A comparative analysis of China's regional energy and emission performance: Which is the better way to deal with undesirable outputs?

► We evaluate China's regional energy and emission performance using DEA based models. ► We compare two undesirable outputs treatments according to the evaluation results. ► To treat undesirable outputs as inputs has weaker discriminating power in evaluation. ► Simplex energy performance, without environmental factors, is a biased evaluation. ► China's energy and emission performance is approximately stable during study period.