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Backtesting VaR under the COVID-19 sudden changes in volatility

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...

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Autores principales: Castillo, Brenda, León, Ángel, Ñíguez, Trino-Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Published by Elsevier Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8863910/
https://www.ncbi.nlm.nih.gov/pubmed/35221805
http://dx.doi.org/10.1016/j.frl.2021.102024
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author Castillo, Brenda
León, Ángel
Ñíguez, Trino-Manuel
author_facet Castillo, Brenda
León, Ángel
Ñíguez, Trino-Manuel
author_sort Castillo, Brenda
collection PubMed
description 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.
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spelling pubmed-88639102022-02-23 Backtesting VaR under the COVID-19 sudden changes in volatility Castillo, Brenda León, Ángel Ñíguez, Trino-Manuel Financ Res Lett Article 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. Published by Elsevier Inc. 2021-11 2021-03-18 /pmc/articles/PMC8863910/ /pubmed/35221805 http://dx.doi.org/10.1016/j.frl.2021.102024 Text en Crown Copyright © 2021 Published by Elsevier Inc. All rights reserved. Since January 2020 Elsevier has created a COVID-19 resource centre with free information in English and Mandarin on the novel coronavirus COVID-19. The COVID-19 resource centre is hosted on Elsevier Connect, the company's public news and information website. Elsevier hereby grants permission to make all its COVID-19-related research that is available on the COVID-19 resource centre - including this research content - immediately available in PubMed Central and other publicly funded repositories, such as the WHO COVID database with rights for unrestricted research re-use and analyses in any form or by any means with acknowledgement of the original source. These permissions are granted for free by Elsevier for as long as the COVID-19 resource centre remains active.
spellingShingle Article
Castillo, Brenda
León, Ángel
Ñíguez, Trino-Manuel
Backtesting VaR under the COVID-19 sudden changes in volatility
title Backtesting VaR under the COVID-19 sudden changes in volatility
title_full Backtesting VaR under the COVID-19 sudden changes in volatility
title_fullStr Backtesting VaR under the COVID-19 sudden changes in volatility
title_full_unstemmed Backtesting VaR under the COVID-19 sudden changes in volatility
title_short Backtesting VaR under the COVID-19 sudden changes in volatility
title_sort backtesting var under the covid-19 sudden changes in volatility
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8863910/
https://www.ncbi.nlm.nih.gov/pubmed/35221805
http://dx.doi.org/10.1016/j.frl.2021.102024
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