Dynamic Trading Strategies of Equity Hedge Funds: Empirical Evidence on How They Adapt to Market Conditions

A. Muller, M. Lambert, H. Babaei
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Abstract

Hedge funds shift investment strategies in response to changing market conditions. We adjust hedge fund returns for their risks in an estimation that accounts for regime-switching effects. Index factors are used to capture the returns from buy-and-hold strategies followed by hedge fund. Besides, in order to capture the nonlinear dependence of hedge fund returns on these market indexes, we construct investable higher-moment factors and option-like strategies. Because our trading factors are mostly based on the equity markets, we focus on the equity-oriented hedge funds from the Hedge Fund Research database. Especially, we test whether these factors can explain the time series behavior of returns of a market neutral, short selling and long/short equity hedge funds. Average exposure sensitivities for systematic skewness are statistically significant for all funds. Equity hedge funds are moreover shown to follow a conservative investment strategy as they reduce their (linear or nonlinear) exposures in down-market regime relative to tranquil- or up-market regimes.
股票对冲基金的动态交易策略:它们如何适应市场条件的经验证据
对冲基金根据不断变化的市场情况调整投资策略。我们根据对冲基金的风险对其回报率进行了调整,并考虑了制度转换效应。指数因子用于捕捉对冲基金遵循的买入并持有策略的回报。此外,为了捕捉对冲基金收益对这些市场指数的非线性依赖关系,我们构造了可投资的高矩因子和类期权策略。因为我们的交易因素主要基于股票市场,所以我们主要关注对冲基金研究数据库中的股票型对冲基金。特别是,我们检验了这些因素是否可以解释市场中性、卖空和多/空股票对冲基金收益的时间序列行为。所有基金对系统偏度的平均敞口敏感性在统计上都是显著的。此外,股票对冲基金也被证明遵循保守的投资策略,因为相对于平静或高端市场,它们在低端市场制度下减少了(线性或非线性)风险敞口。
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