Science-driven industry and innovation was defined with the industrial-science correlation method, used social network analysis to explore the network status and role of science-driven industry and innovation in the entire industry, and analyzed the participants’ network relationship of industrial innovation ecology. The results show that science-driven innovation achievements are at the center of the network, which can provide experience output and knowledge dependence for other innovation achievements, and become the cornerstone of innovation-driven development. At the same time, the examination cycle of science-driven innovation achievements should be significantly longer than "technology-driven innovation", the technology coverage is significantly wider than "technology-driven innovation", and science-driven innovation can improve the possibility of high-value technology breakthrough; Science-driven industries are the industries where a large number of science-driven innovations converge. They are the key technologies for the development of the entire industry. They have the ability to obtain, coordinate and allocate resources, integrate internal and external information and knowledge resources, drive the common development of other industries through frequent exchanges and cooperation, and lay the foundation for the formation and evolution of the industry; The network structure between innovation subjects is tight. The IUR cooperation system plays an important role in the science-driven industry. Enterprises occupy the dominant position as the main subject of innovation and participate in scientific research, while public institutions such as universities have faster dissemination of innovation results, and their central position in the innovation network has irreplaceable advantages.