Blue Hole Branch is a stream located in Overton County, Tennessee. It appears on the Crawford USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 879.27 feet (268.00 m) above sea level. The nearest populated place is Shiloh, approximately 0.7 miles to the NNW.