Blue Hole Branch is a stream located in Independence County, Arkansas. It appears on the Jamestown USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 511.81 feet (156.00 m) above sea level. The nearest populated place is Wrenton, approximately 2.0 miles to the SSE.