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Failure of Asset Pricing Models: Transaction Cost, Irrationality, or Missing Factors

机译:资产定价模型的失败:交易成本,不合理性或缺失因素

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The reason for the failure of asset pricing models can be divided into several: Transaction costs, investors’ irrationality, or missing risk factors. The objective of this paper is to find which of these candidates is the most important reason for the failure. To accomplish this object, we investigate the relation between explanatory power of various asset pricing models and variables related to the failure of asset pricing models. First, we find that both transaction costs and investors’ irrationality have statistically significant relation with the difference of realized return from expected return reported by the CAPM even after size and book-to-market are included in the Fama-Macbeth regression. Second, we implement the same testing procedure of the CAPM to the Fama and French three factor model and the Carhart four factor model. The results of regressions are all similar to the CAPM’s. If a missing risk factor is the main reason for the failure of the CAPM, and the three factor model at least improves the CAPM, we should observe a different pattern of regression coefficients. However, all Wald statistics cannot reject the null hypothesis that the regression coefficients of asset pricing models are the same. Therefore, we argue that poor performance of the asset pricing models is resulted from both transaction costs and investors’ irrationality, rather than missing factors.
机译:资产定价模型失败的原因可以分为以下几类:交易成本,投资者的不理性或缺乏风险因素。本文的目的是找出其中哪些候选人是导致失败的最重要原因。为了达到这个目的,我们研究了各种资产定价模型的解释能力和与资产定价模型的失败相关的变量之间的关系。首先,我们发现,即使在Fama-Macbeth回归中包括了规模和按市值计价后,交易成本和投资者的非理性都与CAPM报告的实际收益与预期收益的差异具有统计学意义。其次,我们对Fama和French三因素模型和Carhart四因素模型实施相同的CAPM测试程序。回归的结果都与CAPM相似。如果缺少风险因素是导致CAPM失败的主要原因,并且三因素模型至少可以改善CAPM,则应该观察到不同的回归系数模式。但是,所有Wald统计信息都不能拒绝资产定价模型的回归系数相同的零假设。因此,我们认为资产定价模型的不良表现是由交易成本和投资者的不理性造成的,而不是由缺失的因素造成的。

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