| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Sherwood Park Crusaders | AJHL | 57 | 7 | 11 | 18 | 0.316 | 0.1059 | 0.1067 | 0.2922 | 0.2944 |
| 2015-16 | Sherwood Park Crusaders | AJHL | 57 | 16 | 20 | 36 | 0.632 | 0.2118 | 0.2035 | 0.5845 | 0.5617 |
| 2016-17 | Calgary Canucks | AJHL | 59 | 15 | 40 | 55 | 0.932 | 0.3127 | 0.2852 | 0.8627 | 0.7869 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Western Michigan | D1 | NCHC | — | 24 | 4 | 4 | 8 | 0.333 |
| 2019-20 | Western Michigan | D1 | NCHC | — | 22 | 3 | 5 | 8 | 0.364 |
| 2018-19 | Western Michigan | D1 | NCHC | — | 7 | 0 | 0 | 0 | 0.000 |
| 2017-18 | Western Michigan | D1 | NCHC | — | 27 | 3 | 3 | 6 | 0.222 |
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.