Time-Frequency Analysis of COVID-19 Shocks and Energy Commodities

S. Agyei, A. Bossman, Joseph Kofi Obeng Benchie, Oliver Asiamah, Emmanuel Yaw Arhin
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Abstract

In a time-frequency biwavelet framework, we analysed the short-, medium-, and long-term impacts of COVID-19-related shocks on ten energy commodities (i.e., Brent, crude oil, coal, heating oil, natural gas, gasoline, ethanol, naphtha, propane, and uranium) from January 2020 to April 2022. We document intervals of high and low coherence between COVID-19 cases and the returns on energy commodities across the short-, medium-, and long-term horizons. Low coherence at high frequencies indicated weak correlation and signified diversification, hedging, and safe-haven potentials in the short term of the pandemic. Our findings suggest that energy markets’ dynamics were highly driven by the pandemic, causing significant changes in market returns, particularly across the medium- and low-frequency bands. Furthermore, the empirical results indicate dynamic lead-lag relationships between COVID-19 cases and energy returns between the medium- and long-term horizons, signifying that diversification could be sought through crossinvestment in different energy commodities. The results have significant implications for market participants, regulators, and practitioners.
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COVID-19冲击与能源大宗商品的时频分析
在时频双小波框架中,我们分析了2020年1月至2022年4月期间,与covid -19相关的冲击对10种能源商品(即布伦特原油、煤炭、取暖油、天然气、汽油、乙醇、石脑油、丙烷和铀)的短期、中期和长期影响。我们记录了COVID-19病例与能源商品短期、中期和长期回报之间的高一致性和低一致性间隔。高频率的低相干性表明相关性较弱,并表明在大流行的短期内具有多样化、对冲和避险的潜力。我们的研究结果表明,能源市场的动态受到疫情的高度驱动,导致市场回报发生重大变化,特别是在中低频段。此外,实证结果表明,COVID-19病例与中长期能源回报之间存在动态的领先滞后关系,这表明可以通过对不同能源商品的交叉投资来实现多元化。研究结果对市场参与者、监管者和从业者具有重要意义。
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