In the United States, consumers invest billions of dollars annually in energy efficiency, often on the assumption that … these investments will pay for themselves via future energy cost reductions. We study energy efficiency upgrades in K-12 …-frequency panel data, and demonstrate that this method outperforms standard panel fixed effects approaches. We find that energy …