| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Benilde-St. Margaret's (W) | USHS-MN-W | 25 | 1 | 1 | 2 | 0.080 | 0.0121 | 0.0121 | — | — |
| 2015-16 | Benilde-St. Margaret's (W) | USHS-MN-W | 24 | 0 | 4 | 4 | 0.167 | 0.0252 | 0.0252 | — | — |
| 2016-17 | Benilde-St. Margaret's (W) | USHS-MN-W | 25 | 6 | 9 | 15 | 0.600 | 0.0906 | 0.0906 | — | — |
| 2017-18 | Benilde-St. Margaret's (W) | USHS-MN-W | 25 | 11 | 13 | 24 | 0.960 | 0.1450 | 0.1450 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Hamline | D3 | MIAC | — | 22 | 8 | 6 | 14 | 0.636 |
| 2020-21 | Saint Anselm | D1 | NEWHA | — | 0 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Saint Anselm | D1 | NEWHA | — | 33 | 5 | 10 | 15 | 0.455 |
| 2018-19 | Saint Anselm | D3 | NEWHA | — | 29 | 8 | 16 | 24 | 0.828 |
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.