Joe Neil Womack (born December 10, 1936) is an American former professional football player who was a halfback for one season with the Pittsburgh Steelers of the National Football League (NFL). He played college football for the Los Angeles State Diablos (now Cal State Los Angeles). Womack was selected by the Steelers in the 13th round of the 1960 NFL draft.