The asymmetric response of higher-order moments of precious metals to energy shocks and financial stresses: Evidence from time-frequency connectedness approach

IF 13.6 2区 经济学 Q1 ECONOMICS
Wang Gao, Xiaoman Jin, Hongwei Zhang, Miao He
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Abstract

This paper analyzes how the higher-order moments of precious metals respond asymmetrically to energy shocks (including demand, supply, and risk shock) as well as financial stresses (such as credit, equity valuation, safe assets, funding, and volatility) using a Time-Varying Parameter Vector Autoregression (TVP-VAR) time-frequency approach. The findings reveal that financial stresses and energy shocks significantly impact the higher-order moments of precious metals, with more pronounced long-term effects. The skewness of precious metals responds positively to these shocks, indicating effective hedging properties, while their volatility remains relatively stable. In contrast, the kurtosis of precious metals shows a substantial short-term reaction but becomes more negative in the long term. Additionally, network spillover analysis indicates that financial stresses—particularly equity valuation and volatility—are the primary sources of net spillovers, while energy shocks, especially risk shocks, function as intermediaries. Gold and platinum exhibit higher-order moments that initially bear the pressure of these shocks, whereas palladium and silver’s higher-order moments act as ultimate absorbers of the disturbances. The dynamic spillover effects demonstrate significant time-varying characteristics in the responses of precious metals' higher-order moments. There are indications of increased asymmetry during crisis periods, such as the COVID-19 pandemic and the Russia-Ukraine conflict. Our research highlights the importance of considering the higher-order moments of precious metals for optimizing risk hedging and asset allocation strategies in portfolio management.
贵金属高阶矩对能源冲击和金融压力的不对称响应:来自时频连通性方法的证据
本文分析了贵金属的高阶矩如何不对称地响应能源冲击(包括需求、供应和风险冲击)以及金融压力(如信贷、股权估值、安全资产、资金和波动性),使用时变参数向量自回归(TVP-VAR)时频方法。研究结果表明,金融压力和能源冲击显著影响贵金属的高阶时刻,并具有更明显的长期影响。贵金属的偏度对这些冲击做出了积极的反应,表明它们具有有效的对冲特性,同时它们的波动性保持相对稳定。相比之下,贵金属的峰度显示出明显的短期反应,但在长期内变得更加消极。此外,网络溢出分析表明,金融压力——尤其是股票估值和波动——是净溢出的主要来源,而能源冲击,尤其是风险冲击,则起着中介作用。金和铂表现出高阶矩,最初承受这些冲击的压力,而钯和银的高阶矩则是干扰的最终吸收器。贵金属高阶矩的动态溢出效应表现出显著的时变特征。有迹象表明,在2019冠状病毒病大流行和俄罗斯-乌克兰冲突等危机时期,不对称现象有所加剧。我们的研究强调了在投资组合管理中考虑贵金属的高阶矩对优化风险对冲和资产配置策略的重要性。
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来源期刊
Energy Economics
Energy Economics ECONOMICS-
CiteScore
18.60
自引率
12.50%
发文量
524
期刊介绍: Energy Economics is a field journal that focuses on energy economics and energy finance. It covers various themes including the exploitation, conversion, and use of energy, markets for energy commodities and derivatives, regulation and taxation, forecasting, environment and climate, international trade, development, and monetary policy. The journal welcomes contributions that utilize diverse methods such as experiments, surveys, econometrics, decomposition, simulation models, equilibrium models, optimization models, and analytical models. It publishes a combination of papers employing different methods to explore a wide range of topics. The journal's replication policy encourages the submission of replication studies, wherein researchers reproduce and extend the key results of original studies while explaining any differences. Energy Economics is indexed and abstracted in several databases including Environmental Abstracts, Fuel and Energy Abstracts, Social Sciences Citation Index, GEOBASE, Social & Behavioral Sciences, Journal of Economic Literature, INSPEC, and more.
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