| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Langley Rivermen | BCHL | 2 | 2 | 0 | 2 | 1.000 | 0.3853 | 0.4092 | 1.4553 | 1.5454 |
| 2015-16 | Olds Grizzlys | AJHL | 45 | 2 | 7 | 9 | 0.200 | 0.0671 | 0.0674 | 0.1851 | 0.1858 |
| 2016-17 | Olds Grizzlys | AJHL | 38 | 4 | 7 | 11 | 0.289 | 0.0971 | 0.0927 | 0.2679 | 0.2559 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Concordia | D3 | MIAC | SR | 21 | 1 | 24 | 25 | 1.190 |
| 2020-21 | Concordia (WI) | D1 | NCHA | SR | 21 | 1 | 24 | 25 | 1.190 |
| 2020-21 | Concordia (WI) | D3 | NCHA | SR | 21 | 1 | 24 | 25 | 1.190 |
| 2019-20 | Concordia | D3 | MIAC | JR | 24 | 6 | 28 | 34 | 1.417 |
| 2019-20 | Concordia (WI) | D1 | NCHA | JR | 24 | 6 | 28 | 34 | 1.417 |
| 2019-20 | Concordia (WI) | D3 | NCHA | JR | 24 | 6 | 28 | 34 | 1.417 |
| 2018-19 | Concordia | D3 | MIAC | SO | 23 | 3 | 5 | 8 | 0.348 |
| 2018-19 | Concordia (WI) | D1 | NCHA | SO | 23 | 3 | 5 | 8 | 0.348 |
| 2018-19 | Concordia (WI) | D3 | NCHA | SO | 23 | 3 | 5 | 8 | 0.348 |
| 2017-18 | Concordia | D3 | MIAC | FR | 25 | 6 | 18 | 24 | 0.960 |
| 2017-18 | Concordia (WI) | D3 | NCHA | FR | 25 | 6 | 18 | 24 | 0.960 |
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.