Bailey Branch is a stream located in Monroe County, Kentucky. It appears on the Vernon USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 515.09 feet (157.00 m) above sea level. The nearest populated place is Coe, approximately 0.7 miles to the ENE.