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Global Business Cycles and Credit Risk Author info | Abstract | Publisher info | Download info | Related research | Statistics M. Hashem Pesaran ()
Til Schuermann ()
Björn-Jakob Treutler ()
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registered author(s):
The potential for portfolio diversification is driven broadly by two characteristics: the degree to which systematic risk factors are correlated with each other and the degree of dependence individual firms have to the different types of risk factors. Using a global vector autoregressive macroeconometric model accounting for about 80% of world output, we propose a model for exploring credit risk diversification across industry sectors and across different countries or regions. We find that full firm-level parameter heterogeneity along with credit rating information matters a great deal for capturing differences in simulated credit loss distributions. Imposing homogeneity results in overly skewed and fat-tailed loss distributions. These differences become more pronounced in the presence of systematic risk factor shocks: increased parameter heterogeneity reduces shock sensitivity. Allowing for regional parameter heterogeneity seems to better approximate the loss distributions generated by the fully heterogeneous model than allowing just for industry heterogeneity. The regional model also exhibits less shock sensitivity.
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Paper provided by CESifo Group Munich in its series CESifo Working Paper Series with number
CESifo Working Paper No. 1548.
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Date of creation: 2005Date of revision:
Handle: RePEc:ces:ceswps:_1548Contact details of provider: Postal: Poschingerstrasse 5, 81679 Munich Phone: +49 (89) 9224-0 Fax: +49 (89) 985369 Web page: http://www.cesifo.de
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Keywords: risk management ; default dependence ; economic interlinkages ; portfolio choice ; Other versions of this item:
Find related papers by JEL classification: C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions E17 - Macroeconomics and Monetary Economics - - General Aggregative Models - - - Forecasting and Simulation G20 - Financial Economics - - Financial Institutions and Services - - - General
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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.: Hsiao, Cheng & Pesaran, M. Hashem, 2004.
"Random Coefficient Panel Data Models ,"
IZA Discussion Papers
1236, Institute for the Study of Labor (IZA).
[Downloadable!]
Other versions:
Cheng Hsiao & M. Hashem Pesaran, 2004.
"Random Coefficient Panel Data Models ,"
IEPR Working Papers
04.2, Institute of Economic Policy Research (IEPR).
[Downloadable!] Cheng Hsiao & M. Hashem Pesaran, 2004.
"Random Coefficient Panel Data Models ,"
CESifo Working Paper Series
CESifo Working Paper No. , CESifo Group Munich.
[Downloadable!] Hsiao, C. & Pesaran, M.H., 2004.
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Samuel Hanson & M. Hashem Pesaran & Til Schuermann, 2005.
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Center for Financial Institutions Working Papers
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Other versions:
Bangia, Anil & Diebold, Francis X. & Kronimus, Andre & Schagen, Christian & Schuermann, Til, 2002.
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Journal of Finance ,
American Finance Association, vol. 51(3), pages 987-1019, July.
[Downloadable!] (restricted)
Other versions: Stéphane Dées & Filippo di Mauro & M. Hashem Pesaran & L. Vanessa Smith, 2005.
"Exploring the international linkages of the euro area - a global VAR analysis ,"
Working Paper Series
568, European Central Bank.
[Downloadable!]
Other versions:
Stephane Dees & Filippo di Mauro & M. Hashem Pesaran & L. Vanessa Smith, 2004.
"Exploring the International Linkages of the Euro Area: A Global VAR Analysis ,"
IEPR Working Papers
04.6, Institute of Economic Policy Research (IEPR).
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"Exploring the International Linkages of the Euro Area: a Global VAR Analysis ,"
Cambridge Working Papers in Economics
0518, Faculty of Economics, University of Cambridge.
[Downloadable!] Stephane Dees & Filippo di Mauro & M. Hashem Pesaran & L. Vanessa Smith, 2006.
"Exploring the International Linkages of the Euro Area: a Global VAR Analysis ,"
Computing in Economics and Finance 2006
47, Society for Computational Economics.
