Based on the theory of human resource flexibility and the regression analysis of questionnaire data, this paper discusses the transmission mechanism of knowledge sharing between human resource flexible management and enterprise innovation ability. The empirical result shows that human resource flexible management is positively correlated with enterprise innovation ability, and knowledge sharing also plays a part in intermediary role. Then, according to the result of the empirical analysis, the paper puts forward targeted recommendations to improve enterprise innovation ability.