Oakie worked as a runner on Wall Street, New York City, and narrowly escaped being killed in the Wall Street bombing of September 16, 1920.
Oakie worked in various musicals and comedies on Broadway from 1923 to 1927, when he moved to Hollywood to work in movies at the end of the silent film era.