物理环境风险、投资者关注与金融系统风险的非线性关系:来自mLSTM-CoVaR网络的证据。

IF 8 2区 环境科学与生态学 Q1 ENVIRONMENTAL SCIENCES
Journal of Environmental Management Pub Date : 2025-02-01 Epub Date: 2025-01-13 DOI:10.1016/j.jenvman.2025.124065
Ziwei Wang, Yibo Liu
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引用次数: 0

摘要

自然环境风险如何影响金融市场的系统性风险?我们使用远程数据来衡量物理环境风险,并选取了 12 个欧盟国家的 26 家银行。我们使用量化-mLSTM 算法扩展了 CoVaR 框架,从而获得了时变 CoVaR。然后,我们使用时变偏导数来计算银行的尾部风险溢出效应。接下来,我们构建了一个面板Quantile-on-Quantile模型,以探索物理环境风险与系统性风险之间的非线性关系。我们发现,在 COVID-19 和俄乌冲突期间,CoVaR 显著增加。然而,在以色列-哈马斯冲突期间,CoVaR 并没有明显上升。此外,我们的研究结果表明,物理环境风险与银行系统性风险之间存在非线性关系。在大多数情况下,较高的自然环境风险通常会增加系统性风险。在正常市场条件下,而非极端市场情况下,投资者关注度的提高会放大物理环境风险对系统风险的边际影响。我们的研究深入揭示了环境因素、投资者关注度和金融稳定性之间的相互作用,强调了投资者情绪在放大物理环境风险对系统风险影响方面的关键作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonlinear relationship between physical environment risks, investor attentions, and financial systemic risks: Evidence from mLSTM-CoVaR networks.

How do physical environment risks affect financial market systemic risk? We use remoting data to measure physical environment risks and select 26 banks across 12 EU countries. We extend the CoVaR framework with the quantile-mLSTM algorithm, obtaining time-varying CoVaRs. We then use time-varying partial derivatives to calculate the banks' tail risk spillover effects. Next, we construct a panel Quantile-on-Quantile model to explore the nonlinear relationship between physical environmental risks and the systemic risk. We show that CoVaR significantly increases during COVID-19 and the Russia-Ukraine conflict. However, CoVaR does not rise significantly during the Israel-Hamas conflict. Besides, our results display a nonlinear relationship between physical environmental risks and systemic risk in banks. Higher levels of physical environmental risks generally increase systemic risk in most conditions. Under normal market conditions, rather than extreme market situations, increased investor attention amplifies the marginal impact of physical environmental risks on systemic risk. Our research provides deeper insights into the interplay between environmental factors, investor attention, and financial stability, highlighting the critical role of investor sentiment in amplifying the impact of physical environmental risks on systemic risk.

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来源期刊
Journal of Environmental Management
Journal of Environmental Management 环境科学-环境科学
CiteScore
13.70
自引率
5.70%
发文量
2477
审稿时长
84 days
期刊介绍: The Journal of Environmental Management is a journal for the publication of peer reviewed, original research for all aspects of management and the managed use of the environment, both natural and man-made.Critical review articles are also welcome; submission of these is strongly encouraged.
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