Very excited to release this paper today. By using a staggered roll-out of heat pumps in the UK, we find that: 1. Heat pumps reduce households’ total energy use by a whopping 40%, and carbon emissions by 36%, evidencing the real-world impact of their superior efficiency over gas boilers.