Aglaye Metellus was born to a Haitian mother and a Cuban father and raised in Nyack, New York. Metellus studied psychology and health services administration at Lehman College and received an M.S. in drug regulatory affairs from Long Island University, both located in New York City. She worked in the pharmaceutical industry.