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A risk management perspective on macroprudential policy

Author

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  • Chavleishvili, Sulkhan
  • Fahr, Stephan
  • Kremer, Manfred
  • Manganelli, Simone
  • Schwaab, Bernd

Abstract

Macroprudential policymakers assess medium-term downside risks to the real economy arising from financial imbalances and implement policies aimed at managing those risks. In doing so, they face an inherent intertemporal trade-off between the expected growth and downside risks. This paper reviews the literature on Growth-at-Risk, embeds it in the wider literature on macroprudential policy, and proposes an empirical risk management framework that combines insights from the two literatures, by forecasting the entire real GDP growth distribution with a structural quantile vector autoregressive model. It accounts for direct and indirect interactions between financial vulnerabilities, financial stress and real GDP growth and allows for potential non-linear amplification effects. The framework provides policymakers with a macro-financial stress test to monitor downside risks to the economy and a macroprudential stance metric to quantify when interventions may be beneficial. JEL Classification: G21, C33

Suggested Citation

  • Chavleishvili, Sulkhan & Fahr, Stephan & Kremer, Manfred & Manganelli, Simone & Schwaab, Bernd, 2021. "A risk management perspective on macroprudential policy," Working Paper Series 2556, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20212556
    Note: 373346
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    References listed on IDEAS

