Study on the Relationship between Mixed Tail Risk and Expected Stock Returns

Wenrui Zhao, Chengyi Pu
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Abstract

The relationship between risk and asset returns is an important basis for investment decision.The mystery of "idiosyncratic volatility" shows that this relationship is still unclear.How to measure the correlation of risk and returns accurately has always been a popular investment spot. Traditional research of tail risk from one-dimensional and multi-dimensional perspective is relatively rich, using conditional heteroscedasticity model or extreme value theory to measure the basic risk indicators such as Value at Risk(VaR) and Expected Shortfall(ES),or estimating the common tail risk factor based on cross-sectional data of stocks.Existing research does not consider the same direction changes between asset and market returns,which is more pronounced during market crashes.In this paper, we examine the impact of mixed tail risk on the expected stock returns from multi-dimensional perspective based on coupla method.We find that: (1) The coefficient of lower tail dependence(LTD) can capture market crashes,we can use LTD as an warning indicator for market crashes. Stocks traded on Shenzhen Main Board with strong LTD have higher future returns than that with weaker LTD, but this conclusion does not apply to the stocks traded on Small and Mid Enterprise board(SME board) and Growth Enterprise market(GEM). (2) In the period of financial crisis, the positive impact of stock mixed tail risk on stock expected return will be significantly enhanced.High circulation market capitalization and high turnover rate can reduce this impact. (3) Non-tradable Share Reform increases the liquidity of stocks,reducing the risk premium of mixed tail risk.
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混合尾部风险与股票预期收益关系研究
风险与资产收益的关系是投资决策的重要依据。“特殊波动”之谜表明,这种关系仍不清楚。如何准确地衡量风险与收益的相关性一直是投资领域的热点问题。传统的尾部风险研究从一维和多维角度比较丰富,利用条件异方差模型或极值理论测度风险值(VaR)、预期缺口(ES)等基本风险指标,或基于股票的横截面数据估计常见尾部风险因子。现有的研究没有考虑到资产和市场回报之间相同的方向变化,这在市场崩溃时更为明显。本文基于偶联方法,从多维角度研究了混合尾部风险对股票预期收益的影响。我们发现:(1)下尾依赖系数(LTD)可以捕捉市场崩溃,我们可以使用LTD作为市场崩溃的预警指标。在深圳主板交易的股票中,LTD强的股票未来收益高于LTD弱的股票,但这一结论并不适用于中小企业板(SME板)和创业板(GEM)的股票。(2)在金融危机时期,股票混合尾部风险对股票预期收益的正向影响将显著增强。高流通市值和高换手率可以减少这种影响。(3)股权分置增加了股票的流动性,降低了混合尾部风险的风险溢价。
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