He played college football at Ole Miss and was selected by the New York Jets in the second round of the 2021 NFL draft.

[1] He was rated a four-star recruit and originally committed to play college football at Georgia over 33 other scholarship offers.

[6] In the 2019 Egg Bowl against Mississippi State, Moore drew a 15-yard unsportsmanlike conduct penalty for pretending to be a dog urinating in the end zone following the touchdown.

[10][11] In the season opener against Florida, Moore caught ten passes for 227 yards, the second most in a game in school history.

[22] On October 20, 2022, Moore requested a trade from the Jets, citing frustration with his lack of involvement in the offense.

Moore's best performance on the season came on week 17 against his former team the New York Jets where he caught 5 of 6 targets for 61 yards and a receiving touchdown.