The daugther of a poor sugarcane cutter and one of nine siblings, Velazquez was born in rural Puerto Rico in 1953. She started high school at 13, and enrolled in the University of Puerto Rico at 16. She graduated magna cum laude and was the first in her family to graduate from college in 1974.