Blue Spring Hollow is a valley located in Pike County, Kentucky. It appears on the Matewan USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 869.42 feet (265.00 m) above sea level. The nearest populated place is Columbiatown (historical), approximately 0.1 miles to the NNW.