The SGMM is used for the effect of environmental innovation on carbon emissions. Energy efficiency proves the most effective way to reduce China’s carbon emissions. Innovation resources and knowledge innovation are conducive for carbon reduction. The governmental environmental policies have lag effect on carbon reduction. The effect of China’s initial CET on carbon emissions reduction has appeared.