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How Should Credit Gaps Be Measured? An Application to European Countries

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Listed:
  • Chikako Baba
  • Mr. Salvatore Dell'Erba
  • Ms. Enrica Detragiache
  • Olamide Harrison
  • Ms. Aiko Mineshima
  • Anvar Musayev
  • Asghar Shahmoradi

Abstract

Assessing when credit is excessive is important to understand macro-financial vulnerabilities and guide macroprudential policy. The Basel Credit Gap (BCG) – the deviation of the credit-to-GDP ratio from its long-term trend estimated with a one-sided Hodrick-Prescott (HP) filter—is the indicator preferred by the Basel Committee because of its good performance as an early warning of banking crises. However, for a number of European countries this indicator implausibly suggests that credit should go back to its level at the peak of the boom after the credit cycle turns, resulting in large negative gaps that might delay the activation of macroprudential policies. We explore two different approaches—a multivariate filter based on economic theory and a fundamentals-based panel regression. Each approach has pros and cons, but they both provide a useful complement to the BCG in assessing macro-financial vulnerabilities in Europe.

Suggested Citation

  • Chikako Baba & Mr. Salvatore Dell'Erba & Ms. Enrica Detragiache & Olamide Harrison & Ms. Aiko Mineshima & Anvar Musayev & Asghar Shahmoradi, 2020. "How Should Credit Gaps Be Measured? An Application to European Countries," IMF Working Papers 2020/006, International Monetary Fund.
  • Handle: RePEc:imf:imfwpa:2020/006
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    1. Marianne Baxter & Robert G. King, 1999. "Measuring Business Cycles: Approximate Band-Pass Filters For Economic Time Series," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 575-593, November.
    2. Galati, Gabriele & Hindrayanto, Irma & Koopman, Siem Jan & Vlekke, Marente, 2016. "Measuring financial cycles in a model-based analysis: Empirical evidence for the United States and the euro area," Economics Letters, Elsevier, vol. 145(C), pages 83-87.
    3. Björn Richter & Moritz Schularick & Paul Wachtel, 2021. "When to Lean against the Wind," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(1), pages 5-39, February.
    4. 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.
    5. Iñaki Aldasoro & Claudio Borio & Mathias Drehmann, 2018. "Early warning indicators of banking crises: expanding the family," BIS Quarterly Review, Bank for International Settlements, March.
    6. Durbin, James & Koopman, Siem Jan, 2012. "Time Series Analysis by State Space Methods," OUP Catalogue, Oxford University Press, edition 2, number 9780199641178, Decembrie.
    7. James D. Hamilton, 2017. "Why You Should Never Use the Hodrick-Prescott Filter," NBER Working Papers 23429, National Bureau of Economic Research, Inc.
    8. 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.).
    9. Stijn Claessens & M. Ayhan Kose & Marco E. Terrones, 2011. "Financial Cycles: What? How? When?," NBER International Seminar on Macroeconomics, University of Chicago Press, vol. 7(1), pages 303-344.
    10. Urban Jermann & Vincenzo Quadrini, 2012. "Erratum: Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(2), pages 1186-1186, April.
    11. Lawrence J. Christiano & Terry J. Fitzgerald, 2003. "The Band Pass Filter," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 44(2), pages 435-465, May.
    12. Gabriele Galati & Irma Hindrayanto & Siem Jan Koopman & Marente Vlekke, 2016. "Measuring financial cycles with a model-based filter: Empirical evidence for the United States and the euro area," DNB Working Papers 495, Netherlands Central Bank, Research Department.
    13. Morten O. Ravn & Harald Uhlig, 2002. "On adjusting the Hodrick-Prescott filter for the frequency of observations," The Review of Economics and Statistics, MIT Press, vol. 84(2), pages 371-375.
    14. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    15. International Monetary Fund, 2010. "Estimating Potential Output with a Multivariate Filter," IMF Working Papers 2010/285, International Monetary Fund.
    16. Mathias Drehmann & James Yetman, 2018. "Why you should use the Hodrick-Prescott filter - at least to generate credit gaps," BIS Working Papers 744, Bank for International Settlements.
    17. Michal Andrle, 2013. "What Is in Your Output Gap? Unified Framework & Decomposition into Observables," IMF Working Papers 2013/105, International Monetary Fund.
    18. Rafael Repullo & Jesús Saurina, 2011. "The Countercyclical Capital Buffer of Basel III: A Critical Assessment," Working Papers wp2011_1102, CEMFI, revised Jun 2011.
    19. 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.
    20. Urban Jermann & Vincenzo Quadrini, 2012. "Macroeconomic Effects of Financial Shocks," American Economic Review, American Economic Association, vol. 102(1), pages 238-271, February.
    21. 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.
    22. Mr. Ivo Krznar & Mr. Troy D Matheson, 2017. "Financial and Business Cycles in Brazil," IMF Working Papers 2017/012, International Monetary Fund.
    23. Rünstler, Gerhard & Balfoussia, Hiona & Burlon, Lorenzo & Buss, Ginters & Comunale, Mariarosaria & De Backer, Bruno & Dewachter, Hans & Guarda, Paolo & Haavio, Markus & Hindrayanto, Irma & Iskrev, Nik, 2018. "Real and financial cycles in EU countries - Stylised facts and modelling implications," Occasional Paper Series 205, European Central Bank.
    24. José R. Maria, 2016. "Portugal: Trends, cycles, and instability in output and unemployment over 2008-2012," Economic Bulletin and Financial Stability Report Articles and Banco de Portugal Economic Studies, Banco de Portugal, Economics and Research Department.
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    2. Kimundi, Gillian, 2022. "COVID-19, policy interventions, credit vulnerabilities and financial (in)stability," KBA Centre for Research on Financial Markets and Policy Working Paper Series 62, Kenya Bankers Association (KBA).
    3. 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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    5. Kuzman, Tanja & Lazarevic, Jelisaveta & Nedeljkovic, Milan, 2022. "Capital flows liberalisation and macroprudential policies: The effects on credit cycles in emerging economies," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 602-619.
    6. Jelisaveta Lazarevic & Tanja Kuzman & Milan Nedeljkovic, 2022. "Credit cycles and macroprudential policies in emerging market economies," Oeconomia Copernicana, Institute of Economic Research, vol. 13(3), pages 633-666, September.
    7. Cicilia Anggadewi Harun & Wishnu Mahraddika & Jati Waluyo & Pakasa Bary & Rieska Indah Astuti & Fauzan Rachman & Rizky Primayudha & Dwi Oktaviyanti & Euis Aqmaliyah, 2021. "Business And Financial Cycle In Indonesia: An Integrated Approach," Working Papers WP/05/2021, Bank Indonesia.
    8. Akaki Liqokeli, 2020. "Measuring Credit Gaps for Macroprudential Policy Guidance: An Application to Georgia," NBG Working Papers 05/2020, National Bank of Georgia.

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