Chestnut Ridge is a ridge located in Polk County, Tennessee. It appears on the Ducktown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,886.48 feet (575.00 m) above sea level. The nearest populated place is Caney Creek, approximately 4.4 miles to the WNW.