统计研究 ›› 2023, Vol. 40 ›› Issue (7): 45-57.doi: 10.19343/j.cnki.11–1302/c.2023.07.004

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跨境资本的全球协动与区域联动研究——基于时变参数多层动态因子模型

王金明 王心培   

  • 出版日期:2023-07-25 发布日期:2023-07-25

Research on Global and Regional Co-movement of Cross-border Capital Flows: Based on the Multi-level Dynamic Factor Model with Time-varying Parameters

Wang Jinming Wang Xinpei   

  • Online:2023-07-25 Published:2023-07-25

摘要: 跨境资本流动对金融稳定具有重要影响,探究全球和区域资本流动的协同波动有助于防范外部冲击带来的金融风险。本文采用带有随机波动率的时变多层动态因子模型,识别跨境资本流动的全球协动与区域联动特征,在此基础上通过方差分解量化全球和区域协同波动在解释资本流动中的重要性及动态变化特征。研究结果表明:从全球平均层面来看,全球和区域协同波动对资本流入与资本流出具有决定性作用,2008年国际金融危机后资本流动对外部冲击的敏感度上升;全球协动与区域联动能够解释我国大部分资本流动波动,我国资本流动对外部冲击敏感度的时变性更强。进一步将全球和区域协同波动的方差贡献度之和作为资本流动对外部冲击的敏感度,本文考察了结构性和周期性变量如何影响资本流动对外部冲击的敏感度。结果显示,金融发展水平、贸易开放程度等国内结构性变量的改善能够显著缓解资本流动对外部冲击的敏感度,这一结论为提高一国资本流动管理水平,进而维护金融稳定提供了有益的政策启示。

关键词: 跨境资本流动, 协同波动, 时变多层动态因子模型, 外部冲击, 敏感度

Abstract: Cross-border capital flows have an important impact on financial stability. Exploring the global and regional co-movements of cross-border capital flows will help to prevent financial risks caused by external shocks. In this paper, we use a multi-level dynamic factor model with time-varying parameters and stochastic volatility to identify the global and regional co-movements of cross-border capital flows. On this basis, we quantify the importance and dynamics of global and regional co-movements of capital flows in explaining capital flows through variance decomposition. The results show that: From the global average level, global and regional co-movements play a decisive role in capital inflow and capital outflow, and the sensitivity of capital flows to external shocks has increased after the 2008 international financial crisis. Global and regional co-movements can explain most of the fluctuations of China?s capital flows, and the time-varying characteristics of the sensitivity of capital flows to external shocks are more obvious in China. Further, taking the sum of variance contributions of global and regional co-movements as the sensitivity of capital flows to external shocks, we examine how structural and cyclical variables affect the sensitivity of capital flows to external shocks. The results show that the improvement of domestic structural variables such as financial development level and trade openness can significantly decrease the impact of external shocks on capital flows. The research of this paper provides useful policy enlightenment for improving the management of capital flows and maintaining financial stability in a country.

Key words: Cross-border Capital Flows, Co-movement, Multi-level Dynamic Factor Model with Time-varying Parameters, External Shocks, Sensitivity