PROGRESS IN GEOGRAPHY

Spatial nonstationarity effects of human capital on urban innovation in China

GU Hengyu, ZHANG Yuting, HAN Xiaosu, LI Yuxiang

PROGRESS IN GEOGRAPHY, 2025, 44(2): 240-255. DOI: 10.18306/dlkxjz.2025.02.003

Tab.2 Statistics of urban human capital and innovation in China in 2010 and 2020

Other figure/table from this article

Tab.1 Variables and data description
Fig.1 Spatial distribution of human capital and urban innovation in 2010 and 2020
Tab.3 Descriptive statistics of urban innovation and human capital of China in 2010 and 2020
Fig.2 Spatial clustering results of human capital and urban innovation in 2010 and 2020
Fig.3 Distribution of change rates of human capital and urban innovation in 2010 and 2020
Tab.4 Overall regression results of OLS model
Tab.5 OLS regression results for the three large urban agglomerations and other regions
Fig.4 Results of the MGWR and robustness test
Fig.5 Bandwidths of variables in the MGWR model
Fig.6 Spatial differentiation patterns of factors influencing urban innovation in China
Fig.7 Regression results of the human capital interaction term
Fig.8 Spatial nonstationarity mechanisms for human capital and urban innovation