    as
    1. Stephen G. Cecchetti, 2008. "Measuring the Macroeconomic Risks Posed by Asset Price Booms," NBER Chapters, in: Asset Prices and Monetary Policy, pages 9-43, National Bureau of Economic Research, Inc.
    2. Alessi, Lucia & Detken, Carsten, 2018. "Identifying excessive credit growth and leverage," Journal of Financial Stability, Elsevier, vol. 35(C), pages 215-225.
    3. Schüler, Yves S. & Hiebert, Paul P. & Peltonen, Tuomas A., 2020. "Financial cycles: Characterisation and real-time measurement," Journal of International Money and Finance, Elsevier, vol. 100(C).
    4. Arturo Estrella & Frederic S. Mishkin, 1998. "Predicting U.S. Recessions: Financial Variables As Leading Indicators," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 45-61, February.
    5. Lucrezia Reichlin & Giovanni Ricco & Thomas Hasenzagl, 2020. "Financial Variables as Predictors of Real Growth Vulnerability," Documents de Travail de l'OFCE 2020-06, Observatoire Francais des Conjonctures Economiques (OFCE).
    6. Christiano, Lawrence J. & Eichenbaum, Martin & Evans, Charles L., 1999. "Monetary policy shocks: What have we learned and to what end?," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 2, pages 65-148, Elsevier.
    7. Caballero, Diego & Lucas, André & Schwaab, Bernd & Zhang, Xin, 2020. "Risk endogeneity at the lender/investor-of-last-resort," Journal of Monetary Economics, Elsevier, vol. 116(C), pages 283-297.
    8. Sylvain Benoit & Jean-Edouard Colliard & Christophe Hurlin & Christophe Pérignon, 2017. "Where the Risks Lie: A Survey on Systemic Risk," Review of Finance, European Finance Association, vol. 21(1), pages 109-152.
    9. Tobias Adrian & Nina Boyarchenko & Domenico Giannone, 2021. "Multimodality In Macrofinancial Dynamics," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 62(2), pages 861-886, May.
    10. 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.
    11. Frederic S. Mishkin, 2011. "Over the Cliff: From the Subprime to the Global Financial Crisis," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 49-70, Winter.
    12. Mendicino, Caterina & Nikolov, Kalin & Suarez, Javier & Supera, Dominik, 2020. "Bank capital in the short and in the long run," Journal of Monetary Economics, Elsevier, vol. 115(C), pages 64-79.
    13. David Aikman & Andrew G. Haldane & Benjamin D. Nelson, 2015. "Curbing the Credit Cycle," Economic Journal, Royal Economic Society, vol. 125(585), pages 1072-1109, June.
    14. Kremer, Manfred & Lo Duca, Marco & Holló, Dániel, 2012. "CISS - a composite indicator of systemic stress in the financial system," Working Paper Series 1426, European Central Bank.
    15. Ron Anderson & Jon Danielsson & Chikako Baba & Mr. Udaibir S Das & Mr. Heedon Kang & Miguel A. Segoviano, 2018. "Macroprudential Stress Tests and Policies: Searching for Robust and Implementable Frameworks," IMF Working Papers 2018/197, International Monetary Fund.
    16. Lutz Kilian & Simone Manganelli, 2008. "The Central Banker as a Risk Manager: Estimating the Federal Reserve's Preferences under Greenspan," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(6), pages 1103-1129, September.
    17. repec:ecb:ecbwps:20111426 is not listed on IDEAS
    18. Cerutti, Eugenio & Claessens, Stijn & Laeven, Luc, 2017. "The use and effectiveness of macroprudential policies: New evidence," Journal of Financial Stability, Elsevier, vol. 28(C), pages 203-224.
    19. Francois Gourio & Jonas Fisher, 2015. "Risk Management for Monetary Policy at the Zero Lower Bound," 2015 Meeting Papers 665, Society for Economic Dynamics.
    20. Guido Lorenzoni, 2008. "Inefficient Credit Booms," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(3), pages 809-833.
    21. Lucyna Gornicka & Ms. Laura Valderrama, 2020. "Stress Testing and Calibration of Macroprudential Policy Tools," IMF Working Papers 2020/165, International Monetary Fund.
    22. John Fell & Garry Schinasi, 2005. "Assessing Financial Stability: Exploring the Boundaries of Analysis," National Institute Economic Review, National Institute of Economic and Social Research, vol. 192(1), pages 102-117, April.
    23. Lo Duca, Marco & Koban, Anne & Basten, Marisa & Bengtsson, Elias & Klaus, Benjamin & Kusmierczyk, Piotr & Lang, Jan Hannes & Detken, Carsten & Peltonen, Tuomas, 2017. "A new database for financial crises in European countries," Occasional Paper Series 194, European Central Bank.
    24. Darracq Pariès, Matthieu & Kok, Christoffer & Rottner, Matthias, 2020. "Enhancing macroprudential space when interest rates are “low for long”," Macroprudential Bulletin, European Central Bank, vol. 11.
    25. Budnik, Katarzyna & Balatti, Mirco & Dimitrov, Ivan & Groß, Johannes & Hansen, Ib & Kleemann, Michael & Sanna, Francesco & Sarychev, Andrei & Siņenko, Nadežda & Volk, Matjaz & Covi, Giovanni & di Iasi, 2019. "Macroprudential stress test of the euro area banking system," Occasional Paper Series 226, European Central Bank.
    26. Alan Greenspan, 2003. "Opening remarks : monetary policy and uncertainty : adapting to a changing economy," Proceedings - Economic Policy Symposium - Jackson Hole, Federal Reserve Bank of Kansas City, pages 1-7.
    27. Frédéric Boissay & Fabrice Collard & Frank Smets, 2016. "Booms and Banking Crises," Journal of Political Economy, University of Chicago Press, vol. 124(2), pages 489-538.
