基于因子动量的四因子模型

IF 4.8 2区 经济学 Q1 BUSINESS, FINANCE Pacific-Basin Finance Journal Pub Date : 2024-08-26 DOI:10.1016/j.pacfin.2024.102511
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引用次数: 0

摘要

通过关注中国的动量效应,我们引入了以因子动量为基础的新型四因子模型。我们通过逐步探讨三个关键问题来解决这一问题。首先,我们发现了显著的动量溢价。与美国的动量形成期为 2-12 个月不同,中国的动量形成期为 7-12 个月。此外,在各种动量因子中,因子动量最为显著,能有效解释股票动量、行业动量和区域动量,反之则不然。其次,我们发现中国的因子动量与非动量因子之间存在明显的正交性,这意味着因子动量很难被非因子动量解释,反之亦然。第三,利用这种正交性,我们建立了一个四因子模型。在 MKT 和 SMB 因子的基础上,该模型增加了错误定价因子和动量因子。GRS 测试表明,该模型优于传统的 Fama-French 三因子模型、Carhart 四因子模型、Q-4 因子模型以及 Liu 等人(2019)提出的三因子模型。
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A four-factor model based on factor momentum

By focusing on the momentum effect in China, we introduce a novel four-factor model grounded by factor momentum. We address this by progressively exploring three key questions. Firstly, we identify a significant momentum premium. In contrast to the US, where momentum forms over a period of 2–12 months, the formation period for momentum in China spans 7–12 months. Moreover, among various momentum factors, factor momentum stands out as the most significant, effectively explaining stock momentum, industry momentum, and regional momentum, whereas the reverse is not true. Secondly, we find that there exists a notable orthogonality between factor momentum and non-momentum factors in China, implying that factor momentum can hardly be explained by non-factor momentum, and vice versa. Thirdly, leveraging this orthogonality, we establish a four-factor model. Expanding upon the MKT and SMB factors, the model additionally includes a mispricing factor and a momentum factor. GRS tests demonstrate that this model outperforms traditional Fama-French three-factor model, Carhart four-factor model, Q-4 factor model, and the three-factor model proposed by Liu et al. (2019).

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来源期刊
Pacific-Basin Finance Journal
Pacific-Basin Finance Journal BUSINESS, FINANCE-
CiteScore
6.80
自引率
6.50%
发文量
157
期刊介绍: The Pacific-Basin Finance Journal is aimed at providing a specialized forum for the publication of academic research on capital markets of the Asia-Pacific countries. Primary emphasis will be placed on the highest quality empirical and theoretical research in the following areas: • Market Micro-structure; • Investment and Portfolio Management; • Theories of Market Equilibrium; • Valuation of Financial and Real Assets; • Behavior of Asset Prices in Financial Sectors; • Normative Theory of Financial Management; • Capital Markets of Development; • Market Mechanisms.
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