“…or several meteorological stations as input (Botter et al, 2007c, a;Botter et al, 2013;Ceola et al, 2010;Basso et al, 2015;Schaefli et al, 2013), which is potentially limiting for the model performance since good area-averaged input estimates are critical. Recent progress in spaceborne precipitation observation, and in particular the Global Precipitation Measurement (GPM) mission, potentially offers an interesting new data source for area-averaged precipitation estimates, even in such complex terrain as the Swiss Alps (Gabella et al, 2017), with the drawback of covering only short historical periods. Here, we use the relatively new spatial precipitation data set of MeteoSwiss with a nominal res- This data set can be assumed to give relatively good estimates of area-averaged precipitation (Paschalis et al, 2014;Addor and Fischer, 2015), even in mountainous areas where there are only few meteorological stations.…”