Cross‐Sectoral Crash Risk and Expected Commodity Futures Returns

ABSTRACT This study examines the pricing of equity cross‐sectoral crash (CSC) risk in the cross section of commodity futures returns. Theoretically, commodity futures with higher exposure to the CSC risk are expected to offer lower subsequent returns as they hedge against the CSC risk. We first construct a CSC risk measure by averaging the pairwise left‐tail dependence across 17 sectors in the US market, which allows us to better capture granular sector‐level shocks often washed out at the aggregate level. We find that the return spread between commodity futures with the lowest and highest loading of the CSC risk is 1.04% per month and significant at the 1% level. This result can be rationalized as shocks to the CSC risk precede impaired economic activities in the future. Overall, our paper sheds light on the pricing of commodity futures with a novel stock market crash risk factor.

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Publication Details

Journal
Journal of Futures Markets
Published
2025-07-20
DOI
https://doi.org/10.1002/fut.70007
Primary Topic
Market Dynamics and Volatility
Type
article
Field-Weighted Citation Impact
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article

Cross‐Sectoral Crash Risk and Expected Commodity Futures Returns

Ying Jiang, Xiaoquan Liu, Zhenyu Lu
Journal of Futures Markets
Market Dynamics and Volatility
article

Cross‐Sectoral Crash Risk and Expected Commodity Futures Returns

Ying Jiang, Xiaoquan Liu, Zhenyu Lu
article en

Abstract

ABSTRACT This study examines the pricing of equity cross‐sectoral crash (CSC) risk in the cross section of commodity futures returns. Theoretically, commodity futures with higher exposure to the CSC risk are expected to offer lower subsequent returns as they hedge against the CSC risk. We first construct a CSC risk measure by averaging the pairwise left‐tail dependence across 17 sectors in the US market, which allows us to better capture granular sector‐level shocks often washed out at the aggregate level. We find that the return spread between commodity futures with the lowest and highest loading of the CSC risk is 1.04% per month and significant at the 1% level. This result can be rationalized as shocks to the CSC risk precede impaired economic activities in the future. Overall, our paper sheds light on the pricing of commodity futures with a novel stock market crash risk factor.

Journal of Futures MarketsVol. 45(10)
University of Nottingham Ningbo China (CN), Xi’an Jiaotong-Liverpool University (CN)
Openalex Percentile: Top 75%
Market Dynamics and Volatility
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