Chestnut Oak Mountain is a summit located in Whitley County, Kentucky. It appears on the Rockholds USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,793.27 feet (546.59 m) above sea level. The nearest populated place is Watts Creek Jellico Coal Company (historical), approximately 1.7 miles to the WSW.