| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Penticton Vees | BCHL | 15 | 0 | 1 | 1 | 0.067 | 0.0257 | 0.0284 | 0.0971 | 0.1074 |
| 2012-13 | — | BCHL | 48 | 6 | 15 | 21 | 0.438 | 0.1686 | 0.1786 | 0.6367 | 0.6744 |
| 2013-14 | Vernon Vipers | BCHL | 56 | 26 | 41 | 67 | 1.196 | 0.4610 | 0.4670 | 1.7411 | 1.7637 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Michigan | D1 | BigTen | SR | 39 | 12 | 16 | 28 | 0.718 |
| 2016-17 | Michigan | D1 | BigTen | JR | 31 | 1 | 11 | 12 | 0.387 |
| 2015-16 | Michigan | D1 | BigTen | SO | 35 | 7 | 10 | 17 | 0.486 |
| 2014-15 | Michigan | D1 | BigTen | FR | 36 | 3 | 7 | 10 | 0.278 |
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.