Sugar Creek is a stream located in Randolph County, Indiana. It appears on the Winchester USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,054.91 feet (321.54 m) above sea level. The nearest populated place is Winchester, approximately 1.1 miles to the SSE.