    28. Adrian, Tobias & Duarte, Fernando & Liang, Nellie & Zabczyk, Pawel, 2020. "Monetary and Macroprudential Policy with Endogenous Risk," CEPR Discussion Papers 14435, C.E.P.R. Discussion Papers.
    29. Thibaut Duprey & Alexander Ueberfeldt, 2020. "Managing GDP Tail Risk," Staff Working Papers 20-3, Bank of Canada.
    30. Simon Gilchrist & Egon Zakrajsek, 2012. "Credit Spreads and Business Cycle Fluctuations," American Economic Review, American Economic Association, vol. 102(4), pages 1692-1720, June.
    31. White, Halbert & Kim, Tae-Hwan & Manganelli, Simone, 2015. "VAR for VaR: Measuring tail dependence using multivariate regression quantiles," Journal of Econometrics, Elsevier, vol. 187(1), pages 169-188.
    32. Figueres, Juan Manuel & Jarociński, Marek, 2020. "Vulnerable growth in the euro area: Measuring the financial conditions," Economics Letters, Elsevier, vol. 191(C).
    33. Mr. Fabian Valencia & Mr. Luc Laeven, 2012. "Systemic Banking Crises Database: An Update," IMF Working Papers 2012/163, International Monetary Fund.
    34. Philip Lowe & Claudio Borio, 2002. "Asset prices, financial and monetary stability: exploring the nexus," BIS Working Papers 114, Bank for International Settlements.
    35. Patrick A. Adams & Tobias Adrian & Nina Boyarchenko & Domenico Giannone & J. Nellie Liang & Eric Qian, 2020. "What Do Financial Conditions Tell Us about Risks to GDP Growth?," Liberty Street Economics 20200521, Federal Reserve Bank of New York.
    36. Emmanuel Farhi & Iván Werning, 2016. "A Theory of Macroprudential Policies in the Presence of Nominal Rigidities," Econometrica, Econometric Society, vol. 84, pages 1645-1704, September.
    37. Fishburn, Peter C, 1977. "Mean-Risk Analysis with Risk Associated with Below-Target Returns," American Economic Review, American Economic Association, vol. 67(2), pages 116-126, March.
    38. Ampudia, Miguel & Lo Duca, Marco & Farkas, Mátyás & Perez-Quiros, Gabriel & Pirovano, Mara & Rünstler, Gerhard & Tereanu, Eugen, 2021. "On the effectiveness of macroprudential policy," Working Paper Series 2559, European Central Bank.
    39. Detken, Carsten & Weeken, Olaf & Alessi, Lucia & Bonfim, Diana & Boucinha, Miguel & Castro, Christian & Frontczak, Sebastian & Giordana, Gaston & Giese, Julia & Wildmann, Nadya & Kakes, Jan & Klaus, B, 2014. "Operationalising the countercyclical capital buffer: indicator selection, threshold identification and calibration options," ESRB Occasional Paper Series 5, European Systemic Risk Board.
    40. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    41. Lang, Jan Hannes & Izzo, Cosimo & Fahr, Stephan & Ruzicka, Josef, 2019. "Anticipating the bust: a new cyclical systemic risk indicator to assess the likelihood and severity of financial crises," Occasional Paper Series 219, European Central Bank.
    42. repec:hal:spmain:info:hdl:2441/4nn4ojjkth8qe9ci5b0hpu7ala is not listed on IDEAS
    43. Javier Bianchi & Enrique Mendoza, 2020. "A Fisherian Approach to Financial Crises: Lessons from the Sudden Stops Literature," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 37, pages 254-283, August.
    44. Charles Evans & Jonas Fisher & Francois Gourio & Spencer Krane, 2015. "Risk Management for Monetary Policy Near the Zero Lower Bound," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 46(1 (Spring), pages 141-219.
    45. Claudio Borio & Mathias Drehmann, 2009. "Assessing the risk of banking crises - revisited," BIS Quarterly Review, Bank for International Settlements, March.
    46. Thibaut Duprey & Tom Roberts, 2017. "A Barometer of Canadian Financial System Vulnerabilities," Staff Analytical Notes 17-24, Bank of Canada.
    47. Babić, Domagoj & Fahr, Stephan, 2019. "Shelter from the storm: recent countercyclical capital buffer (CCyB) decisions," Macroprudential Bulletin, European Central Bank, vol. 7.
    48. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
    49. Carsten Detken & Olaf Weeken & Lucia Alessi & Diana Bonfim & Miguel M. Boucinha & Christian Castro & Sebastian Frontczak & Gaston Giordana & Julia Giese & Nadya Jahn & Jan Kakes & Benjamin Klaus & Jan, 2014. "Operationalising the countercyclical capital buffer: indicator selection, threshold identification and calibration options," ESRB Occasional Paper Series 05, European Systemic Risk Board.
    50. Darracq Pariès, Matthieu & Fahr, Stephan & Kok, Christoffer, 2019. "Macroprudential space and current policy trade-offs in the euro area," Financial Stability Review, European Central Bank, vol. 1.
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    Cited by:

    1. Chavleishvili, Sulkhan & Fahr, Stephan & Kremer, Manfred & Manganelli, Simone & Schwaab, Bernd, 2021. "A novel risk management perspective for macroprudential policy," Research Bulletin, European Central Bank, vol. 87.
    2. Tihana Škrinjarić, 2023. "Macroprudential stance assessment: problems of measurement, literature review and some comments for the case of Croatia," Working Papers 72, The Croatian National Bank, Croatia.

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    More about this item

    Keywords

    financial conditions; growth-at-risk; macroprudential policy; quantile vector autoregression; stress testing;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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