Sumpters Canyon is a valley located in Union County, New Mexico. It appears on the Emery Peak USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,681.13 feet (1,731.61 m) above sea level. The nearest populated place is Madison (historical), approximately 6.4 miles to the WSW.