Groundhog Ridge is a ridge located in Polk County, Tennessee. It appears on the Caney Creek USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 3,553.15 feet (1,083.00 m) above sea level. The nearest populated place is Grassy Creek, approximately 4.3 miles to the E.