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 1,337.49 feet (407.67 m) above sea level. The nearest populated place is Harmony Grove, approximately 0.8 miles to the WNW.