| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | — | NCDC | 59 | 7 | 8 | 15 | 0.254 | 0.1417 | 0.1510 | 0.2055 | 0.2190 |
| 2018-19 | Northern Cyclones | NCDC | 40 | 19 | 18 | 37 | 0.925 | 0.5158 | 0.5202 | — | — |
| 2019-20 | Northern Cyclones | NCDC | 18 | 15 | 13 | 28 | 1.556 | 0.8674 | 0.8674 | 1.2579 | 1.2579 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Air Force | D1 | AHA | SR | 38 | 19 | 17 | 36 | 0.947 |
| 2022-23 | Air Force | D1 | AHA | JR | 35 | 11 | 11 | 22 | 0.629 |
| 2021-22 | Air Force | D1 | AHA | SO | 35 | 16 | 13 | 29 | 0.829 |
| 2020-21 | Air Force | D1 | AHA | FR | 14 | 3 | 5 | 8 | 0.571 |
How to read this: NCAAe and D3e factors convert a player's junior PPG into expected NCAA scoring at the D1 or D3 level. Harder conferences → lower projected PPG for the same player. A strong junior player (e.g. USHL 0.90 PPG) will project much higher in NESCAC than Big Ten because the D3 scoring environment is lower-difficulty.
Strength factor: conferences above 1.0 are harder than average; below 1.0 are easier. The formula is: Base NCAAe PPG ÷ Conference Strength = Projected PPG.