Hardscrabble Gulch is a valley located in Elmore County, Idaho. It appears on the Rocky Bar USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 5,098.28 feet (1,553.96 m) above sea level. The nearest populated place is Rocky Bar, approximately 1.7 miles to the WNW.