An increasing number of studies have verified the impact of climate change on commodity spot markets. Based on the forecasting framework, we revisit this work by focusing on the crude oil spot markets. We employ the Southern Oscillation Index (SOI) to capture the climate changes as it determines the weather and climate of numerous living areas. To obtain a more accurate result, we apply the STL decomposition to construct a series of the GARCH-MIDAS models combining the trend, seasonal, and remainder components of SOI. The empirical results reveal that the SOI trend show significance in the in-sample estimation and the model involving it outperforms others in the out-of-sample prediction. Hence, the trend of weather and climate changes may provide greater economic value for market participants investing crude oil spot markets.
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San Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USASan Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
Bollapragada, Ramesh
Mankude, Akash
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Carnegie Mellon Univ, Tepper Sch Business, 5000 Forbes Ave, Pittsburgh, PA 15213 USASan Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
Mankude, Akash
Udayabhanu, V
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San Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USASan Francisco State Univ, Coll Business, Dept Decis Sci, 1600 Holloway Ave, San Francisco, CA 94132 USA
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King Abdulaziz Univ, Dept Ind Engn, Fac Engn, POB 80200, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Dept Ind Engn, Fac Engn, POB 80200, Jeddah 21589, Saudi Arabia
Demirbas, Ayhan
Al-Sasi, Basil Omar
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King Abdulaziz Univ, Dept Ind Engn, Fac Engn, POB 80200, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Dept Ind Engn, Fac Engn, POB 80200, Jeddah 21589, Saudi Arabia
Al-Sasi, Basil Omar
Nizami, Abdul-Sattar
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King Abdulaziz Univ, CEES, Jeddah, Saudi ArabiaKing Abdulaziz Univ, Dept Ind Engn, Fac Engn, POB 80200, Jeddah 21589, Saudi Arabia
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Univ Waikato, Waikato Management Sch, Gate 1,Knighton Rd,Private Bag 3105, Hamilton 3240, New ZealandUniv Waikato, Waikato Management Sch, Gate 1,Knighton Rd,Private Bag 3105, Hamilton 3240, New Zealand
Li, Leon
Miu, Peter
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McMaster Univ, DeGroote Sch Business, 1280 Main St West, Hamilton, ON L8S 4M4, CanadaUniv Waikato, Waikato Management Sch, Gate 1,Knighton Rd,Private Bag 3105, Hamilton 3240, New Zealand