LAPSE:2023.13119
Published Article

LAPSE:2023.13119
How Does Oil Future Price Imply Bunker Price—Cointegration and Prediction Analysis
February 28, 2023
Abstract
This paper investigates how oil’s future price implies the bunker price through cointegration analysis first. A cointegration test confirms the long-run equilibrium condition of bunker and oil future prices. Based on the cointegration relationship, we construct VECM model to forecast bunker prices. In addition, we also consider ARMA, ARMAX, and VAR models for certifying whether considering the long-run equilibrium between bunker and oil future prices is helpful in prediction. One-step-ahead and four-step-ahead forecasting are considered and two out-of-sample datasets are used. The empirical results show that the increase in the value of the error correction term in the VECM model has the effect of pulling down the bunker return. VECM performs better than other models in prediction. The Crude Oil Future Contract 1 has better forecasting performance for bunker prices with VECM in the 1-step-ahead forecast, while Crude Oil Future Contract 3 performs slightly better than Crude Oil Future Contract 1 in the 4-step-ahead forecast.
This paper investigates how oil’s future price implies the bunker price through cointegration analysis first. A cointegration test confirms the long-run equilibrium condition of bunker and oil future prices. Based on the cointegration relationship, we construct VECM model to forecast bunker prices. In addition, we also consider ARMA, ARMAX, and VAR models for certifying whether considering the long-run equilibrium between bunker and oil future prices is helpful in prediction. One-step-ahead and four-step-ahead forecasting are considered and two out-of-sample datasets are used. The empirical results show that the increase in the value of the error correction term in the VECM model has the effect of pulling down the bunker return. VECM performs better than other models in prediction. The Crude Oil Future Contract 1 has better forecasting performance for bunker prices with VECM in the 1-step-ahead forecast, while Crude Oil Future Contract 3 performs slightly better than Crude Oil Future Contract 1 in the 4-step-ahead forecast.
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Keywords
bunker price, cointegration analysis, forecasting, oil future price
Subject
Suggested Citation
Chen Y, Lu J, Ma M. How Does Oil Future Price Imply Bunker Price—Cointegration and Prediction Analysis. (2023). LAPSE:2023.13119
Author Affiliations
Chen Y: Department of International Trade and Finance, Shanghai Maritime University, Shanghai 201308, China [ORCID]
Lu J: Department of International Trade and Finance, Shanghai Maritime University, Shanghai 201308, China
Ma M: Department of International Trade and Finance, Shanghai Maritime University, Shanghai 201308, China
Lu J: Department of International Trade and Finance, Shanghai Maritime University, Shanghai 201308, China
Ma M: Department of International Trade and Finance, Shanghai Maritime University, Shanghai 201308, China
Journal Name
Energies
Volume
15
Issue
10
First Page
3630
Year
2022
Publication Date
2022-05-16
ISSN
1996-1073
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Original Submission
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PII: en15103630, Publication Type: Journal Article
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LAPSE:2023.13119
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https://doi.org/10.3390/en15103630
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Feb 28, 2023
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