Davis was named the MAC Commonwealth Rookie of the Year and Arcadia Athletics Male Rookie of the Year in 2017-18 where he averaged 14.2 points and 4.3 rebounds. The next season, he became the first player in Arcadia basketball history to be named the MAC Commonwealth Player of the Year after averaging 16.2 points and 5.2 rebounds per game while shooting 43.3% from the field. His junior year, he ended the season with 1,571 career points to become the program's all-time scoring leader. He was selected to the D3Hoops.com All-Region Second-team, was named to the NABC All-District Second-team, was awarded All-ECAC First-team, was chosen to the CoBL All-Area First-team, and received First-team All-MAC Commonwealth honors.