Rock Tank Canyon is a valley located in Otero County, New Mexico. It appears on the Woodson Canyon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 6,638.63 feet (2,023.45 m) above sea level. The nearest populated place is Mayhill, approximately 2.8 miles to the NNW.