Chuol was born in the Kakuma Refugee Camp in Kenya, her family having fled the Second Sudanese Civil War. They moved to Australia when Chuol was seven years old. She has 11 siblings, of whom she is the eldest. Her father was a child soldier in the First Sudanese Civil War and also fought in the Second, dying as a result of an infected gunshot wound in 2013.