Bootstrap rolling-window Granger causality dynamics between momentum and sentiment: implications for investors

IF 0.8 Q4 BUSINESS, FINANCE Annals of Finance Pub Date : 2021-10-26 DOI:10.1007/s10436-021-00399-z
Mohamed Sahbi Nakhli, Abderrazak Dhaoui, Julien Chevallier
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引用次数: 6

Abstract

This paper seeks to examine the unidirectional versus bidirectional Granger causality between investors’ sentiment and momentum strategies. It is based on the full sample Granger causality test and the recent rolling-window bootstrap approach. We also applied a probit model to the extent to which the probability that investors’ sentiment and momentum strategies influence each other. Our results suggest bidirectional Granger causality between investor sentiment and momentum strategy with unstable causality dynamics over time. We find that ADS and VIX positively affect the likelihood that investor sentiment Granger causes momentum strategy and negatively impact the probability that momentum strategy Granger causes investor sentiment. Gold harms the likelihood that investors’ sentiment and momentum strategies affect each other. The research design is unique to combine bootstrap rolling-window Granger causality tests between Sentiment and Momentum to assess investors’ implications in terms of confidence, uncertainty, aggressiveness, or optimism versus Pessimism.

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Bootstrap滚动窗口动量和情绪之间的Granger因果关系动态:对投资者的启示
本文试图检验投资者情绪和动量策略之间的单向和双向格兰杰因果关系。它基于全样本Granger因果关系检验和最近的滚动窗口引导方法。我们还将probit模型应用于投资者情绪和动量策略相互影响的概率。我们的结果表明,随着时间的推移,投资者情绪和动量策略之间存在双向格兰杰因果关系,因果关系动态不稳定。我们发现,ADS和VIX对投资者情绪Granger导致动量策略的可能性产生正向影响,而对动量策略Granger导致投资者情绪的可能性产生负向影响。黄金损害了投资者情绪和动量策略相互影响的可能性。该研究设计独特,将情绪和动量之间的自举滚动窗口Granger因果关系测试相结合,以评估投资者在信心、不确定性、攻击性或乐观与悲观方面的影响。
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来源期刊
Annals of Finance
Annals of Finance BUSINESS, FINANCE-
CiteScore
2.00
自引率
10.00%
发文量
15
期刊介绍: Annals of Finance provides an outlet for original research in all areas of finance and its applications to other disciplines having a clear and substantive link to the general theme of finance. In particular, innovative research papers of moderate length of the highest quality in all scientific areas that are motivated by the analysis of financial problems will be considered. Annals of Finance''s scope encompasses - but is not limited to - the following areas: accounting and finance, asset pricing, banking and finance, capital markets and finance, computational finance, corporate finance, derivatives, dynamical and chaotic systems in finance, economics and finance, empirical finance, experimental finance, finance and the theory of the firm, financial econometrics, financial institutions, mathematical finance, money and finance, portfolio analysis, regulation, stochastic analysis and finance, stock market analysis, systemic risk and financial stability. Annals of Finance also publishes special issues on any topic in finance and its applications of current interest. A small section, entitled finance notes, will be devoted solely to publishing short articles – up to ten pages in length, of substantial interest in finance. Officially cited as: Ann Finance
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