As a true freshman at Oklahoma State in 2016, Hill started the season as a backup. By the start of Big 12 play Hill started to heat up with 122 yard and his first career touchdown against Baylor. By the end of the season he had 7 games of 99 rushing yards or more. He received both Big 12 and National accolades, with Big 12 Newcomer of the Year and Freshman All-American honors. He was the leading returning rusher in the Big 12 entering the 2017 season. On December 3, 2018, Hill announced that he would forgo his senior year of eligibility and declare for the 2019 NFL Draft.

Hill was drafted by the Baltimore Ravens in the fourth round, 113th overall, of the 2019 NFL Draft. The Ravens had acquired the pick in a trade that sent quarterback Joe Flacco to the Denver Broncos.

This Baltimore Ravens custom jersey was signed in black by Hill and includes a JSA sticker and COA.