icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Fargo Shanley (N.D.) | USHS-MN | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Fargo Shanley (N.D.) | USHS-MN | 4 | 0 | 4 | 4 | 1.000 | 0.1232 | 0.1232 | 0.2429 | 0.2429 |
| 2022-23 | Fargo Shanley (N.D.) | USHS-MN | 3 | 1 | 1 | 2 | 0.667 | 0.0821 | 0.0821 | 0.1619 | 0.1619 |
| 2023-24 | Minnesota Wilderness | NAHL | 26 | 1 | 2 | 3 | 0.115 | 0.0410 | 0.0426 | 0.1212 | 0.1260 |
| 2024-25 | Kenai River Brown Bears | NAHL | 46 | 5 | 5 | 10 | 0.217 | 0.0772 | 0.0762 | 0.2282 | 0.2253 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Concordia | D3 | MIAC | — | 16 | 1 | 0 | 1 | 0.062 |
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.