Bailey Island is a island located in Hardin County, Tennessee. It appears on the Olivehill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 439.63 feet (134.00 m) above sea level. The nearest populated place is Bethlehem, approximately 0.9 miles to the NNE.