Forecasting the EV charging load based on customer profile or station measurement?

•We compare the forecasting of the EV charging load based on two different datasets.•Customer profile dependent dataset is prone to privacy invasion.•Station measurement dataset is directly measured from charging outlets.•Results show customer profile based prediction is faster due to less preprocessing.•We found that both datasets yield comparable forecasting error.