| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Northern Cyclones | EHL | 47 | 4 | 7 | 11 | 0.234 | 0.0823 | 0.0823 | 0.1147 | 0.1148 |
| 2017-18 | Burlington Cougars | OJHL | 7 | 2 | 0 | 2 | 0.286 | 0.0858 | 0.0779 | 0.1956 | 0.1776 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Anna Maria | D3 | MASCAC | SR | 21 | 2 | 3 | 5 | 0.238 |
| 2020-21 | Anna Maria | D1 | — | JR | 6 | 0 | 2 | 2 | 0.333 |
| 2020-21 | Anna Maria | D3 | MASCAC | JR | 6 | 0 | 2 | 2 | 0.333 |
| 2019-20 | Anna Maria | D1 | — | SO | 25 | 0 | 2 | 2 | 0.080 |
| 2019-20 | Anna Maria | D3 | MASCAC | SO | 25 | 0 | 2 | 2 | 0.080 |
| 2018-19 | Anna Maria | D1 | — | FR | 24 | 1 | 2 | 3 | 0.125 |
| 2018-19 | Anna Maria | D3 | MASCAC | FR | 24 | 1 | 2 | 3 | 0.125 |
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.