Stump Pond is a reservoir located in Stanly County, North Carolina. It appears on the Aquadale USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 432.85 feet (131.93 m) above sea level. The nearest populated place is Aquadale, approximately 0.5 miles to the ENE.