Yuxiao He, Duanwen Li, Yudi Wu, Zhaowei Lu, Lin Ju
{"title":"A Study on the Determinants of Stock Returns, in Comparison of the Fama-French Models","authors":"Yuxiao He, Duanwen Li, Yudi Wu, Zhaowei Lu, Lin Ju","doi":"10.1145/3514262.3514334","DOIUrl":null,"url":null,"abstract":"This paper mainly focuses on the determinants of stock returns. The proposed method to solve the problem is to use R Studio to build 3-factors and 5-factors Fama-French models. We chose 6 portfolios from Yahoo Finance and built 3-factors and 5-factors models for each of them. Through significance test (p-value, parameter coefficients, R2, adjusted R2, confidence intervals, etc) and multicollinearity checking, both the 3-factors model and 5-factors model work on these six portfolios. Based on our analysis of the models, the market excess return and value premium have larger impact on the 6 portfolios. Size premium also seems to have a great impact on these portfolios, except portfolio 6. The regression coefficient of portfolio 6 over size premium is small and failed the significance test. This may be because of portfolio 6 itself.","PeriodicalId":37324,"journal":{"name":"International Journal on E-Learning: Corporate, Government, Healthcare, and Higher Education","volume":"44 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal on E-Learning: Corporate, Government, Healthcare, and Higher Education","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3514262.3514334","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Social Sciences","Score":null,"Total":0}
引用次数: 1
Abstract
This paper mainly focuses on the determinants of stock returns. The proposed method to solve the problem is to use R Studio to build 3-factors and 5-factors Fama-French models. We chose 6 portfolios from Yahoo Finance and built 3-factors and 5-factors models for each of them. Through significance test (p-value, parameter coefficients, R2, adjusted R2, confidence intervals, etc) and multicollinearity checking, both the 3-factors model and 5-factors model work on these six portfolios. Based on our analysis of the models, the market excess return and value premium have larger impact on the 6 portfolios. Size premium also seems to have a great impact on these portfolios, except portfolio 6. The regression coefficient of portfolio 6 over size premium is small and failed the significance test. This may be because of portfolio 6 itself.