In Moss's freshman season with Marshall he set NCAA Division I-AA records for most games with a touchdown catch in a season (14), most consecutive games with a touchdown catch (13), most touchdown passes caught by a freshman in a season (29), and most receiving yards gained by a freshman in a season (1,709 on 78 catches). He was also the leading kickoff returner in Division I-AA. Marshall went undefeated and won the Division I-AA title in its last season before moving to Division I-A.