COVID-19 Pandemic and Financial Contagion

被引:27
|
作者
Chevallier, Julien [1 ,2 ]
机构
[1] IPAG Business Sch, Dept Econ & Management, IPAG Lab, 184 Bd St Germain, F-75006 Paris, France
[2] Univ Paris 8 LED, Econ Dept, 2 Rue Liberte, F-93526 St Denis, France
关键词
Covid-19; financial contagion; Johns Hopkins repository; Susceptible-Infective-Removed model; tree algorithm; data science;
D O I
10.3390/jrfm13120309
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
The original contribution of this paper is to empirically document the contagion of the Covid-19 on financial markets. We merge databases from Johns Hopkins Coronavirus Center, Oxford-Man Institute Realized Library, NYU Volatility Lab, and St-Louis Federal Reserve Board. We deploy three types of models throughout our experiments: (i) the Susceptible-Infective-Removed (SIR) that predicts the infections' peak on 2020-03-27; (ii) volatility (GARCH), correlation (DCC), and risk-management (Value-at-Risk (VaR)) models that relate how bears painted Wall Street red; and, (iii) data-science trees algorithms with forward prunning, mosaic plots, and Pythagorean forests that crunch the data on confirmed, deaths, and recovered Covid-19 cases and then tie them to high-frequency data for 31 stock markets.
引用
收藏
页数:25
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