“…Due to the in-depth implementation of innovation-driven development strategies and the continuous progress of urbanization, researchers have paid increasing attention to regional innovation. Most literature has paid greater attention to the efficiency of regional innovation, including the measurement of innovation efficiency (Wang Chunzhi, Zhao Guojie, 2015 [1]; Zhang et al 2003 [2]; Agbali, Trillo et al (2017) [3]; Ben and Wang (2011) [4]; Cooke (2001) [5]; Villani and Lechner (2021) [6]); and regional differences in innovation efficiency and its contributing factors (Mao Qi Lin, Xu Jiayun, 2015 [7]; Cheng Qiang, et al, 2015 [8]; Zhang Changzheng, 2012 [9]; Bai Junhong, Jiang Fuxin, 2011 [10]; Zhou Xiaoyan, 2009 [11]; Jefferson et al, 2006 [12]; Nasierowski and Arcelus, 2003 [13]; Narula, 2000 [14]; Hong, Feng et al (2016) [15]; Wang, Yang et al (2019) [16]). Cooke (2001) [5] believes that European regional innovation is overly dependent on the government for public intervention, leading to market failure.…”