Macro Stress Testing of Credit Risk Focused on the Tails
This paper investigates macro stress testing of system-wide credit risk with special focus on the tails of the credit risk distributions conditional on bad macroeconomic scenarios. These tails determine the ex-post solvency probabilities derived from the scenarios. This paper estimates the macro-credit risk link by the traditional Wilson (1997) model as well as by an alternative proposed quantile regression (QR) method (Koenker and Xiao, 2002), in which the relative importance of the macro variables can vary along the credit risk distribution, conceptually incorporating uncertainty in default correlations. Stress-testing exercises on the Brazilian household sector at the one-quarter horizon indicate that unemployment rate distress produces the most harmful effect, whereas distressed inflation and distressed interest rate show higher impacts at longer periods. Determining which of the two stress-testing approaches perceives the scenarios more severely depends on the type of comparison employed. The QR approach is revealed more conservative based on a suggested comparison of vertical distances between the tails of the conditional and unconditional credit risk cumulative distributions.
References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Tito Nícias Teixeira da Silva Filho, 2008. "Searching for the Natural Rate of Unemployment in a Large Relative Price Shocks' Economy: the Brazilian Case," Working Papers Series 163, Central Bank of Brazil, Research Department.
- Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014.
"Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?,"
Econometric Society, vol. 82(2), pages 463-505, 03.
- Gabriel Jiménez & Steven Ongena & José Luis Peydró & Jesús Saurina, 2009. "Hazardous times for monetary policy: What do twenty-three million bank loans say about the effects of monetary policy on credit risk-taking?," Working Papers 0833, Banco de España;Working Papers Homepage.
- Rodrigo Alfaro & Mathias Drehmann, 2009. "Macro stress tests and crises: what can we learn?," BIS Quarterly Review, Bank for International Settlements, December.
- De Bandt, O. & Bruneau, C. & El Amri, W., 2008.
"Stress Testing and Corporate Finance,"
203, Banque de France.
- Jan Willem van den End & Marco Hoeberichts & Mostafa Tabbae, 2006. "Modelling Scenario Analysis and Macro Stress-testing," DNB Working Papers 119, Netherlands Central Bank, Research Department.
- MINELLA André & DE FREITAS Paulo Springer & GOLDFAJN Ilan & KFOURY MUINHOS Marcelo, .
"Inflation Targeting in Brazil: Constructing Credibility under Exchange Rate Volatility,"
- Minella, Andre & de Freitas, Paulo Springer & Goldfajn, Ilan & Muinhos, Marcelo Kfoury, 2003. "Inflation targeting in Brazil: constructing credibility under exchange rate volatility," Journal of International Money and Finance, Elsevier, vol. 22(7), pages 1015-1040, December.
- André Minella & Paulo Springer de Freitas & Ilan Goldfajn & Marcelo Kfoury Muinhos, 2003. "Inflation Targeting in Brazil: Constructing Credibility under Exchange Rate Volatility," Working Papers Series 77, Central Bank of Brazil, Research Department.
- André Minella & Paulo Springer de Freitas & Ilan Goldfajn & Marcelo Kfoury Muinhos, 2003. "Inflation Targeting in Brazil: Constructing Credibility Under Exchange Rate Volatility," Anais do XXXI Encontro Nacional de Economia [Proceedings of the 31th Brazilian Economics Meeting] b26, ANPEC - Associação Nacional dos Centros de Pósgraduação em Economia [Brazilian Association of Graduate Programs in Economics].
- Claudio Borio & Mathias Drehmann, 2009. "Assessing the risk of banking crises - revisited," BIS Quarterly Review, Bank for International Settlements, March.
- Thomas Breuer & Martin Jandacka & Klaus Rheinberger & Martin Summer, 2009.
"How to Find Plausible, Severe and Useful Stress Scenarios,"
International Journal of Central Banking,
International Journal of Central Banking, vol. 5(3), pages 205-224, September.
