Asymmetry and determinants of financial connectivity in G20: Evidence from a quantile-based and lasso regression analysis

IF 3.8 3区 经济学 Q1 BUSINESS, FINANCE
Guangyi Yang , Yong Li , Xiaoxing Liu
{"title":"Asymmetry and determinants of financial connectivity in G20: Evidence from a quantile-based and lasso regression analysis","authors":"Guangyi Yang ,&nbsp;Yong Li ,&nbsp;Xiaoxing Liu","doi":"10.1016/j.najef.2025.102379","DOIUrl":null,"url":null,"abstract":"<div><div>As global financial markets become more integrated, the interconnected characteristics among these markets have become increasingly pronounced, making the network of interconnections among national financial markets a significant carrier of systemic financial risk contagion. Against the backdrop of frequent systemic financial risks, exploring the relationships among financial risks across countries in extreme market conditions holds substantial policy significance. To this end, this paper employs Lasso quantile regression to capture tail event linkages and explore the dependencies of tail events (TE) between Chinese macroeconomic conditions and major financial institutions (FI). Having verified the model’s capability in effectively predicting financial risks, a network of financial risk connectivity including China and G20 countries is established using the quantile-based TVP − VAR method. The research finds that, firstly, in extreme market conditions, the spillover effects of financial risks are significantly intensified. At this time, the spillover effects of financial risks from developed countries are significantly greater than those from developing countries. Secondly, there is significant asymmetry in financial risk spillovers among different countries, and the left-tail risk spillover effects are higher than the right-tail under various extreme market conditions, indicating that under negative economic or financial news, the speed and impact of risk propagation are wider. Thirdly, under extreme market conditions, the financial risk connectivity of G20 countries is primarily driven by information transmission mechanisms, mainly through capital flows and cross-border credit, whereas under normal market conditions, the transmission of financial risks among nations is mainly due to deeper structural changes within their financial markets.</div></div>","PeriodicalId":47831,"journal":{"name":"North American Journal of Economics and Finance","volume":"77 ","pages":"Article 102379"},"PeriodicalIF":3.8000,"publicationDate":"2025-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"North American Journal of Economics and Finance","FirstCategoryId":"96","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1062940825000191","RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0

Abstract

As global financial markets become more integrated, the interconnected characteristics among these markets have become increasingly pronounced, making the network of interconnections among national financial markets a significant carrier of systemic financial risk contagion. Against the backdrop of frequent systemic financial risks, exploring the relationships among financial risks across countries in extreme market conditions holds substantial policy significance. To this end, this paper employs Lasso quantile regression to capture tail event linkages and explore the dependencies of tail events (TE) between Chinese macroeconomic conditions and major financial institutions (FI). Having verified the model’s capability in effectively predicting financial risks, a network of financial risk connectivity including China and G20 countries is established using the quantile-based TVP − VAR method. The research finds that, firstly, in extreme market conditions, the spillover effects of financial risks are significantly intensified. At this time, the spillover effects of financial risks from developed countries are significantly greater than those from developing countries. Secondly, there is significant asymmetry in financial risk spillovers among different countries, and the left-tail risk spillover effects are higher than the right-tail under various extreme market conditions, indicating that under negative economic or financial news, the speed and impact of risk propagation are wider. Thirdly, under extreme market conditions, the financial risk connectivity of G20 countries is primarily driven by information transmission mechanisms, mainly through capital flows and cross-border credit, whereas under normal market conditions, the transmission of financial risks among nations is mainly due to deeper structural changes within their financial markets.
G20金融互联互通的不对称性及其决定因素:来自分位数和套索回归分析的证据
随着全球金融市场一体化程度的提高,各国金融市场之间的相互联系特征日益明显,各国金融市场之间的相互联系网络成为系统性金融风险传染的重要载体。在系统性金融风险频发的背景下,探讨极端市场条件下各国金融风险之间的关系具有重要的政策意义。为此,本文采用Lasso分位数回归捕捉尾事件联系,探讨中国宏观经济状况与主要金融机构(FI)之间尾事件(TE)的依赖关系。在验证了模型有效预测金融风险的能力后,采用基于分位数的TVP - VAR方法建立了包括中国和G20国家在内的金融风险连通性网络。研究发现,第一,在极端市场条件下,金融风险的溢出效应显著加剧。此时,发达国家金融风险的外溢效应明显大于发展中国家。其次,不同国家间金融风险溢出存在显著的不对称性,在各种极端市场条件下,左尾风险溢出效应高于右尾,说明在负面经济或金融消息下,风险传播的速度和影响更广。第三,在极端市场条件下,G20国家金融风险的互联互通主要是由信息传递机制驱动的,主要是通过资本流动和跨境信贷,而在正常市场条件下,国家间金融风险的传递主要是由于各国金融市场内部更深层次的结构性变化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
7.30
自引率
8.30%
发文量
168
期刊介绍: The focus of the North-American Journal of Economics and Finance is on the economics of integration of goods, services, financial markets, at both regional and global levels with the role of economic policy in that process playing an important role. Both theoretical and empirical papers are welcome. Empirical and policy-related papers that rely on data and the experiences of countries outside North America are also welcome. Papers should offer concrete lessons about the ongoing process of globalization, or policy implications about how governments, domestic or international institutions, can improve the coordination of their activities. Empirical analysis should be capable of replication. Authors of accepted papers will be encouraged to supply data and computer programs.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信