Chestnut Ridge is a ridge located in Blount County, Tennessee. It appears on the Kinzel Springs USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,138.45 feet (347.00 m) above sea level. The nearest populated place is Rocky Branch, approximately 0.6 miles to the ESE.