Kemp Hollow is a valley located in Smith County, Tennessee. It appears on the Carthage USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 554.82 feet (169.11 m) above sea level. The nearest populated place is Difficult, approximately 0.5 miles to the W.