| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | West Kelowna Warriors | BCHL | 57 | 1 | 10 | 11 | 0.193 | 0.0751 | 0.0770 | 0.2815 | 0.2886 |
| 2015-16 | West Kelowna Warriors | BCHL | 58 | 6 | 18 | 24 | 0.414 | 0.1611 | 0.1565 | 0.6034 | 0.5862 |
| 2016-17 | West Kelowna Warriors | BCHL | 45 | 3 | 14 | 17 | 0.378 | 0.1470 | 0.1353 | 0.5509 | 0.5071 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Hamilton | D3 | NESCAC | SR | 20 | 8 | 4 | 12 | 0.600 |
| 2020-21 | Hamilton | D3 | NESCAC | JR | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Hamilton | D3 | NESCAC | SO | 25 | 3 | 4 | 7 | 0.280 |
| 2018-19 | Hamilton | D3 | NESCAC | FR | 25 | 3 | 14 | 17 | 0.680 |
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.