Bailey Creek is a stream located in Menominee County, Michigan. It appears on the Arthur Bay USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 583.99 feet (178.00 m) above sea level. The nearest populated place is Johnson Landing, approximately 1.5 miles to the NNE.