LAPSE:2023.33595
Published Article

LAPSE:2023.33595
Forecasting the Volatility of Crude Oil: The Role of Uncertainty and Spillovers
April 21, 2023
Abstract
We use a dataset for the group of G7 countries and China to study the out-of-sample predictive value of uncertainty and its international spillovers for the realized variance of crude oil (West Texas Intermediate and Brent) over the sample period from 1996Q1 to 2020Q4. Using the Lasso estimator, we found evidence that uncertainty and international spillovers had predictive value for the realized variance at intermediate (two quarters) and long (one year) forecasting horizons in several of the forecasting models that we studied. This result holds also for upside (good) and downside (bad) variance, and irrespective of whether we used a recursive or a rolling estimation window. Our results have important implications for investors and policymakers.
We use a dataset for the group of G7 countries and China to study the out-of-sample predictive value of uncertainty and its international spillovers for the realized variance of crude oil (West Texas Intermediate and Brent) over the sample period from 1996Q1 to 2020Q4. Using the Lasso estimator, we found evidence that uncertainty and international spillovers had predictive value for the realized variance at intermediate (two quarters) and long (one year) forecasting horizons in several of the forecasting models that we studied. This result holds also for upside (good) and downside (bad) variance, and irrespective of whether we used a recursive or a rolling estimation window. Our results have important implications for investors and policymakers.
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Keywords
crude oil, forecasting, realized variance, spillovers, uncertainty
Subject
Suggested Citation
Gupta R, Pierdzioch C. Forecasting the Volatility of Crude Oil: The Role of Uncertainty and Spillovers. (2023). LAPSE:2023.33595
Author Affiliations
Gupta R: Department of Economics, University of Pretoria, Private Bag X20, Hatfield 0028, South Africa [ORCID]
Pierdzioch C: Department of Economics, Helmut Schmidt University, Holstenhofweg 85, 22008 Hamburg, Germany
Pierdzioch C: Department of Economics, Helmut Schmidt University, Holstenhofweg 85, 22008 Hamburg, Germany
Journal Name
Energies
Volume
14
Issue
14
First Page
4173
Year
2021
Publication Date
2021-07-10
ISSN
1996-1073
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Original Submission
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PII: en14144173, Publication Type: Journal Article
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LAPSE:2023.33595
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https://doi.org/10.3390/en14144173
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Apr 21, 2023
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