探索加密货币的日历异常和波动动态:COVID-19 大流行之前和期间的周日效应比较分析

Q4 Business, Management and Accounting Journal of Risk and Financial Management Pub Date : 2024-08-12 DOI:10.3390/jrfm17080351
Sonal Sahu, Alejandro Fonseca Ramírez, Jong-Min Kim
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引用次数: 0

摘要

本研究调查了日历异常及其对加密货币市场回报和波动模式的影响,重点关注 COVID-19 大流行之前和期间的周日效应。利用 GARCH 系列的高级统计模型,我们分析了 Binance USD、比特币、Binance Coin、Cardano、Dogecoin、以太坊、Solana、Tether、USD Coin 和 Ripple 的回报率。我们的研究结果揭示了波动动态的重大变化和周日对回报的影响,对市场效率的概念提出了挑战。值得注意的是,比特币和 Solana 在大流行病期间开始表现出周日效应,而 Cardano 和 Dogecoin 则没有。在大流行病期间,Binance USD、以太坊、Tether、美元币和瑞波币有多日表现出显著的周日效应。值得注意的是,在 COVID-19 期间,周日通常出现正收益,而周一则明显转为负收益。这些模式表明,尽管市场持续运行且日益成熟,但可利用的异常现象依然存在。波动率长期记忆的存在凸显了稳健交易策略的必要性。我们的研究为投资者、交易者、监管者和政策制定者提供了宝贵的见解,有助于在不断发展的加密货币市场中制定有效的交易策略、风险管理实践和监管政策。
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Exploring Calendar Anomalies and Volatility Dynamics in Cryptocurrencies: A Comparative Analysis of Day-of-the-Week Effects before and during the COVID-19 Pandemic
This study investigates calendar anomalies and their impact on returns and volatility patterns in the cryptocurrency market, focusing on day-of-the-week effects before and during the COVID-19 pandemic. Using advanced statistical models from the GARCH family, we analyze the returns of Binance USD, Bitcoin, Binance Coin, Cardano, Dogecoin, Ethereum, Solana, Tether, USD Coin, and Ripple. Our findings reveal significant shifts in volatility dynamics and day-of-the-week effects on returns, challenging the notion of market efficiency. Notably, Bitcoin and Solana began exhibiting day-of-the-week effects during the pandemic, whereas Cardano and Dogecoin did not. During the pandemic, Binance USD, Ethereum, Tether, USD Coin, and Ripple showed multiple days with significant day-of-the-week effects. Notably, positive returns were generally observed on Sundays, whereas a shift to negative returns on Mondays was evident during the COVID-19 period. These patterns suggest that exploitable anomalies persist despite the market’s continuous operation and increasing maturity. The presence of a long-term memory in volatility highlights the need for robust trading strategies. Our research provides valuable insights for investors, traders, regulators, and policymakers, aiding in the development of effective trading strategies, risk management practices, and regulatory policies in the evolving cryptocurrency market.
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来源期刊
CiteScore
4.50
自引率
0.00%
发文量
512
审稿时长
11 weeks
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