Backcountry skiing is a popular form of recreation in Switzerland and worldwide, despite numerous avalanche accidents and fatalities that are recorded each year. There is a need for spatially explicit information on backcountry usage for effective risk estimations and avalanche forecast verification. We used GPS tracks and online engagement data to model and predict daily backcountry skiing base rates in the Swiss Alps based on a set of snow, weather, temporal and environmental variables.