Based on an extended neoclassical growth model, this paper explores the endogenous mechanism between financial structure and economic growth. Our theoretical analysis shows that there exists an optimal financial structure evolving to meet different demands of the real economy in the process of economic development. We then investigate whether financial structure matters for economic growth using a panel data of 29 provinces across the eastern, central, and western regions in China from 1996 to 2