| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Benilde-St. Margaret's School | USHS-MN | 25 | 5 | 28 | 33 | 1.320 | 0.3553 | 0.3315 | 0.3206 | 0.2992 |
| 2015-16 | Aberdeen Wings | NAHL | 59 | 11 | 22 | 33 | 0.559 | 0.2077 | 0.2108 | 0.5922 | 0.6010 |
| 2016-17 | Aberdeen Wings | NAHL | 60 | 16 | 37 | 53 | 0.883 | 0.3280 | 0.3150 | 0.9352 | 0.8982 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Wisconsin-Stevens Point | D3 | WIAC | GR | 28 | 7 | 13 | 20 | 0.714 |
| 2020-21 | Wisconsin-Stevens Point | D3 | BigTen | SR | 12 | 5 | 4 | 9 | 0.750 |
| 2019-20 | Wisconsin-Stevens Point | D3 | BigTen | JR | 26 | 9 | 17 | 26 | 1.000 |
| 2018-19 | Wisconsin-Stevens Point | D3 | BigTen | SO | 31 | 11 | 13 | 24 | 0.774 |
| 2017-18 | Wisconsin-Stevens Point | D3 | BigTen | FR | 27 | 6 | 10 | 16 | 0.593 |
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.