Oscars Bay is a bay located in Jefferson County, New York. It appears on the Muskellunge Lake USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately 308.40 feet (94.00 m) above sea level. The nearest populated place is Oxbow, approximately 3.5 miles to the ESE.