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Return Predictability: A Multi-resolution Analysis

机译:收益可预测性:多分辨率分析

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We propose a general multi-resolution analysis approach to the return predictability problem. Starting with the finding that predictive power varies across timescales of a predicting variable, we identify those components in dividend price ratio that have significant predictive power and show if other components are removed, this 'filtered' dividend price ratio can produce remarkable evidence for its predictive power for stock returns over our sample period 1953-2000. Surprisingly, significant (in sample and out of sample) predictive power is also found over 1990-2000 subperiod, again, if one appropriately filters this predictor. Thus, our result suggests, contrary to existing evidence of no predictive power after 1990 from dividend price ratio, the opposite may be true. Another insightful finding of our empirical analysis is that at certain time-scale level the relation between dividend price ratio and stock return can be negative. This finding is interestingly related to Menzly et al. (2004) and assigns a new interpretation to their observation. Overall, we provide an alternative way to think about return predictability which could potentially allow us to exploit more important information from predicting variables. While the paper focuses on SP500 index, a full set of analysis is also applied to CRSP-EW data.
机译:我们针对收益可预测性问题提出了一种通用的多分辨率分析方法。从发现预测能力随预测变量的时间尺度变化开始,我们确定了股息价格比率中具有显着预测能力的那些成分,并显示是否去除了其他成分,这种“过滤后的”股息价格比率可以为其预测提供显着证据我们在1953-2000年抽样期内的股票回报能力。出人意料的是,如果适当地过滤了此预测变量,那么在1990-2000年子期间内,也将发现显着的预测能力(样本内和样本外)。因此,我们的结果表明,与现有的证据表明,1990年以后股息价格比率没有预测能力的证据相反,情况可能相反。我们的经验分析的另一个有见地的发现是,在某些时间尺度上,股息价格比率与股票收益之间的关系可能为负。有趣的是,这一发现与Menzly等人有关。 (2004年),并给他们的观察一个新的解释。总体而言,我们提供了一种考虑收益可预测性的替代方法,这可能使我们可以利用预测变量中的重要信息。尽管本文着重于SP500指数,但也对CRSP-EW数据进行了全套分析。

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