Directional predictability and volatility spillover effect from stock market indexes to Bitcoin: evidence from developed and emerging markets

IF 5.7 Q1 BUSINESS, FINANCE Journal of Risk Finance Pub Date : 2023-01-17 DOI:10.1108/jrf-06-2022-0130
Imen Omri
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引用次数: 7

Abstract

PurposeThis paper aims to quantify the volatility spillover impact and the directional predictability from stock market indexes to Bitcoin.Design/methodology/approachDaily data of 15 developed and 15 emerging stock markets are used for the period March 2017–December 2021.; The author uses vector autoregressive (VAR) model, Granger causality test and impulse response function (IRF) to estimate the results of the study.FindingsEmpirical results show a significant unidirectional volatility spillover impact from emerging markets to Bitcoin and only six stock markets are powerful predictors of Bitcoin return in the short term. Additionally, there is no a difference between developed and developing markets regarding the directional predictability however there is difference in the reaction of Bitcoin return to shocks in the emerging markets compared to developed ones.Originality/valueThe paper proposes different econometric techniques from prior research and presents a comparative analysis between developed and emerging markets.
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从股市指数到比特币的方向性可预测性和波动性溢出效应:来自发达市场和新兴市场的证据
目的量化股市指数对比特币的波动溢出效应和方向性可预测性。设计/方法/方法15个发达和15个新兴股市的每日数据用于2017年3月至2021年12月。作者使用向量自回归(VAR)模型、格兰杰因果检验和脉冲响应函数(IRF)来估计研究结果。实证结果显示,新兴市场对比特币具有显著的单向波动溢出效应,只有6个股票市场对比特币短期回报具有强大的预测能力。此外,在方向性可预测性方面,发达市场和发展中市场之间没有区别,但新兴市场与发达市场相比,比特币回归对冲击的反应有所不同。本文提出了不同的计量经济学技术从先前的研究,并提出了发达市场和新兴市场之间的比较分析。
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
Journal of Risk Finance
Journal of Risk Finance BUSINESS, FINANCE-
CiteScore
6.20
自引率
6.70%
发文量
37
期刊介绍: The Journal of Risk Finance provides a rigorous forum for the publication of high quality peer-reviewed theoretical and empirical research articles, by both academic and industry experts, related to financial risks and risk management. Articles, including review articles, empirical and conceptual, which display thoughtful, accurate research and be rigorous in all regards, are most welcome on the following topics: -Securitization; derivatives and structured financial products -Financial risk management -Regulation of risk management -Risk and corporate governance -Liability management -Systemic risk -Cryptocurrency and risk management -Credit arbitrage methods -Corporate social responsibility and risk management -Enterprise risk management -FinTech and risk -Insurtech -Regtech -Blockchain and risk -Climate change and risk
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