Upper Pendleton Canyon is a valley located in Otero County, New Mexico. It appears on the Graveyard Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 8,223.54 feet (2,506.53 m) above sea level. The nearest populated place is Crisp, approximately 1.5 miles to the NE.