[Downloadable!] Stephane Dees & Filippo di Mauro & M. Hashem Pesaran & L. Vanessa Smith, 2005.
"Exploring the International Linkages of the Euro Area: a Global VAR Analysis ,"
CESifo Working Paper Series
CESifo Working Paper No. , CESifo Group Munich.
[Downloadable!] Filippo di Mauro & L. Vanessa Smith & Stephane Dees & M. Hashem Pesaran, 2007.
"Exploring the international linkages of the euro area: a global VAR analysis ,"
Journal of Applied Econometrics ,
John Wiley & Sons, Ltd., vol. 22(1), pages 1-38.
[Downloadable!] Carey, Mark, 2002.
"A guide to choosing absolute bank capital requirements ,"
Journal of Banking & Finance ,
Elsevier, vol. 26(5), pages 929-951, May.
[Downloadable!] (restricted)
Lennox, Clive, 1999.
"Identifying failing companies: a re-evaluation of the logit, probit and DA approaches ,"
Journal of Economics and Business ,
Elsevier, vol. 51(4), pages 347-364, July.
[Downloadable!] (restricted)
M. Hashem Pesaran & Til Schuermann & Scott M. Weiner, 2002.
"Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model ,"
Center for Financial Institutions Working Papers
01-38, Wharton School Center for Financial Institutions, University of Pennsylvania.
[Downloadable!]
Other versions:
Pesaran, M.H. & Weiner, S.M., 2001.
"Modelling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model ,"
Cambridge Working Papers in Economics
0119, Faculty of Economics, University of Cambridge.
[Downloadable!] M. Hashem Pesaran & Til Schuermann & Scott M. Weiner, 2001.
"Modelling regional interdependencies using a global error-correcting macroeconometric model ,"
10th International Conference on Panel Data, Berlin, July 5-6, 2002
B4-1, International Conferences on Panel Data.
[Downloadable!] Pesaran M.H. & Schuermann T. & Weiner S.M., 2004.
"Modeling Regional Interdependencies Using a Global Error-Correcting Macroeconometric Model ,"
Journal of Business & Economic Statistics ,
American Statistical Association, vol. 22, pages 129-162, April.
[Downloadable!] (restricted) Michael B. Gordy, 2002.
"A risk-factor model foundation for ratings-based bank capital rules ,"
Finance and Economics Discussion Series
2002-55, Board of Governors of the Federal Reserve System (U.S.).
[Downloadable!]
Linda Allen & Anthony Saunders, 2004.
"Incorporating Systemic Influences Into Risk Measurements: A Survey of the Literature ,"
Journal of Financial Services Research ,
Springer, vol. 26(2), pages 161-191, October.
[Downloadable!] (restricted)
Black, Fischer & Cox, John C, 1976.
"Valuing Corporate Securities: Some Effects of Bond Indenture Provisions ,"
Journal of Finance ,
American Finance Association, vol. 31(2), pages 351-67, May.
[Downloadable!] (restricted)
Merton, Robert C, 1974.
"On the Pricing of Corporate Debt: The Risk Structure of Interest Rates ,"
Journal of Finance ,
American Finance Association, vol. 29(2), pages 449-70, May.
[Downloadable!] (restricted)
Other versions: Mella-Barral, Pierre & Perraudin, William, 1997.
" Strategic Debt Service ,"
Journal of Finance ,
American Finance Association, vol. 52(2), pages 531-56, June.
[Downloadable!] (restricted)
Gordy, Michael B., 2000.
"A comparative anatomy of credit risk models ,"
Journal of Banking & Finance ,
Elsevier, vol. 24(1-2), pages 119-149, January.
[Downloadable!] (restricted)
Shumway, Tyler, 2001.
"Forecasting Bankruptcy More Accurately: A Simple Hazard Model ,"
Journal of Business ,
University of Chicago Press, vol. 74(1), pages 101-24, January.
