Joe Days Bay is a bay located in Gregory County, South Dakota. It appears on the Lake Andes SW USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,354.99 feet (413.00 m) above sea level. The nearest populated place is Fort Randall, approximately 4.9 miles to the SE.