Indispensable Source of Risk Contagion With Big Data Analysis From a More Comprehensive View on Shadow Banking

IF 5.5 3区 材料科学 Q2 CHEMISTRY, PHYSICAL ACS Applied Energy Materials Pub Date : 2024-03-06 DOI:10.4018/jgim.339190
Peijin Li, Xiutong Yi, Chonghui Zhang, Tomas Baležentis
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Abstract

Although shadow banking widely exists in the financial systems of various countries, their definitions vary significantly due to specific economic and financial characteristics. This paper classifies Chinese shadow banking into six categories: securities, trust, private lending, banking, fund, and insurance. The AR-GARCH-DCC model is used to measure systemic risk spillover through from an industrial and institutional perspective. The network topology index is employed to analyze risk contagion and further explore influencing factors. Firstly, based on the results of the AR-GARCH-DCC, the estimated dynamic volatility (σ) indicates that shadow banking risk spillover is time-varying, especially in trust and securities. Second, according to the static risk spillover analysis, various institutions play different roles and can transform between risk spillovers and overflowers. Thirdly, eigenvector centrality, leverage, assets, CPI, and macroeconomic prosperity significantly impact shadow banking systemic risk spillover.
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从更全面的视角看影子银行:借助大数据分析,不可或缺的风险传染源
尽管影子银行广泛存在于各国的金融体系中,但由于具体的经济和金融特征不同,其定义也大相径庭。本文将中国影子银行分为证券、信托、民间借贷、银行、基金和保险六大类。采用 AR-GARCH-DCC 模型从产业和制度角度衡量系统性风险溢出。采用网络拓扑指数分析风险传染,并进一步探讨影响因素。首先,根据 AR-GARCH-DCC 的结果,估计的动态波动率(σ)表明影子银行风险溢出是时变的,尤其是在信托和证券领域。第二,根据静态风险溢出分析,各种机构扮演着不同的角色,可以在风险溢出者和溢出者之间转换。第三,特征向量中心性、杠杆率、资产、CPI 和宏观经济景气度对影子银行系统性风险溢出有显著影响。
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来源期刊
ACS Applied Energy Materials
ACS Applied Energy Materials Materials Science-Materials Chemistry
CiteScore
10.30
自引率
6.20%
发文量
1368
期刊介绍: ACS Applied Energy Materials is an interdisciplinary journal publishing original research covering all aspects of materials, engineering, chemistry, physics and biology relevant to energy conversion and storage. The journal is devoted to reports of new and original experimental and theoretical research of an applied nature that integrate knowledge in the areas of materials, engineering, physics, bioscience, and chemistry into important energy applications.
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