Chestnut Oak Mountain is a summit located in Whitley County, Kentucky. It appears on the Rockholds USGS 7.5-minute topographic quadrangle. The nearest populated place is Watts Creek Jellico Coal Company (historical), approximately 1.7 miles to the WSW.