| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Drayton Valley Thunder | AJHL | 51 | 0 | 7 | 7 | 0.137 | 0.0461 | 0.0519 | 0.1271 | 0.1432 |
| 2014-15 | Drayton Valley Thunder | AJHL | 34 | 2 | 7 | 9 | 0.265 | 0.0888 | 0.0953 | 0.2450 | 0.2631 |
| 2015-16 | Fairbanks Ice Dogs | NAHL | 43 | 1 | 7 | 8 | 0.186 | 0.0683 | 0.0714 | 0.1963 | 0.2053 |
| 2016-17 | Fairbanks Ice Dogs | NAHL | 60 | 6 | 20 | 26 | 0.433 | 0.1592 | 0.1579 | 0.4573 | 0.4534 |
| 2017-18 | Fairbanks Ice Dogs | NAHL | 60 | 13 | 26 | 39 | 0.650 | 0.2388 | 0.2250 | 0.6861 | 0.6464 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Bentley | D1 | AHA | SR | 26 | 5 | 7 | 12 | 0.462 |
| 2020-21 | Bentley | D1 | AHA | JR | 16 | 1 | 6 | 7 | 0.438 |
| 2019-20 | Bentley | D1 | AHA | SO | 33 | 1 | 4 | 5 | 0.151 |
| 2018-19 | Bentley | D1 | AHA | FR | 23 | 2 | 7 | 9 | 0.391 |
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.