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How information technologies shape investor sentiment: A web-based investor sentiment index

机译:信息技术如何影响投资者情绪:基于网络的投资者情绪指数

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This paper proposes a new investor sentiment indicator that combines the use of principal component analysis with web searches. This proposal provides economic meaning to the underlying variables, a sound factor structure, and reduces the noise regarding to web searches, when compared to standard search-based sentiment indicators. In fact, our indicator not only confirms the relevance of sentiment for future assets performance and provides greater predictive capacities than standard formulations, but also generates new insights in terms of globalization of investor sentiment and the role that information flows and technology play on that process. Moreover, it challenges some general beliefs present in the literature of sentiment such as the prevalence of a local bias, the greater impact of sentiment in developed markets or the fact that institutional investors are not sensitive to sentiment. Finally, an investment strategy is implemented showing how a sentiment-based investment rule generates above-market returns.
机译:本文提出了一种新的投资者情绪指标,该指标结合了主成分分析和网络搜索的使用。与基于标准搜索的情感指标相比,该提议为基本变量提供了经济意义,并且是一种声音因子结构,并减少了与Web搜索有关的噪音。实际上,我们的指标不仅证实了情绪与未来资产表现的相关性,并且比标准公式具有更大的预测能力,而且就投资者情绪的全球化以及信息流和技术在此过程中的作用提供了新的见解。而且,它挑战了情感文献中存在的一些普遍观念,例如局部偏见的普遍性,情感在发达市场中的更大影响或机构投资者对情感不敏感的事实。最后,实施一项投资策略,以显示基于情感的投资规则如何产生高于市场的回报。

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