Stump Hollow is a valley located in Clinton County, Pennsylvania. It appears on the Hammersley Fork USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 959.52 feet (292.46 m) above sea level. The nearest populated place is Leidy, approximately 0.3 miles to the SW.