After competing for Duke's quarterback job as a freshman, Moore would switch positions to wide receiver, recording 60 receptions for 656 yards and five touchdowns as a sophomore.[3] In his sophomore season, in a game against Pittsburgh, Moore hauled in a career-high 14 receptions and 199 yards, including a touchdown.[4] As a junior, Moore amassed 62 receptions for 835 yards and eight touchdowns while being named to the Second-team All-ACC.[5] To begin his senior season, Moore totaled 112 receiving yards against Elon and 121 yards against Northwestern.[6]