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Re-anchoring countercyclical capital buffers: Bayesian estimates and alternatives focusing on credit growth

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  • Gonzalez, Rodrigo Barbone
  • Marinho, Leonardo Sousa Gomes
  • Lima, Joaquim Ignacio Alves de Vasconcellos e

Abstract

We re-evaluate the Basel Committee on Banking Supervision’s (BCBS) proposed framework with the credit-to-GDP gap as an anchor indicator relative to the countercyclical capital buffer (CCB), and propose an alternative approach that focuses on credit-to-GDP growth. We estimate Bayesian structured time series models (STM) fully and recursively for 34 countries and evaluate whether these state components and related indicators can anticipate crises over the following three years. Using an early warning framework similar to the original BCBS one, we find leading indicators that outperform the credit-to-GDP gap in anticipating banking crises, with lower noise-to-signal (NS) ratios and similar sensitivities to threshold variation (assessed using receiver operational characteristics (ROC)). Moreover, the credit-to-GDP gap fails an exercise using limited information, suggesting that the 10% anchor on this indicator that was put forward by the BCBS can be misleading in countries with short credit series. Finally, we present an illustrative panel of CCB use with our leading indicators.

Suggested Citation

  • Gonzalez, Rodrigo Barbone & Marinho, Leonardo Sousa Gomes & Lima, Joaquim Ignacio Alves de Vasconcellos e, 2017. "Re-anchoring countercyclical capital buffers: Bayesian estimates and alternatives focusing on credit growth," International Journal of Forecasting, Elsevier, vol. 33(4), pages 1007-1024.
    • Handle: RePEc:eee:intfor:v:33:y:2017:i:4:p:1007-1024
    DOI: 10.1016/j.ijforecast.2017.04.006
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    1. Virginie Coudert & Cyril Pouvelle, 2010. "Assessing the Sustainability of Credit Growth: The case of Central and Eastern European Countries," European Journal of Comparative Economics, Cattaneo University (LIUC), vol. 7(1), pages 87-120, June.
    2. Harvey, Andrew C. & Trimbur, Thomas M. & Van Dijk, Herman K., 2007. "Trends and cycles in economic time series: A Bayesian approach," Journal of Econometrics, Elsevier, vol. 140(2), pages 618-649, October.
    3. Cottarelli, Carlo & Dell'Ariccia, Giovanni & Vladkova-Hollar, Ivanna, 2005. "Early birds, late risers, and sleeping beauties: Bank credit growth to the private sector in Central and Eastern Europe and in the Balkans," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 83-104, January.
    4. Claudio Borio, 2003. "Towards a Macroprudential Framework for Financial Supervision and Regulation?," CESifo Economic Studies, CESifo Group, vol. 49(2), pages 181-215.
    5. Lown, Cara & Morgan, Donald P., 2006. "The Credit Cycle and the Business Cycle: New Findings Using the Loan Officer Opinion Survey," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(6), pages 1575-1597, September.
    6. Rafael Repullo & Jesús Saurina, 2011. "The Countercyclical Capital Buffer of Basel III: A Critical Assessment," Working Papers wp2011_1102, CEMFI, revised Jun 2011.
    7. Bordo, Michael D. & Haubrich, Joseph G., 2010. "Credit crises, money and contractions: An historical view," Journal of Monetary Economics, Elsevier, vol. 57(1), pages 1-18, January.
    8. 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.
    9. 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.
    10. Ms. Natasha X Che & Yoko Shinagawa, 2014. "Financial Soundness Indicators and the Characteristics of Financial Cycles," IMF Working Papers 2014/014, International Monetary Fund.
    11. Uhlig, H.F.H.V.S. & Ravn, M., 1997. "On Adjusting the H-P Filter for the Frequency of Observations," Discussion Paper 1997-50, Tilburg University, Center for Economic Research.
    12. 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.
    13. 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.
    14. Mathias Drehmann & Claudio Borio & Kostas Tsatsaronis, 2012. "Characterising the financial cycle: don't lose sight of the medium term!," BIS Working Papers 380, Bank for International Settlements.
    15. Claessens, Stijn & Kose, M. Ayhan & Terrones, Marco E., 2012. "How do business and financial cycles interact?," Journal of International Economics, Elsevier, vol. 87(1), pages 178-190.
    16. Rodrigo Barbone Gonzalez & Joaquim Lima & Leonardo Marinho, 2015. "Business and Financial Cycles: an estimation of cycles’ length focusing on Macroprudential Policy," Working Papers Series 385, Central Bank of Brazil, Research Department.
    17. 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.
    18. 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.
    19. Mathias Drehmann & Claudio Borio & Leonardo Gambacorta & Gabriel Jiminez & Carlos Trucharte, 2010. "Countercyclical capital buffers: exploring options," BIS Working Papers 317, Bank for International Settlements.
    20. Mr. Bas B. Bakker & Mr. Giovanni Dell'Ariccia & Mr. Luc Laeven & Mr. Jerome Vandenbussche & Ms. Deniz O Igan & Mr. Hui Tong, 2012. "Policies for Macrofinancial Stability: How to Deal with Credit Booms," IMF Staff Discussion Notes 2012/006, International Monetary Fund.
    21. Luiz Awazu Pereira da Silva & Ricardo Eyer Harris, 2012. "Sailing through the Global Financial Storm: Brazil's recent experience with monetary and macroprudential policies to lean against the financial cycle and deal with systemic risks," Working Papers Series 290, Central Bank of Brazil, Research Department.
    22. Andrew C. Harvey & Thomas M. Trimbur, 2003. "General Model-Based Filters for Extracting Cycles and Trends in Economic Time Series," The Review of Economics and Statistics, MIT Press, vol. 85(2), pages 244-255, May.
    23. 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.
    24. Frédéric Boissay & Oscar Calvo-Gonzalez & Tomasz Kozluk, 2006. "Is Lending in Central and Eastern Europe Developing Too Fast?," Chapters, in: Klaus Liebscher & Josef Christl & Peter Mooslechner & Doris Ritzberger-Grünwald (ed.), Financial Development, Integration and Stability, chapter 14, Edward Elgar Publishing.
    25. 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.
    26. Bruno Martins & Ricardo Schechtman, 2013. "Loan Pricing Following a Macro Prudential Within-Sector Capital Measure," Working Papers Series 323, Central Bank of Brazil, Research Department.
    27. Harvey, A C & Jaeger, A, 1993. "Detrending, Stylized Facts and the Business Cycle," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 8(3), pages 231-247, July-Sept.
    28. Bas B. Bakker & Giovanni Dell'Ariccia & Luc Laeven & Jérôme Vandenbussche & Deniz O Igan & Hui Tong, 2012. "Policies for Macrofinancial Stability; How to Deal with Credit Booms," IMF Staff Discussion Notes 12/06, International Monetary Fund.
    29. 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.
    30. Bruno Silva Martins & Ricardo Schechtman, 2013. "Loan Pricing Following a Macroprudential within-Sector Capital Measure," Premio de Banca Central Rodrigo Gómez / Central Banking Award "Rodrigo Gómez", Centro de Estudios Monetarios Latinoamericanos, CEMLA, number prg2013eng, July-Dece.
    31. Bruno Silva Martins & Ricardo Schechtman, 2013. "Valoración de préstamos luego de una medida macroprudencial," Premio de Banca Central Rodrigo Gómez / Central Banking Award "Rodrigo Gómez", Centro de Estudios Monetarios Latinoamericanos, CEMLA, number prg2013, July-Dece.
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