While at the University of Arkansas (1949–1953), Carpenter starred at the halfback position for the Razorbacks. As a senior, he played in the Blue-Grey College All-Star Game. Carpenter also played wide receiver, tight end, and served as back-up quarterback during his college years. Carpenter received varsity letters in football, basketball, and baseball. He graduated with a Bachelor of Science degree in biology.