Mount Olive Branch is a stream located in Anderson County, Tennessee. It appears on the Big Ridge Park USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 922.93 feet (281.31 m) above sea level. The nearest populated place is Melbourne, approximately 0.5 miles to the S.