The Impact of Psychological Factors on the Asymmetry of Stock Market Volatility in China—An Empirical Study Based on EGARCH Model

Tao Yang, Yanan Su
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Abstract

The asymmetry of stock market volatility has existed for a long time. Most of the early scholars’ research on this phenomenon is based on the assumption of efficient market. In recent years, with the development and deepening of behavioral finance theory, psychological factors have been added to the research process as an important variable to better explain the asymmetry of stock market volatility. Therefore, on the basis of this analysis, this paper uses the basic theories of overconfidence, disposal effect, herding effect and framing effect of behavioral finance to analyze the impact of different psychological conditions on stock market volatility. This paper collects all the closing price data of the Shanghai and Shenzhen 300 index, and processes the logarithmic rate of return, then introduces the proxy variable turnover rate of psychological factors into the mean equation of EGARCH model, establishes a modified EGARCH model, and obtains the empirical results that psychological factors do have an impact on the asymmetry of volatility in China’s stock market. It is concluded that: first, there is asymmetry of volatility in China’s stock market, Investors will respond significantly more to bad news than to good news. Second, when investors are hit by bad news, their expectations for the future become worse, which will increase the turnover rate and finally obtain a lower yield; When investors are hit by good news, their expectations for the future become better, which will reduce the turnover rate and finally obtain a higher yield. Finally, according to these two conclusions, positive and feasible suggestions are given.
心理因素对中国股市波动不对称性的影响——基于EGARCH模型的实证研究
股票市场波动的不对称性长期存在。早期学者对这一现象的研究大多建立在有效市场假设的基础上。近年来,随着行为金融理论的发展和深入,心理因素作为一个重要变量被加入到研究过程中,以更好地解释股票市场波动的不对称性。因此,本文在此分析的基础上,运用行为金融学的过度自信、处置效应、羊群效应、框架效应等基本理论,分析不同心理状态对股市波动的影响。本文收集了沪深300指数的全部收盘价格数据,对收益率进行对数处理,然后将心理因素的代理变量换手率引入EGARCH模型的均值方程,建立了修正的EGARCH模型,得到了心理因素对中国股市波动不对称性确有影响的实证结果。研究发现:第一,中国股市波动性存在不对称性,投资者对坏消息的反应明显大于对好消息的反应。其次,当投资者受到坏消息的打击时,他们对未来的预期变得更差,这将增加换手率,最终获得更低的收益率;当投资者受到好消息的打击时,他们对未来的预期变得更好,这将降低换手率,最终获得更高的收益。最后,根据这两个结论,提出了积极可行的建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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