The response of hedge fund higher moment risk to macroeconomic and illiquidity shocks

被引:6
|
作者
Racicot, Francois-Eric [1 ]
Theoret, Raymond [2 ,3 ]
Gregoriou, Greg N. [4 ]
机构
[1] Univ Ottawa, Telfer Sch Management, 55 Laurier Ave East, Ottawa, ON K1N 6N5, Canada
[2] Univ Quebec Montreal UQAM, Ecole Sci Gest, 315 Ste Catherine Est,R-2915, Montreal, PQ H2X 3X2, Canada
[3] ESG UQAM, Chaire Informat Financiere & Org, Montreal, PQ H2X 3X2, Canada
[4] SUNY Coll Plattsburgh, Plattsburgh, NY USA
关键词
Co-skewness; Co-kurtosis; Hedge funds; Business cycle; Diversification; Robust IV-GMM; VAR; CONDITIONAL HETEROSKEDASTICITY; MARKET LIQUIDITY; CROSS-SECTION; MUTUAL FUNDS; HIGHER-ORDER; RETURNS; PERFORMANCE; ESTIMATORS; STRATEGIES; PREFERENCE;
D O I
10.1016/j.iref.2020.12.004
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Risk related to return higher moments is usually perceived as substantial in the hedge fund industry. In this article, we relate the return co-skewness and co-kurtosis of hedge fund strategies to macroeconomic and financial shocks. We find that hedge funds' return higher moments are quite sensitive to these shocks, and especially during the subprime crisis. Our robust IV-GMM estimation procedure reveals that output shocks are more important for explaining the co-kurtosis of most hedge fund strategies than shocks related to jumps in the VIX, while we find the opposite for co-skewness. This suggests that hedge funds better monitor their co-kurtosis. Our VAR experiments show that the bulk of the reaction of higher moment risk to shocks occurs during recessions. Furthermore, some directional strategies-like short sellers and futures-successfully track shocks and deliver higher returns during periods of crisis, benefiting from market volatility analogously to lookback straddles. Our results also suggest that illiquidity factors are subject to endogeneity and may be viewed as indicators of return smoothing, especially during crises. Robustness checks show that the practice of return smoothing may lead to a serious underestimation of hedge fund higher moment systematic risk, and particularly fat-tail risk.
引用
收藏
页码:289 / 318
页数:30
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