Bailey Branch is a stream located in Harlan County, Kentucky. It appears on the Nolansburg USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,367.41 feet (416.79 m) above sea level. The nearest populated place is Colts, approximately 0.3 miles to the SSW.