Joseph Figueroa was born to Puerto Rican parents and raised in Brooklyn, New York. Figueroa earned a high school diploma while incarcerated in prison. After his release, Figueroa worked for gang intervention organizations and lived in the Crown Heights neighborhood of Brooklyn.