The impact of climate attention on risk spillover effect in energy futures markets

IF 13.6 2区 经济学 Q1 ECONOMICS
Lei Hu , Min Song , Fenghua Wen , Yun Zhang , Yunning Zhao
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引用次数: 0

Abstract

This study initially develops a risk spillover network within the energy futures market, subsequently analyzing the impacts of climate attention on the risk spillovers associated with individual contracts in this network. We construct a high-dimensional network of 19 futures contracts CoVaR based on the LASSO-VAR method. Furthermore, we construct a climate attention index using the search volume of the climate-related Baidu Index during the same period and use a random forest (RF) model to study its impact on the energy futures market. We find that the energy futures market has a significant risk spillover effect, and climate attention has a significant non-linear effect on risk spillover. In light of increasing climate attention, our RF regression analyses reveal a notable shift in the risk spillover of energy futures. Based on these findings, we recommend tailored management strategies to address this evolving trend effectively.
气候关注对能源期货市场风险溢出效应的影响
本研究首先在能源期货市场中建立了一个风险溢出网络,随后分析了气候关注对该网络中与单个合约相关的风险溢出的影响。我们基于 LASSO-VAR 方法构建了一个包含 19 个期货合约 CoVaR 的高维网络。此外,我们利用同期与气候相关的百度指数的搜索量构建了气候关注度指数,并使用随机森林(RF)模型研究其对能源期货市场的影响。我们发现,能源期货市场具有显著的风险溢出效应,而气候关注度对风险溢出具有显著的非线性影响。鉴于气候关注度的增加,我们的 RF 回归分析显示,能源期货的风险溢出效应发生了明显变化。基于这些发现,我们建议采取有针对性的管理策略,以有效应对这一演变趋势。
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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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