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 | Champlin Park | USHS-MN | 19 | 9 | 7 | 16 | 0.842 | 0.2267 | 0.2267 | 0.2045 | 0.2045 |
| 2021-22 | Champlin Park | USHS-MN | 27 | 18 | 28 | 46 | 1.704 | 0.4586 | 0.4586 | 0.4138 | 0.4138 |
| 2022-23 | Aberdeen Wings | NAHL | 8 | 3 | 7 | 10 | 1.250 | 0.4952 | 0.5443 | 1.3124 | 1.4424 |
| 2023-24 | Sioux City Musketeers | USHL | 7 | 1 | 4 | 5 | 0.714 | 0.4391 | 0.4416 | 2.1045 | 2.1166 |
| 2024-25 | Fargo Force | USHL | 57 | 15 | 8 | 23 | 0.404 | 0.2480 | 0.2368 | 1.1888 | 1.1350 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Minnesota | D1 | BigTen | — | 37 | 4 | 5 | 9 | 0.243 |
| 2025-26 | Minnesota State | D1 | CCHA | FR | 36 | 4 | 5 | 9 | 0.250 |
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.