| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Team Colorado 19U AAA | JWHL-U19 | 24 | 4 | 2 | 6 | 0.250 | 0.0939 | 0.0939 | — | — |
| 2022-23 | Göteborg HC | SDHL | 13 | 1 | 1 | 2 | 0.154 | 0.1799 | 0.1738 | — | — |
| 2023-24 | AIK | SDHL | 36 | 3 | 2 | 5 | 0.139 | 0.1624 | 0.1450 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Utica | D3 | UCHC | — | 27 | 18 | 12 | 30 | 1.111 |
| 2020-21 | Utica | D3 | UCHC | — | 13 | 2 | 2 | 4 | 0.308 |
| 2019-20 | Utica | D3 | UCHC | SR | 4 | 0 | 2 | 2 | 0.500 |
| 2018-19 | Utica | D3 | UCHC | JR | 26 | 12 | 8 | 20 | 0.769 |
| 2017-18 | Utica | D3 | UCHC | SO | 27 | 6 | 17 | 23 | 0.852 |
| 2016-17 | Norwich | D3 | — | FR | 9 | 0 | 0 | 0 | 0.000 |
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.