Abstract:Marquist index, coupling coordination index, exploratory spatial data analysis and other methods were used to analyze the relationship between innovation spillover capacity, green total factor productivity and spatial and temporal pattern of 30 provinces and cities in China from 2008 to 2018 from two dimensions of time and space. The results show that :(1) from the perspective of time dimension, the overall green total factor productivity of China presents an upward trend; (2) from the perspective of spatial dimension, green total factor productivity has a significant positive spatial correlation; (3) from the perspective of the coupling and coordination relationship, the innovation level and green total factor productivity in the current stage are in the running-in coupling and basic coordination stage, indicating that there is a strong correlation between innovation level and green total factor productivity, but the overall coordination degree still has a large space for development; (4) from the spatial regression results, innovation spillover and economic development level are conducive to the improvement of green total factor productivity, and are mainly influenced by technological progress; The level of opening to the outside world has no significant effect on the growth of TFP in this region, but has a negative effect on the neighboring regions. The urbanization process promotes the growth of TFP in this region, and human capital inhibits the growth of TFP in this region, but has no significant effect on the neighboring regions.