Bailey Creek is a stream located in Dubois County, Indiana. It appears on the Dubois USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 495.41 feet (151.00 m) above sea level. The nearest populated place is Ellsworth, approximately 2.6 miles to the E.