Groundhog Ridge is a ridge located in Cocke County, Tennessee. It appears on the Hartford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,526.90 feet (1,075.00 m) above sea level. The nearest populated place is Naillontown (historical), approximately 2.4 miles to the NE.