Bailey Branch is a stream located in Cocke County, Tennessee. It appears on the Paint Rock USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,328.74 feet (405.00 m) above sea level. The nearest populated place is Harmony Grove, approximately 0.8 miles to the NW.