Olive "Polly" Matthews Stone (13 January 1897 – 8 November 1977) was a sociologist whose interests focused on human welfare, race relations, and southern American farmers. Throughout her life, she was actively involved in several Marxist reading groups and financially contributed to union organizing in the black belt region.