Coal Bank Spring is a spring located in Powder River County, Montana. It appears on the Coleman Draw USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,207.17 feet (977.55 m) above sea level. The nearest populated place is Willow Crossing, approximately 5.5 miles to the SW.