1- Tatum O'Neal Actress Tatum O'Neal was only 10 years old when she won a competitive Oscar in 1974. She became the youngest person to win the award. Tatum was recognised as the Best Supporting Actress Oscar for her role in “Paper Moon.” In the film, she starred opposite her real-life father, Ryan O'Neal.