We evaluate the industrial carbon productivity of China’s provinces.
The regional disparity and clustering features exist simultaneously.
There is evident spatial dependence in regional industrial carbon productivity.
We employ spatial panel data models to examine the impact factors.
Spatial effects are found to be important in understanding industrial CO2 emissions.