The population of Lake Arthur was 2,738 at the 2010 census, down from 3,007 at the 2000 census. It is part of the Jennings Micropolitan Statistical Area.

Jefferson Davis Parish Public Schools operates public schools in Lake Arthur. Schools serving Lake Arthur include Lake Arthur Elementary School (PK-6) in Lake Arthur and Lake Arthur High School (7-12) in a nearby unincorporated area.