Perez went to Columbia University where he studied American studies and creative writing, training he later used to become the first Major League Baseball player published in Poetry Magazine.
At Columbia, he played baseball for three years before being selected by the Tampa Bay Devil Rays in the 7th round (195th overall) of the 2004 Major League Baseball draft.