Chicago Bay is a bay located in Sawyer County, Wisconsin. It appears on the Chief Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 1,302.49 feet (397.00 m) above sea level. The nearest populated place is Chief Lake, approximately 3.3 miles to the W.