Abstract:High-tech industry is the main body of innovation driving, and innovation efficiency is an important symbol of industrial innovation ability. It is of great significance to study the spatiotemporal evolution process of high-tech industry innovation efficiency. This paper uses the 2001-2017 high-tech industry statistical data, measures the innovation efficiency of the high-tech industry, uses the center of gravity model, the center of gravity movement distance model, the center of gravity coupling situation model, and the coupling coordination degree model to study innovation The spatiotemporal evolution of efficiency and its relationship with the economic center of gravity and the coupling and coordination relationship between innovation efficiency and economic growth show that the overall innovation efficiency of high-tech industries is not high, and the development is relatively uneven; the center of high-tech innovation efficiency moves to the southeast. The economic center of gravity is moving toward the southwest; the high-tech industry innovation efficiency center of gravity has a high degree of spatial overlap with the economic center of gravity, and the consistency of changes is high; the overall coordination level of high-tech industry innovation efficiency and economic growth is still low.