Bailey Lake is a lake located in Washington County, Minnesota. It appears on the Lake Elmo USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 869.03 feet (264.88 m) above sea level. The nearest populated place is East Cottage Grove, approximately 3.2 miles to the SSE.