Crude oil prices in times of crisis: The role of Covid-19 and historical events

  • Tarek Bouazizi
  • , Khaled Guesmi
  • , Emilios Galariotis
  • , Samuel A. Vigne*
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

23 Scopus citations

Abstract

Oil markets have faced several crises since 1986, with the most recent global economic downturn linked to the Covid-19 pandemic leading to significant demand and supply shocks in the critical oil market. Given that the impact of crises on oil prices has not been uniform we aim to accurately assess oil price volatility during crises by implementing an ARMA(r,s)-Spline-GJR(p,q) model that accounts for volatility persistence. Principal components analysis (PCA) is employed to study the correlation between various crises and their impact on oil prices, while because of the limited number of observations available, PLS regressions are used to study the Covid-19 Crisis. The findings reveal higher levels of spline conditional volatility during the Covid-19 Crisis, providing novel evidence of the correlation between this pandemic and other major crises. Through the NIPALS algorithm, we identify 13 primary components that show a correlation between historical crises and the Covid-19 Crisis. In contrast, PLS-2 regressions indicate a strong correlation between historical crises and the Covid-19 Crisis in only six principal components. These results can help investors, hedgers, speculators, and governments to estimate, predict and make informed decisions as soon as signs of a crisis appear.

Original languageEnglish
Article number102955
JournalInternational Review of Financial Analysis
Volume91
DOIs
StatePublished - Jan 2024

Bibliographical note

Publisher Copyright:
© 2023

Keywords

  • ARMA-spline-GJR models
  • Covid-19 crisis
  • GARCH model
  • NIPALS algorithm
  • PLS regression
  • WTI crude oil prices

ASJC Scopus subject areas

  • Finance
  • Economics and Econometrics

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