Before joining the Bengals, Sample played college football at the University of Washington. During his time with the Huskies, he was known for his strong blocking ability and sure hands as a receiver. He impressed scouts with his performance at the Senior Bowl and NFL Combine, leading to his selection by the Bengals in the second round of the 2019 NFL Draft.