4.7 Article

Predicting volatility in natural gas under a cloud of uncertainties

期刊

RESOURCES POLICY
卷 82, 期 -, 页码 -

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ELSEVIER SCI LTD
DOI: 10.1016/j.resourpol.2023.103436

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Uncertainty; Forecast; Natural gas; GARCH-MIDAS

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This paper examines the impact of various uncertainties on price volatility in the U.S. natural gas futures market, including the COVID-19 pandemic and the Russian-Ukrainian conflict. It finds that economic policy uncertainty has the strongest predictive power, and oil supply-demand uncertainty can provide forecasting information for the natural gas market.
The COVID-19 pandemic has triggered an economic crisis and the ensuing global uncertainty. The current Russian-Ukrainian conflict has escalated tensions in various regions and increased various uncertainties in the financial and economic system. These uncertainties have had a significant impact on the development of the natural gas market during the current critical period of carbon neutrality and energy transition. This paper explores the impact of various uncertainties on price volatility in the U.S. natural gas futures market using the GARCH-MIDAS model. We considered eleven types of uncertainties, including four US economic policy uncertainties, four global uncertainty indicators, and oil supply-demand uncertainty closely related to the natural gas market. The in-sample empirical results find that various uncertainties can impact the natural gas market. However, through out-of-sample testing, we find that economic policy uncertainty has more predictive power than other indicators in predicting natural gas price fluctuations. Interestingly, oil supply-demand uncertainty surpasses global indicators and can provide forecasting information for natural gas markets. Therefore, in the current context of high uncertainty, our research may offer better decision-making opinions for market participants.

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