Macro, Industry and Frailty Effects in Defaults: The 2008 Credit Crisis in Perspective

Siem Jan Koopman, Andre Lucas and Bernd Schwaab

No 10-004/2, Tinbergen Institute Discussion Papers from Tinbergen Institute

Abstract: We determine the magnitude and nature of systematic default risk using 1971{2009) default data from Moody's. We disentangle systematic risk factors due to business cycle effects, common default dynamics (frailty), and industry-specific dynamics (including contagion). To quantify the contribution of each of these factors to default rate volatility we introduce a new and flexible model class for factor structures on non-Gaussian (defaults) and Gaussian (macro factors) data simultaneously. We find that all three types of risk factors (macro, frailty, industry/contagion) are important for default risk. The systematic risk factors account for roughly one third of observed default risk variation. Half of this is captured by macro and financial market factors. The remainder is captured by frailty and industry effects (in roughly equal proportions). The frailty components are particularly relevant in times of stress. Models based only on macro variables may both under-estimate and over-estimate default activity during such times. This indicates that frailty factors do not simply capture missed non-linear responses of defaults to business cycle dynamics. We also find significant differences in the impact of crises on defaults at the sectoral level, implying frailty as well as contagion may play a role in systematic default clustering. Finally, we show that the contribution of frailty and industry factors on top of macro factors is economicallysignificant for assessing portfolio risk.

Keywords: systematic default risk; credit portfolio models; mixed-measurement dynamic factor model; frailty-correlated defaults; state space methods; dynamic credit risk management (search for similar items in EconPapers)
JEL-codes: C33 G21 (search for similar items in EconPapers)
Date: 2010-01-28, Revised 2010-08-24
References: View references in EconPapers View complete reference list from CitEc
Citations: View citations in EconPapers (5)

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