Caroline Fermin was born to a white American mother and a Dominican father in Houston, Texas and raised in New Orleans, Louisiana. Fermin studied dance at the New Orleans Center for the Creative Arts and received a B.F.A. in dance from the Juilliard School in New York City. She lived in the Fort Greene neighborhood of Brooklyn and worked as a professional dancer and dance teacher.