Before revision:  Guarantee networks are highly sparse, incomplete, and exhibit a small world property and a power-law degree distribution. On the other hand, we present data-driven insights on the association of the topological structure of guarantee networks with economic shock (the 2008 global financial crisis ) and monetary policies (i.e., Chinese economic stimulus program and loose monetary policies and latter adjustment).
After revision:  Guarantee networks are highly sparse, incomplete, and exhibit a small world property and a power-law properties of the guarantee network and found the global financial crisis ) and monetary policies (i.e., Chinese economic stimulus program and loose monetary policies and latter adjustment).