| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | — | NTDP-U18 | 59 | 54 | 26 | 80 | 1.356 | 1.0514 | 1.0606 | 5.0465 | 5.0905 |
| 2018-19 | — | NTDP-U18 | 64 | 72 | 28 | 100 | 1.562 | 1.2116 | 1.1604 | 5.8155 | 5.5698 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Wisconsin | D1 | BigTen | SO | 31 | 30 | 22 | 52 | 1.677 |
| 2019-20 | Wisconsin | D1 | BigTen | FR | 36 | 19 | 17 | 36 | 1.000 |
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.