- Thomas Breuer & Martin Jandacka & Klaus Rheinberger & Martin Summer, 2009. "How to find plausible, severe, and useful stress scenarios," Working Papers 150, Oesterreichische Nationalbank (Austrian Central Bank).
- Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119, December.
- Ben S. Bernanke & Mark Gertler, 1995.
"Inside the Black Box: The Credit Channel of Monetary Policy Transmission,"
Journal of Economic Perspectives,
American Economic Association, vol. 9(4), pages 27-48, Fall.
- Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," NBER Working Papers 5146, National Bureau of Economic Research, Inc.
- Bernanke, Ben & Gertler, Mark, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Working Papers 95-15, C.V. Starr Center for Applied Economics, New York University.
- Hausman, Jerry A, 1978.
"Specification Tests in Econometrics,"
Econometric Society, vol. 46(6), pages 1251-71, November.
- repec:ebl:ecbull:v:3:y:2006:i:5:p:1-6 is not listed on IDEAS
- Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
- Harvir Kalirai & Martin Scheicher, 2002. "Macroeconomic Stress Testing: Preliminary Evidence for Austria," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 3, pages 58-74.
- Newey, Whitney K & West, Kenneth D, 1987.
"A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix,"
Econometric Society, vol. 55(3), pages 703-08, May.
- Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Publishing House "SINERGIA PRESS", vol. 33(1), pages 125-132.
- Whitney K. Newey & Kenneth D. West, 1986. "A Simple, Positive Semi-Definite, Heteroskedasticity and AutocorrelationConsistent Covariance Matrix," NBER Technical Working Papers 0055, National Bureau of Economic Research, Inc.
- Roger Koenker & Zhijie Xiao, 2002. "Inference on the Quantile Regression Process," Econometrica, Econometric Society, vol. 70(4), pages 1583-1612, July.
- Sorge, Marco & Virolainen, Kimmo, 2006. "A comparative analysis of macro stress-testing methodologies with application to Finland," Journal of Financial Stability, Elsevier, vol. 2(2), pages 113-151, June.
- Koenker, Roger & Bassett, Gilbert, Jr, 1982. "Robust Tests for Heteroscedasticity Based on Regression Quantiles," Econometrica, Econometric Society, vol. 50(1), pages 43-61, January.
- Miroslav Misina & David Tessier, 2008. "Non-Linearities, Model Uncertainty, and Macro Stress Testing," Staff Working Papers 08-30, Bank of Canada.
- repec:onb:oenbwp:y:2002:i:3:b:3 is not listed on IDEAS
- Antonella Foglia, 2009. "Stress Testing Credit Risk: A Survey of Authorities' Aproaches," International Journal of Central Banking, International Journal of Central Banking, vol. 5(3), pages 9-45, September.
- Davidson, Russell & MacKinnon, James G., 1989.
"Testing for Consistency using Artificial Regressions,"
Cambridge University Press, vol. 5(03), pages 363-384, December.
- Russell Davidson & James G. MacKinnon, 1987. "Testing for Consistency using Artificial Regressions," Working Papers 687, Queen's University, Department of Economics.
- John H. Boyd & Bruce A. Champ, 2003. "Inflation and financial market performance: what have we learned in the last ten years," Working Paper 0317, Federal Reserve Bank of Cleveland.
- Luiz Lima & Breno Neri, 2006. "Omitted Asymmetric Persistence and Conditional Heteroskedasticity," Economics Bulletin, AccessEcon, vol. 3(5), pages 1-6.
- Hansjörg Lehmann & Michael Manz, 2006. "The Exposure of Swiss Banks to Macroeconomic Shocks - an Empirical Investigation," Working Papers 2006-04, Swiss National Bank.
- Chernozhukov, Victor & Hansen, Christian, 2008. "Instrumental variable quantile regression: A robust inference approach," Journal of Econometrics, Elsevier, vol. 142(1), pages 379-398, January.
When requesting a correction, please mention this item's handle: RePEc:bcb:wpaper:241. See general information about how to correct material in RePEc.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Francisco Marcos Rodrigues Figueiredo)
If references are entirely missing, you can add them using this form.