Quantile regression is used to predict residential energy use categories. A method for calculating GHG emissions for residential energy use is introduced. The use of actual datasets for energy modeling and policy making is evaluated. Prediction power for HVAC energy use is scale-dependent, unlike other categories. Pricing and retrofit strategies do not impact energy savings in some categories.