Bailey Branch is a stream located in Barren County, Kentucky. It appears on the Temple Hill USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 721.78 feet (220.00 m) above sea level. The nearest populated place is Temple Hill, approximately 2.2 miles to the W.