The impact of COVID-19 on global stock markets: early linear and non-linear evidence for Italy

IF 0.6 Q4 ECONOMICS
Theodoros Daglis, Ioannis G. Melissaropoulos, Konstantinos N. Konstantakis, Panayotis G. Michaelides
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引用次数: 1

Abstract

The scientific community still struggles to understand the magnitude of the worldwide infections and deaths induced by COVID-19, partly ignoring the financial consequences. In this paper, using the autoregressive fractionally integrated moving average (ARFIMA)—general autoregressive conditional heteroskedasticity (GARCH) model, we quantify and show the impact of the COVID-19 spread in Italy, utilizing data for the stock market. Using information criteria and forecasting accuracy measures, we show that the COVID-19 confirmed cases contribute with statistically significant information to the modeling of volatility, and also increase the forecasting ability of the volatility of the Italian stock market index, leading to a decrease in the mean stock index.

2019冠状病毒病对全球股市的影响:意大利的早期线性和非线性证据
科学界仍在努力了解COVID-19引起的全球感染和死亡的规模,在一定程度上忽视了其经济后果。本文采用自回归分数积分移动平均(ARFIMA) -一般自回归条件异方差(GARCH)模型,利用股票市场数据,量化并显示了COVID-19在意大利传播的影响。利用信息准则和预测精度度量,我们发现COVID-19确诊病例对波动率建模的贡献具有统计显著性信息,并且增加了意大利股市指数波动率的预测能力,导致平均股指下降。
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来源期刊
自引率
0.00%
发文量
15
期刊介绍: The Evolutionary and Institutional Economics Review (EIER) is issued by the Japan Association for Evolutionary Economics to provide an international forum for new theoretical and empirical approaches to evolutionary and institutional economics. EIER, free from the view of equilibrium economics and methodological individualism, should face the diversity of human behavior and dynamic transformation of institutions. In EIER, “economics” is used in its broadest sense. It covers areas from the classic research in economic history, economic thought, economic theory, and management science to emerging research fields such as economic sociology, bio-economics, evolutionary game theory, agent-based modeling, complex systems study, econo-physics, experimental economics, and so on. EIER follows the belief that a truly interdisciplinary discussion is needed to propel the investigation in the dynamic process of socio-economic change where institutions as emergent outcomes of human actions do matter. Although EIER is an official journal of the Japan Association for Evolutionary Economics, it welcomes non-members'' contributions from all parts of the world. All the contributions are refereed under strict scientific criteria, although EIER does not apply monolithic formalistic measure to them. Evolution goes hand in hand with diversities; this is also the spirit of EIER. Focus areas of the Review (not exhaustive): - Foundations of institutional and evolutionary economics - Criticism of mainstream views in the social sciences - Knowledge and learning in socio-economic life - Development and innovation of technologies - Transformation of industrial organizations and economic systems - Experimental studies in economics - Agent-based modeling of socio-economic systems - Evolution of the governance structure of firms and other organizations - Comparison of dynamically changing institutions of the world - Policy proposals in the transformational process of economic life
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