Horseback Ridge is a ridge located in Centre County, Pennsylvania. It appears on the Sandy Ridge USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 2,048.14 feet (624.27 m) above sea level. The nearest populated place is Sandy Ridge, approximately 2.2 miles to the WSW.