Chain Mill Creek is a stream located in Jefferson County, Indiana. It appears on the Madison West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 437.50 feet (133.35 m) above sea level. The nearest populated place is Hanover Beach, approximately 1.0 miles to the NNE.