| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | West Kelowna Warriors | BCHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2016-17 | West Kelowna Warriors | BCHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2017-18 | Whitecourt Wolverines | AJHL | 49 | 5 | 18 | 23 | 0.469 | 0.1574 | 0.1545 | 0.4344 | 0.4264 |
| 2018-19 | — | AJHL | 55 | 2 | 24 | 26 | 0.473 | 0.1585 | 0.1479 | 0.4374 | 0.4082 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Skidmore | D3 | SUNYAC | SR | 27 | 4 | 9 | 13 | 0.481 |
| 2021-22 | Skidmore | D3 | SUNYAC | JR | 26 | 0 | 5 | 5 | 0.192 |
| 2020-21 | Skidmore | D3 | SUNYAC | SO | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Skidmore | D1 | SUNYAC | FR | 26 | 1 | 7 | 8 | 0.308 |
| 2019-20 | Skidmore | D3 | SUNYAC | FR | 26 | 1 | 7 | 8 | 0.308 |
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.