Financial mathematics plays a crucial role in shaping modern financial markets. By using theories like harness theory and stochastic optimal control theory, researchers have shown how mathematical models drive innovation in financial instruments. These models also directly impact the development of financial markets. The application of mathematical knowledge in finance helps solve various financial problems and guides the advancement of mathematical tools in the financial sector.