The study found that both monetary policy and macro-prudential policy have a significant negative impact ocorporate capital structure, among which the impact of macro-prudential policy is more significant. In further analysis, the United States and the United Kingdom showed policy coordination, Germany and South Korea showed policy interaction and structural adaptability, and China highlighted the efficiency and uniqueness of the policy system.xuj