Baker attended Ames College, where he wrestled and played football. As an intercollegiate wrestler, he was never thrown and twice won the National Intercollegiate Wrestling championship. In football, he played at the guard position and was selected by Walter Eckersall as an All-Western player in 1919. He graduated from Ames in 1921.