Investment performance attribution of the U.S. small-size value mutual funds using Fama-French five-factor model

IF 0.4 Q4 ECONOMICS International Review Pub Date : 2022-01-01 DOI:10.5937/intrev2202021k
Boris Korenak, Nikola Stakić
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Abstract

The purpose of this study is to get an insight into the investment performance of the U.S. small-size value mutual funds. The Fama-French five-factor model was used to perform the regression of the portfolio returns composed out of the mutual funds with the chosen investment theme, as well as the regression at the individual level for 64 analyzed mutual funds, against the model's factors. The study covers the period from January 2010 until November 2021, using monthly returns. Our findings suggest that the factors from the original three-factor models are in line with the expectations and there is no presence of the potential style drift. In addition, the operating profit factor shows the expected causality relation. However, the exposure relating to the investing factor is slightly negative and may be surprising to a certain extent, having in mind the stated value style. Investment performance attribution of the portfolio explained the portfolio returns in the relation to the factors and found out that there is a statistically significant underperformance. Positive contributors to the investment performance are, in the presented order of the importance, market premium, as well as portfolio tilt towards stocks of the companies with the strong operating profit, small-capitalization, and aggressive investing policy. Lastly, value-style tilt led to negative performance contribution because the style was out of favor.
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基于Fama-French五因素模型的美国小型价值型共同基金投资绩效归因
本研究的目的在于了解美国小型价值型共同基金的投资绩效。采用Fama-French五因素模型对选定投资主题的共同基金组合收益进行回归,并对64只分析的共同基金进行个体水平的回归,对模型的因素进行回归。该研究的时间段为2010年1月至2021年11月,采用月度回报。我们的研究结果表明,原三因素模型的因素符合预期,不存在潜在的风格漂移。此外,营业利润因子表现出预期的因果关系。然而,与投资因素相关的风险敞口略为负,在一定程度上可能令人惊讶,考虑到既定的价值风格。投资组合的投资绩效归因解释了投资组合收益与各因素的关系,发现存在统计学上显著的表现不佳。正向影响投资业绩的因素依次为市场溢价,以及投资组合倾向于经营利润高、资本规模小、投资政策积极的公司股票。最后,由于风格不受欢迎,价值风格倾斜导致负性能贡献。
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