Whether and when did bitcoin sentiment matter for investors? Before and during the COVID-19 pandemic

IF 6.9 1区 经济学 Q1 BUSINESS, FINANCE
Ahmet Faruk Aysan, Erhan Muğaloğlu, Ali Yavuz Polat, Hasan Tekin
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引用次数: 0

Abstract

Using a wavelet coherence approach, this study investigates the relationship between Bitcoin return and Bitcoin-specific sentiment from January 1, 2016 to June 30, 2021, covering the COVID-19 pandemic period. The results reveal that before the pandemic, sentiment positively drove prices, especially for relatively higher frequencies (2–18 weeks). During the pandemic, the relationship was still positive, but interestingly, the lead-lag relationship disappeared. Employing partial wavelet tools, we factor out the number of COVID-19 cases and deaths and the Equity Market Volatility Infectious Disease Tracker index to observe the direct relationship between a change in sentiment and return. Our results robustly reveal that, before the pandemic, sentiment had a positive effect on return. Although positive coherence still existed during the pandemic, the lead-lag relationship disappeared again. Thus, the causal relationship that states that sentiment leads to return can only be integrated into short-term trading strategies (up to six weeks frequency).
比特币情绪对投资者是否重要?COVID-19 大流行之前和期间
本研究采用小波相干性方法,研究了 2016 年 1 月 1 日至 2021 年 6 月 30 日期间比特币回报率与比特币特定情绪之间的关系,涵盖了 COVID-19 大流行期间。结果显示,在大流行之前,情绪对价格有正向推动作用,尤其是在相对较高的频率(2-18 周)。在大流行期间,这种关系仍然是正向的,但有趣的是,领先-滞后关系消失了。我们利用部分小波工具,剔除 COVID-19 病例和死亡人数以及股票市场波动传染病追踪指数,观察情绪变化与回报率之间的直接关系。我们的结果有力地表明,在大流行之前,情绪对回报率有积极影响。尽管在大流行病期间仍存在正向一致性,但领先-滞后关系再次消失。因此,情绪导致收益的因果关系只能被纳入短期交易策略(最多六周的频率)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Financial Innovation
Financial Innovation Economics, Econometrics and Finance-Finance
CiteScore
11.40
自引率
11.90%
发文量
95
审稿时长
5 weeks
期刊介绍: Financial Innovation (FIN), a Springer OA journal sponsored by Southwestern University of Finance and Economics, serves as a global academic platform for sharing research findings in all aspects of financial innovation during the electronic business era. It facilitates interactions among researchers, policymakers, and practitioners, focusing on new financial instruments, technologies, markets, and institutions. Emphasizing emerging financial products enabled by disruptive technologies, FIN publishes high-quality academic and practical papers. The journal is peer-reviewed, indexed in SSCI, Scopus, Google Scholar, CNKI, CQVIP, and more.
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