Moore was born in Nashville, Tennessee, and grew up in Nashville and Georgia. In 2003, Moore graduated with a B.A. from Northwestern University, where she studied psychology, history, and religion. She began her career on stage, appearing in Off-Broadway productions. On television, she had small parts in Blue Bloods and 30 Rock, before her role on Orange Is the New Black.