Coal Oil Gulch is a valley located in Rio Blanco County, Colorado. It appears on the Mellen Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,357.77 feet (1,633.05 m) above sea level. The nearest populated place is Blue Mountain, approximately 6.1 miles to the NNE.