Research on the Impact of Covid-19 on the Chemistry Industry in US Stock Market based on the Fama-French Five-factor Model

Jiahui Niu, Mengxi Zhang, Jie Wang
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Abstract

The capital asset pricing model (CAPM) and the Fama-French model are of great significance to the study of all aspects of the capital market, which lays the foundation of modern finance. This paper analyzes both data before Covid-19 and after Covid-19, which are daily data with the same time length in the chemistry industry. It finds that Covid-19 makes a significant impact on the chemistry industry due to its negative influence on economics. The data were adopted from Kenneth R. French's database and fitted with the Fama-French five-factor model. After data processing, the T-value used for significant testing and five corresponding coefficients is obtained using multiple linear regression. The results indicated that Covid-19 causes an anomaly because the intercept is significant after the epidemic, a decrease of market sensitivity from changes of market factor, investors’ more attention to the companies that have a good ability to gain profitability by analyzing RMW, and better returns for the companies with high book-to-market ratios due to HML. Besides, SMB and CMA factors are redundant. In conclusion, the influence made by Covid-19 on the chemistry industry is significant, and the investors are recommended to pay attention to companies with robust profitability and high book-to-market.
基于Fama-French五因素模型的新冠肺炎疫情对美国股市化学行业影响研究
资本资产定价模型(CAPM)和Fama-French模型对于研究资本市场的各个方面都具有重要意义,奠定了现代金融的基础。本文分析了化学行业在新冠肺炎之前和之后的数据,这些数据都是相同时间长度的日常数据。研究发现,由于新冠肺炎对经济的负面影响,它对化学行业产生了重大影响。数据采用Kenneth R. French的数据库,并采用Fama-French五因素模型进行拟合。数据处理后,采用多元线性回归得到进行显著性检验的t值及五个对应系数。结果表明,新冠肺炎导致异常的原因是疫情后截距显著,市场对市场因素变化的敏感性降低,投资者更关注通过RMW分析盈利能力较好的公司,HML导致账面市值比高的公司回报更好。此外,SMB和CMA因素是冗余的。综上所述,新冠肺炎疫情对化工行业的影响是显著的,建议投资者关注盈利能力强劲、账面市值比高的公司。
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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