Investor sentiment and stock volatility: New evidence

被引:48
|
作者
Gong, Xue [1 ]
Zhang, Weiguo [1 ,2 ]
Wang, Junbo [3 ]
Wang, Chao [1 ]
机构
[1] South China Univ Technol, Sch Business Adm, Guangzhou, Peoples R China
[2] Financial Serv Innovat & Risk Management Res Base, Guangzhou, Peoples R China
[3] City Univ Hong Kong, Dept Econ & Finance, Kowloon, Hong Kong, Peoples R China
关键词
Investor sentiment; Leverage effect; Realized volatility prediction; Partial least squares; MARKET VOLATILITY; RETURNS; MODEL; HETEROSKEDASTICITY; PERFORMANCE; PREMIUM; RISK;
D O I
10.1016/j.irfa.2022.102028
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
This study investigates the predictability of sentiment measure on stock realized volatility. We propose a new investor sentiment index (NISI) based on the partial least squares method. This sentiment index outperforms many existing sentiment indicators in three aspects. First, in-sample result shows that the NISI has greater predictive power relative to the others. Most sentiment indicators show predictability in the non crisis period only while the NISI is also effective in the crisis period. Furthermore, the NISI exhibits more prominent superiority in longer horizons forecasting. Second, further analysis indicates that the NISI has robust predictability before and after the Chinese stock market turbulence periods while the others not. Importantly, the NISI is still effective significantly after considering leverage effect while most of the others not. Finally, out-of-sample analysis demonstrates that the NISI is more powerful than other sentiment measures. This result is reproducible in different robustness checks.
引用
收藏
页数:17
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