Coal Mine Coulee is a valley located in Sheridan County, Montana. It appears on the Alkali Coulee USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,946.67 feet (593.35 m) above sea level. The nearest populated place is Medicine Lake, approximately 2.3 miles to the ESE.