Cooper was born in Dothan, Alabama to parents Jeff and Peppi Cooper. Cooper's older sister, Kortney, played college ball at Troy University. Cooper attended Dothan High School and graduated in 2013. Cooper hit .569 with 22 home runs, 77 RBI and pitched with a 28-13 record, 1.35 ERA and 392 strikeouts from the circle as a senior.