The Impact of Global Financial Crisis and COVID-19 Pandemic on Crude Oil Futures Returns

Monday Osagie Adenomon, Ngozi G. Emenogu, R. Idowu
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Abstract

This study investigates the impact of the global financial crisis and of the present COVID-19 pandemic on daily and weekly Crude oil futures using four variants of ARMA-GARCH models: ARMA-sGARCH, ARMA-eGARCH, ARMA-TGARCH and ARMA- aPARCH with dummy variables We also investigated the persistence, half-life and backtesting of the models. This study therefore seeks to contribute to the body of literature on the impact of the global financial crisis and the present COVID-19 pandemic on the crude oil futures market. The impact of the global financial crisis and the COVID-19 on the crude oil futures has not been investigated at present. We obtained and analyzed the daily and weekly crude oil futures from secondary sources. The daily crude oil futures used in this study cover the period from 4th January 2000 to 27th April 2020 while the weekly crude oil futures covered the period from 2nd January 2000 to 26th April 2020. The global financial crisis period covered the period from 2nd July 2007 to 31st March 2009 and the current COVID-19 pandemic covered the period from 1st January 2020 to 27th April, 2020.  The study used both Student t and skewed Student t innovations with AIC, goodness-of-test fit and backtesting to select the best model.  Most of the estimated ARMA-GARCH models are supported by skewed Student t distribution while most of the ARMA-GARCH models exhibited high persistence values in the presence of the global financial crisis and the COVID-19 pandemic. In the overall, the estimated ARMA(1,0)-eGARCH(2,1) and ARMA(1,0)-eGARCH(2,2) model for daily crude oil futures and weekly crude oil futures respectively have been significantly impacted by the global financial crisis and the Present COVID-19 pandemic while the preferred estimated models also passed the goodness-of-test fit and backtesting. This study recommends shareholders and investors should think outside the box as crude oil futures tend to be affected by the global financial crisis and COVID-19 pandemic while countries also that depend mostly on crude oil are encouraged to diversify their economy in order to survive and be sustained during the financial and health crisis.
全球金融危机和新冠肺炎疫情对原油期货收益的影响
本研究利用ARMA- garch模型的四种变体:ARMA- sgarch、ARMA- egarch、ARMA- tgarch和ARMA- arch,研究了全球金融危机和当前COVID-19大流行对原油日期货和周期货的影响,并采用虚拟变量研究了模型的持久性、半衰期和回验。因此,本研究旨在为全球金融危机和当前COVID-19大流行对原油期货市场的影响的文献体系做出贡献。国际金融危机和新冠肺炎疫情对原油期货的影响目前还没有研究。我们从二手资料中获取每日和每周原油期货并进行分析。本研究中使用的每日原油期货涵盖2000年1月4日至2020年4月27日,而每周原油期货涵盖2000年1月2日至2020年4月26日。全球金融危机期间为2007年7月2日至2009年3月31日,当前的COVID-19大流行期间为2020年1月1日至2020年4月27日。本研究同时使用学生t和偏学生t创新与AIC、检验优度拟合和回验来选择最佳模型。大多数估计的ARMA-GARCH模型得到偏态Student t分布的支持,而大多数ARMA-GARCH模型在全球金融危机和COVID-19大流行的存在下表现出较高的持续值。总体而言,原油日期货和周期货的ARMA(1,0)-eGARCH(2,1)和ARMA(1,0)-eGARCH(2,2)模型分别受到全球金融危机和当前COVID-19大流行的显著影响,优选的估计模型也通过了检验优度拟合和回验。该研究建议,原油期货容易受到全球金融危机和新冠肺炎疫情的影响,而主要依赖原油的国家为了在金融危机和健康危机中生存和维持,也应鼓励经济多元化,股东和投资者应打破常规。
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