Wildfires leave scars on the land that slowly fade as vegetation grows back. Using long records of satellite images from Alaska, we measured how long burned areas remain visibly damaged and built a statistical model to describe their recovery. We find that most areas recover in about three years, while some remain scarred for five to six years. Our approach can be reused to track recovery after other environmental disturbances.