The paper expounds the construction methods of hospital research efficiency evaluation system, uses principal component analysis (PCA), stochastic frontier analysis and other methods to evaluate research efficiency and analyzes the main influencing factors, and puts forward suggestions, including increasing the investment of hospital research personnel, optimizing the research management evaluation system, regulating the investment of fund projects, etc.