Tanner Hollow is a valley located in Perry County, Tennessee. It appears on the Jeannette USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 359.70 feet (109.64 m) above sea level. The nearest populated place is Mousetail (historical), approximately 0.6 miles to the SSW.