Gheorghe Catalin, Panazan Oana
Department of Engineering and Industrial Management, Transilvania University of Brasov, Brașov, Romania.
PLoS One. 2025 Sep 2;20(9):e0330557. doi: 10.1371/journal.pone.0330557. eCollection 2025.
This study investigates the effect of geopolitical risk on the market volatility of four strategic sectors - defense, cybersecurity, energy, and critical raw materials - using a sample of 90 companies and ETFs over the 2014-2025 period. Applying Quantile-on-Quantile Connectedness (QQC) and Causality-in-Quantiles (CiQ) methods, the study captures the asymmetric and nonlinear relationships between geopolitical uncertainty and market volatility. The findings show that defense and cybersecurity sectors act as defensive assets during geopolitical crises, while energy and critical raw materials sectors exhibit increased sensitivity to external shocks. The QQC approach reveals heightened interconnectedness under extreme volatility, while CiQ tests confirm regime-dependent causal links. These differences across sectors provide a comprehensive perspective on geopolitical contagion and offer actionable insights for policymakers and investors seeking to develop more resilient strategies in volatile global conditions.
本研究使用2014 - 2025年期间90家公司和交易型开放式指数基金(ETF)的样本,调查地缘政治风险对四个战略部门——国防、网络安全、能源和关键原材料——市场波动的影响。应用分位数对分位数连通性(QQC)和分位数因果关系(CiQ)方法,该研究捕捉了地缘政治不确定性与市场波动之间的不对称和非线性关系。研究结果表明,在地缘政治危机期间,国防和网络安全部门充当防御性资产,而能源和关键原材料部门对外部冲击的敏感度增加。QQC方法揭示了在极端波动情况下更高的相互关联性,而CiQ测试证实了依赖于状态的因果联系。各部门之间的这些差异为地缘政治蔓延提供了全面视角,并为寻求在动荡的全球环境中制定更具弹性战略的政策制定者和投资者提供了可行的见解。