Digital input, as an important engine for high-quality development, has provided new impetus for green transformation and development of manufacturing enterprises. In this study, unique panel data samples matched from the Global Multi-regional Input-output Database from 2000 to 2014, the Chinese Industrial Enterprise database, and the Chinese Industrial Enterprise Pollution Database are used to estimate the green productivity of Chinese manufacturing enterprises by adopting a non-radial and non-angular SBM model that considers unex-pected outputs. Furthermore, a panel Tobit model is adopted to...