| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Northern Cyclones | EHL | 22 | 1 | 2 | 3 | 0.136 | 0.0293 | 0.0296 | 0.0668 | 0.0675 |
| 2015-16 | Vermont Lumberjacks | EHL | 41 | 4 | 15 | 19 | 0.463 | 0.0994 | 0.0961 | 0.2269 | 0.2193 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Gustavus Adolphus | D3 | MIAC | SR | 21 | 0 | 3 | 3 | 0.143 |
| 2018-19 | Gustavus Adolphus | D3 | MIAC | JR | 14 | 2 | 1 | 3 | 0.214 |
| 2017-18 | Gustavus Adolphus | D3 | MIAC | SO | 22 | 0 | 4 | 4 | 0.182 |
| 2016-17 | Gustavus Adolphus | D3 | MIAC | FR | 7 | 0 | 2 | 2 | 0.286 |
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.