“…Therefore, in order to accurately measure the impact of strategic improvement in green innovation efficiency, the years from 2013 to 2017 are considered as the evaluation years. Based on the authoritativeness, availability, and continuity of the data, data on R&D personnel full-time equivalent, internal R&D expenditures, number of unauthorized patents, and number of invention patents granted were obtained from China City Statistical Yearbook (2014–2018) [ 26 ]; data on fiscal expenditure on science and technology, revenue from new product sales, “green governance” inflation pressure, and “transformative” unemployment rate were obtained from China Statistical Yearbook and China City Statistical Yearbook (2014–2018) [ 32 ]; data on per unit GDP energy consumption were from China Energy Statistics Yearbook (2014–2018) [ 33 ]. The comprehensive environmental treatment rate was calculated using the entropy method based on three indexes, namely, excellent air quality rate, comprehensive utilization rate of fixed wastes, and centralized treatment rate of waste water, which were all derived from China Environmental Statistics Yearbook (2014–2018) [ 33 ].…”