icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Breck School (W) | USHS-MN-W | 25 | 1 | 3 | 4 | 0.160 | 0.0242 | 0.0242 | — | — |
| 2020-21 | Breck School (W) | USHS-MN-W | 19 | 1 | 5 | 6 | 0.316 | 0.0477 | 0.0477 | — | — |
| 2021-22 | Academy of Holy Angels (W) | USHS-MN-W | 28 | 0 | 11 | 11 | 0.393 | 0.0593 | 0.0593 | — | — |
| 2022-23 | Academy of Holy Angels (W) | USHS-MN-W | 27 | 3 | 7 | 10 | 0.370 | 0.0559 | 0.0559 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Scholastica | D3 | NCHA | JR | 23 | 1 | 3 | 4 | 0.174 |
| 2024-25 | St. Scholastica | D3 | NCHA | — | 25 | 0 | 1 | 1 | 0.040 |
| 2023-24 | St. Scholastica | D3 | NCHA | — | 8 | 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.