icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | North Shore Storm | USHS-MN-W | 25 | 1 | 4 | 5 | 0.200 | 0.0302 | 0.0302 | — | — |
| 2018-19 | North Shore Storm | USHS-MN-W | 23 | 1 | 4 | 5 | 0.217 | 0.0328 | 0.0328 | — | — |
| 2019-20 | North Shore Storm | USHS-MN-W | 23 | 5 | 7 | 12 | 0.522 | 0.0788 | 0.0788 | — | — |
| 2020-21 | North Shore Storm | USHS-MN-W | 17 | 10 | 5 | 15 | 0.882 | 0.1332 | 0.1332 | — | — |
| 2021-22 | North Shore Storm | USHS-MN-W | 26 | 9 | 15 | 24 | 0.923 | 0.1394 | 0.1394 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Concordia | D3 | MIAC | SR | 15 | 0 | 0 | 0 | 0.000 |
| 2024-25 | Concordia | D3 | — | — | 24 | 0 | 2 | 2 | 0.083 |
| 2023-24 | Concordia | D3 | — | — | 23 | 0 | 2 | 2 | 0.087 |
| 2022-23 | Concordia | D3 | — | — | 19 | 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.