Abstract:Policy is the soul of science and technology finance. Various types of sci-tech finance policies can improve enterprise innovation performance in an all-round way, and further release the performance with the help of capital network effect. Based on the national sci-tech financial policy documents from 2011 to 2020, this paper uses Latent Dirichlet Allocation for cluster analysis, divides the science and technology financial policy into macro orientation, capital support, platform construction and patent protection, and deeply excavates the promotion effect of various policies on enterprise innovation performance and the regulatory effect of financial network. The results show that the four types of sci-tech financial policies can significantly improve the innovation performance of enterprises, and the capital network centrality enhances the promotion effect of three types of science and technology financial policies on the innovation performance of enterprises: macro orientation, capital support and patent protection. Then from the policy, network and enterprise three aspects, put forward countermeasures and suggestions.