Bailey Branch is a stream located in Grundy County, Tennessee. It appears on the Burrow Cove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,020.34 feet (311.00 m) above sea level. The nearest populated place is Elkhead, approximately 1.8 miles to the NE.