Arctic precipitation increases can freshen the Arctic Ocean surface and reduce sea ice loss, and affect the mass balance of high-latitude glaciers and ice sheets (Bintanja et al., 2018;Bintanja & Selten, 2014;Min et al., 2008). Understanding what drives increased precipitation sensitivity to climate change in the Arctic is fundamental to build confidence in future projections of Arctic precipitation change and narrow their spread.Arctic amplification of both temperature and humidity changes is strongest during the cold season, when incoming solar radiation is low or zero and the Arctic energy budget is dominated by advection of heat from lower latitudes, heat release from the ocean surface and radiative cooling to space (Collins et al., 2013;Serreze & Barry, 2011;Serreze et al., 2007). Enhanced Arctic warming compared to lower latitudes has been attributed to local radiative feedbacks (Stuecker et al., 2018) and increased advection of moist air masses from lower latitudes (Woods & Caballero, 2016). The increased absorption of solar radiation by darker surfaces caused by snow and ice melt (surface albedo feedback) and the weak Arctic infrared cooling to space caused by thermal stratification (lapse-rate feedback) are the most important local feedback mechanisms contributing to Arctic amplification (Hahn et al., 2021;Pithan & Mauritsen, 2014).Prior research on Arctic amplification of precipitation changes has often been based on what we call the moisture hypothesis, arguing that additional moisture supply causes increased precipitation. This hypothesis assumes that Arctic precipitation and its increase under global warming are limited by moisture