Research Article

Industrial Structure, R&D Staff, and Green Total Factor Productivity of China: Evidence from the Low-Carbon Pilot Cities

Table 2

The input and output factors of GTFP.

IndicatorSecondary indicatorMeasurement

Input27Labor inputNumber of nonagricultural employments of the city at the end of the year (million)
Capital investmentCapital stock calculated by Goldsmith’s perpetual inventory method (million yuan)
Energy inputTotal annual electricity consumption of the city (billion kWh)

Desirable output10Economic outputReal GDP calculated based on 2003 (million yuan)
Ecological benefitsThe urban green coverage rate of the city
The comprehensive utilization rate of industrial solid waste

Undesirable output10Pollution indexComprehensive calculation of industrial wastewater, waste gas, and waste solid’s production (million ton) based on the entropy method