Bailey Lake is a lake located in Waupaca County, Wisconsin. It appears on the Waupaca USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 836.56 feet (254.98 m) above sea level. The nearest populated place is Little Hope, approximately 2.6 miles to the NNW.