Hardscrabble Creek is a stream located in Ashland County, Wisconsin. It appears on the Mellen USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,294.34 feet (394.51 m) above sea level. The nearest populated place is Foster Junction, approximately 1.5 miles to the N.