统计研究 ›› 2021, Vol. 38 ›› Issue (7): 47-63.doi: 10.19343/j.cnki.11-1302/c.2021.07.004

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杠杆率、资产价格与经济增长时变关联研究——基于混频MS-VAR 分析

桂文林 程慧   

  • 出版日期:2021-07-25 发布日期:2021-07-25

Research on Time-varying Correlation of Leverage, Asset Price and Economic Growth—Based on Mixed-frequency MS-VAR Analysis

Gui Wenlin Cheng Hui   

  • Online:2021-07-25 Published:2021-07-25

摘要: 把握杠杆率、资产价格与经济增长内在关联为经济增长、去杠杆、防范金融风险提供思路。本文使用混频马尔科夫区制转换向量自回归(MF-MS-VAR)模型,从杠杆总量和结构研究三者时变特征、传导机制及结构差异。结果表明:总杠杆MF-MS-VAR 模型优于MF-VAR 和MS-VAR 模型,我国经济运行为两区制;总杠杆率增速与经济增速逆周期,适度杠杆率是经济和资产价格稳增长的保障;股票和房价均对经济增长有积极作用,应控制其适度增长,避免高位时资产泡沫产生;股价和房价对杠杆率作用有异质性,经济高位时,资产价格泡沫的产生需要杠杆支撑;经济增速对房价和股价影响有异质性,经济低位,经济增长挤出房价,经济处于高位和产生资产泡沫时,房价挤出实体经济增长,经济低位,经济快增长但杠杆率慢增长,高位时经济快增长,杠杆率仍慢增长,去杠杆明显;结构杠杆表明,企业杠杆率在总杠杆率中处主导地位,政府、居民杠杆增速和经济增长为顺周期;总体资产价格增长带来我国经济快发展,相关经济政策控制较好,但政府公共投资资产价格对经济增长影响较小;经济增速对企业、政府和居民杠杆增速的作用依次降低。总之,MF-MS-VAR 模型对于研究三者关系有重要实践意义。

关键词: 杠杆率, MF-MS-VAR模型, 混频Granger因果检验, 经济增长

Abstract: Grasping the correlation between leverage, asset price and economic growth can provide ideas for economic growth, deleveraging and preventing financial risks. This study innovatively analyzes the timevarying characteristics, conduction mechanism, and structural differences of the three from the total and structure of leverage using the mixed-frequency Markov regional switching vector auto-regression (MF-MSVAR) model. The results show that: The MF-MS-VAR model at the total leverage is better than the MF-VAR and MS-VAR models, China’s economic operation shows a two-zone characteristic. Total leverage growth and economic growth are counter-cyclical, and a moderate leverage level is the guarantee of stable economic and asset price growth. Stocks and real estate prices both have a positive effect on economic growth, but we should moderate their growth to avoid asset bubbles. Stock and real estate prices have heterogeneous effects on leverage, and when the economy is running high, asset price bubbles need leverage support. The impact of economic growth on real estate and stock prices is heterogeneous. When the economy is low, economic growth squeezes out real estate prices; when the economy is high and in a bubble, real estate prices squeeze out the real economic growth. When the economy is low and growing rapidly but the leverage growth rate is low, but when the economy is high and growing fast, the leverage growth rate is still low, with obvious deleveraging. Structural leverage shows that corporate leverage is dominant in total leverage. The leverage growth rate of government and residents and the economic growth are cyclical. On the whole, the growth of asset prices has brought about the rapid development of China’ s economy, and the relevant economic policies have good control. However, the asset prices of government public investment have little impact on economic growth. The effect of economic growth is mitigated in order on leverage growth of enterprises, government and residents. In a word, the MF-MS-VAR model is of great practical significance in studying the relationship between them.

Key words: Leverage, MF-MS-VAR Model, Mixed-frequency Granger Causality Test, Economic Growth