Scholar Creek is a stream located in Creek County, Oklahoma. It appears on the Bellvue USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 824.67 feet (251.36 m) above sea level. The nearest populated place is Olive, approximately 3.2 miles to the NW.