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在新冠疫情导致波动率突然变化的情况下对风险价值(VaR)进行回溯测试。

Backtesting VaR under the COVID-19 sudden changes in volatility.

作者信息

Castillo Brenda, León Ángel, Ñíguez Trino-Manuel

机构信息

Dept. Fundamentos del Análisis Económico (FAE), Universidad de Alicante, Alicante 03690, Spain.

School of Organisations, Economy and Society, Westminster Business School, University of Westminster, 35 Marylebone Road, London NW1 5LS, UK.

出版信息

Financ Res Lett. 2021 Nov;43:102024. doi: 10.1016/j.frl.2021.102024. Epub 2021 Mar 18.

DOI:10.1016/j.frl.2021.102024
PMID:35221805
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8863910/
Abstract

We analyze the impact of the COVID-19 pandemic on the conditional variance of stock returns. We look at this effect from a global perspective, so we employ series of major stock market and sector indices. We use the Hansen's Skewed-t distribution with EGARCH extended to control for sudden changes in volatility. We oversee the COVID-19 effect on measures of downside risk such as the Value-at-Risk. Our results show that there is a significant sudden shift up in the return distribution variance post the announcement of the pandemic, which must be explained properly to obtain reliable measures for financial risk management.

摘要

我们分析了新冠疫情对股票回报条件方差的影响。我们从全球视角审视这一影响,因此使用了一系列主要股票市场和行业指数。我们采用扩展的带EGARCH的汉森偏态t分布来控制波动率的突然变化。我们考察了新冠疫情对诸如风险价值等下行风险指标的影响。我们的结果表明,在疫情宣布后,回报分布方差出现了显著的突然上升,必须对此进行恰当解释,以获得可靠的金融风险管理指标。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/9e018de5c801/gr3_lrg.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/57522a74c4ac/gr1_lrg.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/f5336d22d3d6/gr2_lrg.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/9e018de5c801/gr3_lrg.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/57522a74c4ac/gr1_lrg.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/f5336d22d3d6/gr2_lrg.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/45de/8863910/9e018de5c801/gr3_lrg.jpg

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Regime specific spillover across cryptocurrencies and the role of COVID-19.特定机制下加密货币之间的溢出效应以及新冠疫情的作用。
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3
Deaths, panic, lockdowns and US equity markets: The case of COVID-19 pandemic.死亡、恐慌、封锁与美国股票市场:以新冠疫情为例。
Financ Res Lett. 2021 Jan;38:101701. doi: 10.1016/j.frl.2020.101701. Epub 2020 Jul 25.
4
COVID-19's disasters are perilous than Global Financial Crisis: A rumor or fact?新冠疫情的灾难比全球金融危机更危险:谣言还是事实?
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Financial markets under the global pandemic of COVID-19.新冠疫情全球大流行下的金融市场。
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The global effects of Covid-19-induced uncertainty.新冠疫情引发的不确定性所带来的全球影响。
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