Stump Hollow Canyon is a valley located in Power County, Idaho. It appears on the Pauline USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,006.86 feet (1,526.09 m) above sea level. The nearest populated place is Pauline, approximately 1.8 miles to the ESE.