Kelley Ridge is a ridge located in Marion County, Tennessee. It appears on the Palmer USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,185.04 feet (666.00 m) above sea level. The nearest populated place is Pine Hill, approximately 1.1 miles to the SE.