Asymmetric Shocks In Oil Price: An Exponential Generalized Autoregressive Conditional Heteroskedasticity Approach

J. Nchege, E. Aduku
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Abstract

This study empirically examined the asymmetric oil price shocks in Nigeria from 1981q1-2019q4 using the Exponential Generalized Autoregressive Conditional Heteroskedasticity (EGARCH) model. The EGARCH model was employed to investigate the asymmetric oil price shocks by obtaining the conditional variance from the estimated results. Empirical results revealed a weak indication for leverage effect and a strong indication for asymmetric effect. The positive egarch (L2) coefficient means that unanticipated increases in the price crude Oil are more profitable than unanticipated decreases in the price of crude Oil. Also, the results revealed strong asymmetry of oil price shocks in Nigeria. In specific terms, the positive asymmetric coefficient (1.8276) means an observed tendency of the crude oil price shock to be higher by approximately 1.83 per cent in declining oil prices in the crude oil market than in rising prices in the oil markets. Based on the above, the study recommended appropriate export diversification policies to reduce the dependency on crude oil exports as the major export (revenue) in the economy. This will offset crude oil price shocks such as the COVID-19 pandemic shock on Oil price, especially from an unanticipated decrease in crude oil prices in the international market. Key Words: Oil price, Oil Price Shocks, Asymmetry, EGARCH, Nigeria
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石油价格中的不对称冲击:一个指数广义自回归条件异方差方法
本文采用指数广义自回归条件异方差(EGARCH)模型对尼日利亚1981 -2019年第四季度的不对称油价冲击进行了实证研究。利用EGARCH模型从估计结果中获得条件方差,对油价冲击的非对称性进行了研究。实证结果显示杠杆效应较弱,非对称效应较强。正egarch (L2)系数意味着原油价格的意外上涨比原油价格的意外下跌更有利可图。此外,研究结果还揭示了尼日利亚油价冲击的强烈不对称性。具体来说,正不对称系数(1.8276)意味着观察到的原油价格冲击趋势,在原油市场的油价下跌时比在石油市场的价格上涨时高约1.83%。在此基础上,本研究建议采取适当的出口多样化政策,以减少对原油出口作为经济主要出口(收入)的依赖。这将抵消原油价格的冲击,如新冠肺炎疫情对油价的冲击,特别是国际市场原油价格的意外下跌。关键词:油价,油价冲击,不对称性,EGARCH,尼日利亚
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