Systemic risk measurement: Multivariate GARCH estimation of CoVaR

被引:448
作者
Girardi, Giulio [1 ]
Erguen, A. Tolga [2 ]
机构
[1] US Secur & Exchange Commiss, Div Risk Strategy & Financial Innovat, Washington, DC USA
[2] State St Corp, Boston, MA USA
关键词
Value-at-Risk; Conditional Value-at-Risk; Systemic Risk; DCC model; CONDITIONAL DENSITY; MODELS;
D O I
10.1016/j.jbankfin.2013.02.027
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
We modify Adrian and Brunnermeier's (2011) CoVaR, the VaR of the financial system conditional on an institution being in financial distress. We change the definition of financial distress from an institution being exactly at its VaR to being at most at its VaR. This change allows us to consider more severe distress events, to backtest CoVaR, and to improve its consistency (monotonicity) with respect to the dependence parameter. We define the systemic risk contribution of an institution as the change from its CoVaR in its benchmark state (defined as a one-standard deviation event) to its CoVaR under financial distress. We estimate the systemic risk contributions of four financial industry groups consisting of a large number of institutions for the sample period June 2000 to February 2008 and the 12 months prior to the beginning of the crisis. We also investigate the link between institutions' contributions to systemic risk and their characteristics. Published by Elsevier B.V.
引用
收藏
页码:3169 / 3180
页数:12
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