| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Vernon Vipers | BCHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2018-19 | — | BCHL | 47 | 1 | 8 | 9 | 0.192 | 0.0738 | 0.0773 | 0.2785 | 0.2916 |
| 2019-20 | Langley Rivermen | BCHL | 54 | 3 | 10 | 13 | 0.241 | 0.0927 | 0.0927 | 0.3501 | 0.3501 |
| 2020-21 | Coquitlam Express | BCHL | 20 | 3 | 8 | 11 | 0.550 | 0.2119 | 0.2119 | 0.7999 | 0.7999 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Skidmore | D3 | SUNYAC | SR | 27 | 2 | 6 | 8 | 0.296 |
| 2023-24 | Skidmore | D3 | SUNYAC | JR | 28 | 3 | 12 | 15 | 0.536 |
| 2022-23 | Skidmore | D3 | SUNYAC | SO | 27 | 1 | 5 | 6 | 0.222 |
| 2021-22 | Skidmore | D3 | SUNYAC | FR | 26 | 4 | 13 | 17 | 0.654 |
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.