As a result, innovation efficiency in the Western region is generally better, among them the relatively high innovation efficiency of Shaanxi, Sichuan, Chongqing and Guizhou provinces, and the constant difference in innovation efficiency in each province, and the greatest impact on innovation efficiency in the Western region.