Frontier research primarily focuses on the effect of urban development models land use efficiency, while ignoring new-type green efficiency. Accordingly, this paper employs a super efficiency slacks-based measure (super-SBM) model with undesirable outputs to based panel data from 152 prefecture-level cities for period 2004–2017. We construct difference-in-differences (DID) in test impact smart ...