We used field measurements of carbon stocks and disturbances from a two-year field study on the island of Newfoundland, Canada, along with remotely sensed environmental variables (e.g., stand height, elevation), to predict the spatial patterns in carbon stocks as well as predict where gaps formed by disturbances exist across each study area.