Poole Branch is a stream located in Kemper County, Mississippi. It appears on the Oak Grove USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 231.10 feet (70.44 m) above sea level. The nearest populated place is Rocky Mount (historical), approximately 0.4 miles to the NNE.