuentes D. & Claudio E. Raddatz & Carmen M. Reinhart (ed.),Capital Mobility and Monetary Policy, edition 1, volume 18, chapter 6, pages 165-204, Central Bank of Chile.
    13. Pierre-Olivier Gourinchas & Maurice Obstfeld, 2012. "Stories of the Twentieth Century for the Twenty-First," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(1), pages 226-265, January.
    14. Calderon, Cesar & Kubota, Megumi, 2012. "Gross inflows gone wild : gross capital inflows, credit booms and crises," Policy Research Working Paper Series 6270, The World Bank.
    15. Mr. Luc Laeven & Mr. Fabian Valencia, 2018. "Systemic Banking Crises Revisited," IMF Working Papers 2018/206, International Monetary Fund.
    16. Bouvatier, Vincent & Delatte, Anne-Laure & Rehault, Pierre-Nicolas, 2022. "Measuring credit procyclicality: A new database," Emerging Markets Review, Elsevier, vol. 52(C).
    17. Geršl, Adam & Jašová, Martina, 2018. "Credit-based early warning indicators of banking crises in emerging markets," Economic Systems, Elsevier, vol. 42(1), pages 18-31.
    18. Regina Kaiser & Agustín Maravall, 1999. "Estimation of the business cycle: A modified Hodrick-Prescott filter," Spanish Economic Review, Springer;Spanish Economic Association, vol. 1(2), pages 175-206.
    19. Helios Herrera & Guillermo Ordoñez & Christoph Trebesch, 2020. "Political Booms, Financial Crises," Journal of Political Economy, University of Chicago Press, vol. 128(2), pages 507-543.
    20. 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.
    21. Julián A. Caballero, 2016. "Do Surges in International Capital Inflows Influence the Likelihood of Banking Crises?," Economic Journal, Royal Economic Society, vol. 126(591), pages 281-316, March.
    22. Christian Dembiermont & Mathias Drehmann & Siriporn Muksakunratana, 2013. "How much does the private sector really borrow - a new database for total credit to the private non-financial sector," BIS Quarterly Review, Bank for International Settlements, March.
    23. Channarith Meng & Roberto Leon Gonzalez, 2017. "Credit Booms in Developing Countries: Are They Different from Those in Advanced and Emerging Market Countries?," Open Economies Review, Springer, vol. 28(3), pages 547-579, July.
    24. Rochelle M. Edge & Ralf R. Meisenzahl, 2011. "The unreliability of credit-to-GDP ratio gaps in real-time: Implications for countercyclical capital buffers," Finance and Economics Discussion Series 2011-37, Board of Governors of the Federal Reserve System (U.S.).
    25. Carmen M. Reinhart, 2010. "This Time is Different Chartbook: Country Histories on Debt, Default, and Financial Crises," NBER Working Papers 15815, National Bureau of Economic Research, Inc.
    26. Mathias Drehmann & Kostas Tsatsaronis, 2014. "The credit-to-GDP gap and countercyclical capital buffers: questions and answers," BIS Quarterly Review, Bank for International Settlements, March.
    27. Giovanni Dell'Ariccia & Ehsan Ebrahimy & Deniz O Igan & Damien Puy, 2020. "Discerning Good from Bad Credit Booms; The Role of Construction," IMF Staff Discussion Notes 20/02, International Monetary Fund.
    28. Miguel Angel Saldarriaga, 2017. "Credit Booms in Commodity Exporters," Working Papers 98, Peruvian Economic Association.
    29. Berger, Allen N. & Bouwman, Christa H.S., 2017. "Bank liquidity creation, monetary policy, and financial crises," Journal of Financial Stability, Elsevier, vol. 30(C), pages 139-155.
    30. Rochelle M. Edge & Ralf R. Meisenzahl, 2011. "The Unreliability of Credit-to-GDP Ratio Gaps in Real Time: Implications for Countercyclical Capital Buffers," International Journal of Central Banking, International Journal of Central Banking, vol. 7(4), pages 261-298, December.
    31. Bussiere, Matthieu & Fratzscher, Marcel, 2006. "Towards a new early warning system of financial crises," Journal of International Money and Finance, Elsevier, vol. 25(6), pages 953-973, October.
    32. 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.
    33. Mathias Drehmann, 2013. "Total credit as an early warning indicator for systemic banking crises," BIS Quarterly Review, Bank for International Settlements, June.
    34. Gaies, Brahim & Goutte, Stéphane & Guesmi, Khaled, 2019. "Banking crises in developing countries–What crucial role of exchange rate stability and external liabilities?," Finance Research Letters, Elsevier, vol. 31(C).
    35. Mathias Drehmann & Claudio Borio & Leonardo Gambacorta & Gabriel Jiminez & Carlos Trucharte, 2010. "Countercyclical capital buffers: exploring options," BIS Working Papers 317, Bank for International Settlements.
    36. Giovanni Dell’Ariccia & Deniz Igan & Luc Laeven & Hui Tong, 2016. "Credit booms and macrofinancial stability," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 31(86), pages 299-355.
    37. Carmela D’Avino & Eric Girardin & Mimoza Shabani, 2022. "Bank liquidity creation: A new global dataset for developing and emerging countries," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 158(2), pages 529-570, May.
    38. Emily Jones & Alexandra O. Zeitz, 2017. "The Limits of Globalizing Basel Banking Standards," Journal of Financial Regulation, Oxford University Press, vol. 3(1), pages 89-124.
    39. Mr. Marco Arena & Serpil Bouza & Ms. Era Dabla-Norris & Mrs. Kerstin Gerling & Lamin Njie, 2015. "Credit Booms and Macroeconomic Dynamics: Stylized Facts and Lessons for Low-Income Countries," IMF Working Papers 2015/011, International Monetary Fund.
    40. Vítor Castro & Rodrigo Martins, 2020. "Riding the Wave of Credit: Are Longer Expansions Really a Bad Omen?," Open Economies Review, Springer, vol. 31(4), pages 729-751, September.
    41. 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.
    42. Mathias Drehmann & Claudio Borio & Kostas Tsatsaronis, 2011. "Anchoring Countercyclical Capital Buffers: The role of Credit Aggregates," International Journal of Central Banking, International Journal of Central Banking, vol. 7(4), pages 189-240, December.
    43. Duttagupta, Rupa & Cashin, Paul, 2011. "Anatomy of banking crises in developing and emerging market countries," Journal of International Money and Finance, Elsevier, vol. 30(2), pages 354-376, March.
    44. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
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    1. Bouvatier, Vincent & Delatte, Anne-Laure & Rehault, Pierre-Nicolas, 2022. "Measuring credit procyclicality: A new database," Emerging Markets Review, Elsevier, vol. 52(C).

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    More about this item

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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