A new hybrid methodology consists of SFA-GARCH model and RBFN model is structured. Regional energy efficiency in China is measured during 2003–2014. Short-term forecast is examined without manual intervention from 2016 to 2020. The hybrid methodology avoids the superposition of errors of the individual forecasts. The 30 regions in China are clustered into high, moderate and low efficiency areas.