A new multilayer network for measuring interconnectedness among the energy firms

社会联系 计量经济学 波动性(金融) 经济 构造(python库) 金融经济学 能量(信号处理) 业务 计算机科学 心理学 数学 统计 程序设计语言 心理治疗师
作者
Zhifeng Dai,Rui Tang,Xiaotong Zhang
出处
期刊:Energy Economics [Elsevier]
卷期号:124: 106880-106880 被引量:16
标识
DOI:10.1016/j.eneco.2023.106880
摘要

In this paper, we study the connectedness among 32 energy firms listed in the United States from January 2014 to November 2022. Specifically, we construct a new linear model based on Diebold and Yilmaz's (2012, 2014) approach and Granger causality to estimate the correlation between firms. In addition, we construct a multilayer network containing information on returns, volatilities and extreme risks and measure the network's topological properties from static and dynamic perspectives, respectively. Our empirical results suggest that multilayer networks can be of great use in understanding the relationships among energy firm stocks. Some interesting points include: the oil & gas sector dominates the energy sector; we should focus more on firms with large market capitalization, which are usually strong influence points in the network; the volatility layer is more connected than the return and risk layers; and the impact of the COVID-19 on energy firms is broader and more profound than that of Brexit, the US shale gas revolution, and the US-China trade war.
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