Chen began skating in 2010, after following his older sister Karen onto the ice. He competed in singles until the 2014–15 season and was the 2014 U.S. national juvenile pewter medalist. As a singles skater, Chen trained in Riverside, California alongside his sister under Tammy Gambill.