Davis began his football career at the University of Iowa, where he played college football for the Iowa Hawkeyes. During his time at Iowa, he displayed his exceptional skills and strength on the field, catching the attention of NFL scouts. Davis was drafted by the Baltimore Ravens in the third round of the 2015 NFL Draft.