Whitley Watson was born to a white American mother and an African American father in Allentown, Pennsylvania and raised in Alpharetta, Georgia. Watson received a B.F.A. in scientific illustration from the University of Georgia at Athens. She lived in New York City and worked as an artist and an administrative assistant.