The banks in China can be considered as dynamic two-stage systems.
As a carry-over factor, non-performing loan has dynamic effects on the efficiency.
A dynamic two-stage DEA model on the basis of slacks-based measure is proposed.
Two-stage process and carry-over factor are both considered in the proposed model.
The proposed model can effectively identify the inefficiencies of Chinese banks.