Energy, uncertainty and geopolitics: A SHAP-based tail analysis of spot and futures uranium markets

This paper investigates the mechanisms through which macroeconomic and geopolitical shocks influence the volatility of spot and futures uranium markets. The analysis employs gradient boosting and Shapley Additive explanations (SHAP) values and introduces a novel rolling Extreme SHAP Impact Index (ESII) designed to capture periods of abrupt changes in feature importance. The study adopts a dual-price approach, using the Global Price of Uranium as a spot proxy and the Uranium Futures Contract, along with the Global Price of Energy Index. Risk and uncertainty are measured by the Geopolitical Risk Index (GPR), the Global Economic Policy Uncertainty Index (GEPU) and the GDP-weighted World Uncertainty Index (WUI). Our results show divergent behaviors in the spot and futures markets, with different volatility drivers. The findings highlight structural limitations and vulnerabilities in the uranium market, offering guidance for regulators and policymakers to support market stability and global energy security. • Policy implications: Uranium market weaknesses guide regulators on resilience • Uncertainty factors: GPR, GEPU and GDP-weighted WUI are macro-geopolitical indicators • Methodology: Uses gradient boosting with SHAP and a rolling ESII to track changes

Authors

Publication Details

Journal
Resources Policy
Published
2025-12-03
DOI
https://doi.org/10.1016/j.resourpol.2025.105812
Primary Topic
Market Dynamics and Volatility
Type
article
Field-Weighted Citation Impact
0.00
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article

Energy, uncertainty and geopolitics: A SHAP-based tail analysis of spot and futures uranium markets

Alessandro Mazzoccoli, Lyubov Doroshenko, Loretta Mastroeni, Ivan De Crescenzo
Resources Policy
Market Dynamics and Volatility
article

Energy, uncertainty and geopolitics: A SHAP-based tail analysis of spot and futures uranium markets

Alessandro Mazzoccoli, Lyubov Doroshenko, Loretta Mastroeni, Ivan De Crescenzo
article en

Abstract

This paper investigates the mechanisms through which macroeconomic and geopolitical shocks influence the volatility of spot and futures uranium markets. The analysis employs gradient boosting and Shapley Additive explanations (SHAP) values and introduces a novel rolling Extreme SHAP Impact Index (ESII) designed to capture periods of abrupt changes in feature importance. The study adopts a dual-price approach, using the Global Price of Uranium as a spot proxy and the Uranium Futures Contract, along with the Global Price of Energy Index. Risk and uncertainty are measured by the Geopolitical Risk Index (GPR), the Global Economic Policy Uncertainty Index (GEPU) and the GDP-weighted World Uncertainty Index (WUI). Our results show divergent behaviors in the spot and futures markets, with different volatility drivers. The findings highlight structural limitations and vulnerabilities in the uranium market, offering guidance for regulators and policymakers to support market stability and global energy security. • Policy implications: Uranium market weaknesses guide regulators on resilience • Uncertainty factors: GPR, GEPU and GDP-weighted WUI are macro-geopolitical indicators • Methodology: Uses gradient boosting with SHAP and a rolling ESII to track changes

Resources PolicyVol. 112
Openalex Percentile: Top 55%
Market Dynamics and Volatility
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