After graduating from Rosemary, Batson enrolled at Smith College. In 1922, she was invited to join the team of 13 U.S. women attending the 1922 Women's Olympics, an event organized by French women's athletics pioneer Alice Milliat. The team, mostly consisting of East Coast prep school and college students like Batson, chose her as captain.