Covid-19's Impact on the U.S. Stock Market based on Fama-Frech Multi-factors Model
DOI:
https://doi.org/10.54691/bcpbm.v25i.1847Keywords:
Covid-19, Fama-French Five-Factor Model, U.S. Stock marketAbstract
Since COVID-19 outbreak in 2019 has hugely impacted the global economy, influencing the U.S. stock market. Many industries went through the shutdown, heavy loss, and bankruptcy. During this challenging period, investors suffered from tremendous stresses of financial risk and sought to use the capital asset pricing model to evaluate different stock portfolios. This article is designed to help them find an effective investment method to gain more return in the U.S. stock market. The daily 49 Industry Portfolios datasets used in this research are from Kenneth R. French Data Library and were selected the date from 2000, January 1st to 2021, December 31st, and equally divided into three periods, before the COVID-19 period, during the COVID-19 period, and after the first Pfizer vaccine authorized. Based on the CAPM model, the Fama-French Five-Factor model can better explain the excess return in the U.S. stock market. This article uses the method of multiple linear regression to process the dataset and adopt the Fama-French Five-Factor model to analyze the change in significance and coefficient of five factors. By analyzing the number of anomalies in 49 industries, the result shows that anomalies decreased from 26 to 6 industries, indicating that the Fama-French Five-Factor model has a good explanation for excess return. As for the coefficient change of five factors, the coefficient of market portfolio return (MKT) is close to 1, which means the power of explanation becomes stronger. The coefficient of Small Minus Big Size (SMB) slightly changed but is larger than 0, indicating small-cap firms have better performance than large-cap ones. High Minus Low B/M (HML), Robust Minus Weak Operating Profitability (RMW), and Conservative Minus Aggressive investment (CMA)becomes an insignificant factor. Therefore, the factors HML, RMW, and CMA would not be appropriate to consider as practical investment methods for investors.
Downloads
References
Mazur, M., Dang, M., & Vega, M. (2020, July 9). Covid-19 and the March 2020 Stock Market Crash. evidence from S&P1500. Finance Research Letters. Retrieved July 15, 2022, from https://www.sciencedirect.com/science/article/pii/S1544612320306668.
Liu, S. (2020). Analysis of COVID-19 on service industry based on Fama and French five-factor model. 2020 Management Science Informatization and Economic Innovation Development Conference (MSIEID). https://doi.org/10.1109/msieid52046.2020.00035.
Bartik, A. W., Bertrand, M., Cullen, Z., Glaeser, E. L., Luca, M., & Stanton, C. (2020, July 28). The impact of covid-19 on small business outcomes and expectations. Proceedings of the National Academy of Sciences of the United States of America. Retrieved July 15, 2022, from https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7395529/.
Xia, Y., & Hu, W. (2020). Impact of COVID-19 attention on pharmaceutical stock prices based on internet search data. Advances in Intelligent Systems and Computing, 1213–1220. https://doi.org/10.1007/978-981-33-4572-0_174.
Hou1, D., & Chen2, Z. (2021, April 1). IOPscience. Journal of Physics: Conference Series. Retrieved July 15, 2022, from https://iopscience.iop.org/article/10.1088/1742-6596/1865/4/042104.
Baek, S., Mohanty, S. K., & Glambosky, M. (2020). Covid-19 and stock market volatility: An industry-level analysis. Finance Research Letters, 37, 101748. https://doi.org/10.1016/j.frl.2020.101748.
Zhang, S. (2022). Research on the Application of Fama-French Five-Factor Model in American Stock Market Before and During the COVID-19 Pandemic. In Proceedings of the 5th International Conference on Economic Management and green development (pp. 358–367). essay, Springer.
Fama, E., French, K., 1993. Common risk factors in the returns on stocks and bonds. Journal of Financial Economics 33, 3–56.
Novy-Marx, R., 2013. The other side of value: The gross profitability premium. Journal of Financial Economics 108, 1–28.
Titman, S., Wei, K., Xie, F., 2004. Capital investments and stock returns. stock returns. Journal of Financial Economics 105, 457–472. Journal of Financial and Quantitative Analysis 39, 677–700.
Fama, E., 1996. Multifactor portfolio efficiency and multifactor asset pricing. Journal of Financial and Quantitative Analysis 31, 441–465.
Fama, E. F., & French, K. R. (2015, April). A five- factor asset pricing model. ScienceDirect. https://www.sciencedirect.com/science/article/abs/ pii/S0304405X14002323.
Kenneth R. French - description of Fama/French factors. (n.d.). Retrieved July 15, 2022, from https://mba.tuck.dartmouth.edu/pages/faculty/ken.french/data_library/f-f_5_factors_2x3.html#:~: text=Construction%3A, formed%20on%20size%20and%20investment.
Commissioner, O. of the. (n.d.). FDA approves first COVID-19 vaccine. U.S. Food and Drug Administration. Retrieved July 15, 2022, from https://www.fda.gov/news-events/press-announcements/fda-approves-first-covid-19-vaccine#:~:text=Since%20Dec.%2011%2C%202020%2C, age%20on%20May%2010%2C%202021.
Cao, Y., Ouyang, B., Xi, M., & Yu, R. (2021, December 15). Analysis of U.S. consumption-related industry based on Fama-French model under covid-19. Analysis of U.S. Consumption-related Industry Based on Fama-French Model Under COVID-19 | Atlantis Press. Retrieved July 15, 2022, from https://www.atlantis-press.com/proceedings/icemci-21/125965896.
Hou, K. (2021). The impact of Fama-French five-factor model on Retail Industry During the Outbreak of COVID-19 -clausiuspress.com. Retrieved July 16, 2022, from https: // clausiuspress.com / conferences / LNEMSS/GEFHR%202021/Y0246.pdf.






