Rocky Branch is a stream located in Richmond County, North Carolina. It appears on the Rockingham USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 143.96 feet (43.88 m) above sea level. The nearest populated place is Jefferson Park, approximately 1.0 miles to the E.