I’m doing a research survey of empirical evaluations of energy efficiency using billing data. Much evaluation is done in the laboratory and these estimates are extrapolated to the field. I’m looking at whether field data has been used to test the laboratory assumptions. I found one by Dubin et al from 1986. I review why this is important and other related articles. This is part of my ongoing research so feedback, especially detailed and esoteric knowledge are greatly appreciated.