The record for the youngest Academy Award winner of all time goes to the brilliantly talented Tatum O'Neal. At a mere ten years and 148 days old, she won Best Actress in a Supporting Role for her performance as Addie Loggins in 1973's Paper Moon, becoming the youngest Oscar winner of any competitive category.