[Downloadable!] (restricted)
Gordy, Michael B., 2003.
"A risk-factor model foundation for ratings-based bank capital rules ,"
Journal of Financial Intermediation ,
Elsevier, vol. 12(3), pages 199-232, July.
[Downloadable!] (restricted)
George Kapetanios & M. Hashem Pesaran, 2005.
"Alternative Approaches to Estimation and Inference in Large Multifactor Panels: Small Sample Results with an Application to Modelling of Asset Returns ,"
CESifo Working Paper Series
CESifo Working Paper No. , CESifo Group Munich.
[Downloadable!]
Other versions:
George Kapetanios & M. Hashem Pesaran, 2005.
"Alternative Approaches to Estimation and Inference in Large Multifactor Panels: Small Sample Results with an Application to Modelling of Asset Returns ,"
Working Papers
536, Queen Mary, University of London, Department of Economics.
[Downloadable!] Kapetanios, G. & Pesaran, M.H., 2005.
"Alternative Approaches to Estimation and Inference in Large Multifactor Panels: Small Sample Results with an Application to Modelling of Asset Returns ,"
Cambridge Working Papers in Economics
0520, Faculty of Economics, University of Cambridge.
[Downloadable!] Swamy, P A V B, 1970.
"Efficient Inference in a Random Coefficient Regression Model ,"
Econometrica ,
Econometric Society, vol. 38(2), pages 311-23, March.
[Downloadable!] (restricted)
Full
references Cited by : (explanations , 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.)
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.
[Downloadable!]
Other versions: M. Hashem Pesaran & Ron P. Smith, 2006.
"Macroeconometric Modelling with a Global Perspective ,"
CESifo Working Paper Series
CESifo Working Paper No. , CESifo Group Munich.
[Downloadable!]
Other versions:
Pesaran, M.H. & Smith, R., 2006.
"Macroeconometric Modelling with a Global Perspective ,"
Cambridge Working Papers in Economics
0604, Faculty of Economics, University of Cambridge.
[Downloadable!] M. Hashem Pesaran & Ron Smith, 2006.
"Macroeconometric Modelling with a Global Perspective ,"
IEPR Working Papers
06.43, Institute of Economic Policy Research (IEPR).
[Downloadable!] M. Hashem Pesaran & Ron Smith, 2006.
"Macroeconometric Modelling With A Global Perspective ,"
Manchester School ,
University of Manchester, vol. 74(s1), pages 24-49, 09.
[Downloadable!] (restricted) Alexander Chudik & M. Hashem Pesaran, 2007.
"Infinite Dimensional VARs and Factor Models ,"
IZA Discussion Papers
3206, Institute for the Study of Labor (IZA).
[Downloadable!]
Other versions:
Alexander Chudik & M. Hashem Pesaran, 2007.
"Infinite Dimensional VARs and Factor Models ,"
CESifo Working Paper Series
CESifo Working Paper No. , CESifo Group Munich.
[Downloadable!] Chudik , A. & Pesaran, M.H., 2007.
"Infinite Dimensional VARs and Factor Models ,"
Cambridge Working Papers in Economics
0757, Faculty of Economics, University of Cambridge.
[Downloadable!] Alexander Chudik & M. Hashem Pesaran, 2009.
"Infinite-dimensional VARs and factor models ,"
Working Paper Series
998, European Central Bank.
[Downloadable!] Antonio Garcia Pascual & Renzo G. Avesani & Jing Li, 2006.
"A New Risk Indicator and Stress Testing Tool: A Multifactor Nth-to-Default CDS Basket ,"
IMF Working Papers
06/105, International Monetary Fund.
[Downloadable!]
Breuer, Thomas & Jandacka, Martin & Rheinberger, Klaus & Summer, Martin, 2008.
"Regulatory capital for market and credit risk interaction: is current regulation always conservative? ,"
Discussion Paper Series 2: Banking and Financial Studies
2008,14, Deutsche Bundesbank, Research Centre.
[Downloadable!]
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