icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Roseau | USHS-MN | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | West Fargo Sheyenne (N.D.) | USHS-MN | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Superior (Wis.) | USHS-MN | 5 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2024-25 | Superior (Wis.) | USHS-MN | 13 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Wisconsin-Superior | D1 | BigTen | SO | 9 | 5 | 4 | 9 | 1.000 |
| 2020-21 | Wisconsin-Superior | D3 | BigTen | SO | 9 | 5 | 4 | 9 | 1.000 |
| 2019-20 | Wisconsin-Superior | D1 | BigTen | FR | 28 | 12 | 13 | 25 | 0.893 |
| 2019-20 | Wisconsin-Superior | D3 | BigTen | FR | 28 | 12 | 13 | 25 | 0.893 |
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.