Stoughton is a city in Dane County, Wisconsin, United States. It straddles the Yahara River about 20 miles southeast of the state capital, Madison. Stoughton is part of the Madison Metropolitan Statistical Area. As of the 2020 census, the population was 13,173.Known for its Norwegian heritage, Stoughton hosts a citywide celebration of Syttende Mai, the Norwegian constitution day.