| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Benilde-St. Margaret's (W) | USHS-MN-W | 8 | 1 | 0 | 1 | 0.125 | 0.0189 | 0.0189 | — | — |
| 2013-14 | Benilde-St. Margaret's (W) | USHS-MN-W | 25 | 2 | 5 | 7 | 0.280 | 0.0423 | 0.0423 | — | — |
| 2014-15 | Benilde-St. Margaret's (W) | USHS-MN-W | 25 | 14 | 16 | 30 | 1.200 | 0.1812 | 0.1812 | — | — |
| 2015-16 | Benilde-St. Margaret's (W) | USHS-MN-W | 24 | 14 | 13 | 27 | 1.125 | 0.1699 | 0.1699 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Lake Forest | D3 | NCHA | — | 28 | 9 | 8 | 17 | 0.607 |
| 2018-19 | Lake Forest | D3 | NCHA | — | 28 | 7 | 9 | 16 | 0.571 |
| 2017-18 | Lake Forest | D3 | NCHA | — | 27 | 10 | 26 | 36 | 1.333 |
| 2016-17 | Lake Forest | D3 | NCHA | — | 28 | 6 | 24 | 30 | 1.071 |
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.