China’s Dual-pillar Framework for Monetary and
Macroprudential Policy: An Analysis Based on TVP-
FAVR and MF-VAR Models*Changchun PanLong ZhangLong Jiang**Abstract: Following the 2007-2008 financial crisis, China’s “dual-pillar” framework for monetary
and macroprudential policy has become the primary means through which China’s central bank
regulates price stability and financial stability. This report measures China’s financial conditions index
using a time-varying parameter factor-augmented vector autoregressive model, conducting a mixed-frequency Granger causality test to measure the causality between this FCI and China’s consumer
price index, and further analyzing the dual-pillar framework using a constructed
financial volatility
index (FCIF) and price volatility index (CPIF). Results reveal a marked difference in the fluctuations and
trends of the gaps in the financial variables of the synthetic FCI. It is found that FCI has a leading effect on
economic growth as well as inflation, and that the causal relationship between FCI and CPI is ds: Financial Stability; Macroprudential Policy; Monetary Policy; Price uctionEver since the “New Consensus” monetary policy framework was established in the late
1970s, many countries have adopted both conventional and unconventional monetary policies
to regulate and control macroeconomic development as per their respective policy objectives.
A rule of enacting monetary policy aimed at stabilizing currency inflation took shape as a
result (Taylor, 1993; Fève et al., 2010). Specifically, the primary objective for monetary policy
in most countries before the recent 2007-2008 economic crisis was to stabilize prices and
*Funding Programs: Key Program of National Social Science: Research on the Forming Mechanism of National
Economic New Normal, Tendency Features and Corresponding Monetary Policy (15AZD&001). Major Program of
National Social Science: Research on the Market Foundation, Systematic Mechanism, and Development Model Which
Leads the New Normal of Economic Development (15ZDC008). Major Program of National Social Science: Property
Price and Monetary Policy Regulation: Theoretical Simulation and Calculation Research (2018M631856). ** Changchun Pan, Research Assistant at School of Economics at Jilin University; Long Zhang, Business College at Jilin
University; Long Jiang, Business College at Jilin University.
China’s Dual-pillar Framework for Monetary and Macroprudential Policy:An Analysis Based on TVP-FAVR and MF-VAR Models· 139 ·promote economic authority would consider financial risk only in the condition
that the latter has a negative impact on forecasting currency inflation and economic growth.
The Jackson Hole consensus opposes making financial stability the primary objective of
monetary policy. (Bernanke and Gertler, 2001; Posen, 2006). The outbreak and spread of
the worldwide financial crisis in 2007 made economic theorists, academic communities,
and financial authorities realize that some fluctuations during the economic cycle cannot
be effectively controlled by monetary policy alone. Countries are now paying much more
attention to financial stability as a result (Li, 2009; Singh and Pattanaik, 2012).
Financial stability is critical for preventing financial risks and “gray rhinos” from
emerging in an economic system. It is also a strong guarantor for the healthy and stable
economic development of a nation on the whole. For a long time, the objectives for monetary
policy in China were economic growth, price stability, high rates of employment, and
financial stability, among others. However, a regulation and control model that uses a single
tool for multiple objectives often generates unpredictability in policy signals, and regulation
can be ineffective. Macroeconomic objectives have some time-phased features, and for
various economic goals sought at different stages of economic cycles, specific policy tools
would bring about different results. Some objectives demand the use of monetary policies,
while others require macroprudential policies. Some others need both (Liu and Zhang,
2018). However, in general the target for monetary policies would be the resolution of
economic problems on the whole, economic growth and price stability. Macroprudential
policies are most often utilized to sustain financial stability, in order to prevent or resolve
systematic financial risk. Note however, that these two policies are not independent of
one another, but rather have a mutual influence on each other (Zhang and Ji, 2017). Thus,
the establishment and refining of China’s dual-pillar framework for monetary policy and
macroprudential policy could be very useful for preventing systematic financial crises.1 Literature Review and Research DevelopmentThe outbreak and spread of the international economic crisis in 2007 made the monetary
authorities of every country realize that their policies should not only focus exclusively on
currency inflation and economic growth, but also take financial stability into consideration.
Many scholars have conducted theoretical and empirical studies on problems related
to price stability, financial stability, and monetary policies. The focus of those studies
is constructing dual-pillar framework through the financial stability indices and
macroprudential policy rs have analyzed the development of China’s dual-pillar framework of monetary
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