Cross-market spillovers amid policy uncertainty era of China’s economy

This study meticulously discusses spillover effects among agricultural futures (AGF), crude oil prices (CRO), and the U.S. dollar (USD) during the volatile phase of China's economic policy (CEPU), utilizing the quantile connectedness approach. The empirical findings show that, in the face of economic instabilities and tail incidents, AGF, CRO, USD, and CEPU exhibit significantly higher return spillover at extreme quantiles in comparison to mean one. Furthermore, the dynamic properties of AGF, CRO, USD, and CEPU are empirically substantiated, and certain crises obviously enhance these spillover effects. The primary innovation involves the integration of CEPU into the analytical framework of the agriculture-energy-financial system. This integration illustrates the interdependencies of the system across a variety of market conditions through dynamic quantile shifts, thereby expanding the theoretical scope. This study recommends actions for different market participants, such as an cross-nation economic cooperation and financial market tracking mechanism.

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Publication Details

Journal
PLoS ONE
Published
2026-06-26
DOI
https://doi.org/10.1371/journal.pone.0352237
Primary Topic
Market Dynamics and Volatility
Type
article
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article

Cross-market spillovers amid policy uncertainty era of China’s economy

Yun Song, Hong-Wen Liu, Kai‐Hua Wang, Nicoleta-Claudia Moldovan
PLoS ONE
Market Dynamics and Volatility
article

Cross-market spillovers amid policy uncertainty era of China’s economy

Yun Song, Hong-Wen Liu, Kai‐Hua Wang, Nicoleta-Claudia Moldovan
article en

Abstract

This study meticulously discusses spillover effects among agricultural futures (AGF), crude oil prices (CRO), and the U.S. dollar (USD) during the volatile phase of China's economic policy (CEPU), utilizing the quantile connectedness approach. The empirical findings show that, in the face of economic instabilities and tail incidents, AGF, CRO, USD, and CEPU exhibit significantly higher return spillover at extreme quantiles in comparison to mean one. Furthermore, the dynamic properties of AGF, CRO, USD, and CEPU are empirically substantiated, and certain crises obviously enhance these spillover effects. The primary innovation involves the integration of CEPU into the analytical framework of the agriculture-energy-financial system. This integration illustrates the interdependencies of the system across a variety of market conditions through dynamic quantile shifts, thereby expanding the theoretical scope. This study recommends actions for different market participants, such as an cross-nation economic cooperation and financial market tracking mechanism.

PLoS ONEVol. 21(6)
Qingdao University (CN), West University of Timişoara (RO), People’s Hospital of Rizhao (CN), Qingdao Huanghai University (CN)
Openalex Percentile: Top 3%
Market Dynamics and Volatility
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Cross-market spillovers amid policy uncertainty era of China’s economy — Yun Song, Hong-Wen Liu, et al. · PLoS ONE (2026) | TGRS Research Map | TGRS