| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Notre Dame Hounds | SJHL | 3 | 0 | 1 | 1 | 0.333 | 0.1015 | 0.1138 | 0.2470 | 0.2770 |
| 2018-19 | Notre Dame Hounds | SJHL | 52 | 3 | 16 | 19 | 0.365 | 0.1113 | 0.1191 | 0.2708 | 0.2897 |
| 2019-20 | Notre Dame Hounds | SJHL | 47 | 7 | 12 | 19 | 0.404 | 0.1231 | 0.1231 | 0.2996 | 0.2996 |
| 2020-21 | Notre Dame Hounds | SJHL | 5 | 0 | 3 | 3 | 0.600 | 0.1828 | 0.1828 | 0.4447 | 0.4447 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Lake Forest | D3 | NCHA | SR | 24 | 0 | 9 | 9 | 0.375 |
| 2023-24 | Lake Forest | D3 | NCHA | JR | 13 | 0 | 2 | 2 | 0.154 |
| 2022-23 | Lake Forest | D3 | NCHA | SO | 14 | 0 | 0 | 0 | 0.000 |
| 2021-22 | Lake Forest | D3 | NCHA | 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.