Olive Hill Division (historical) is a census located in Hardin County, Tennessee. It appears on the Olivehill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 589.25 feet (179.60 m) above sea level. The nearest populated place is Crowtexas, approximately 0.3 miles to the NE.