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 | HV71 | SDHL | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | HV71 | SDHL | 35 | 0 | 7 | 7 | 0.200 | 0.2310 | 0.2310 | — | — |
| 2021-22 | HV71 | SDHL | 35 | 6 | 15 | 21 | 0.600 | 0.6930 | 0.6930 | — | — |
| 2022-23 | HV71 | SDHL | 24 | 3 | 6 | 9 | 0.375 | 0.4331 | 0.4331 | — | — |
| 2023-24 | HV71 | SDHL | 34 | 10 | 11 | 21 | 0.618 | 0.7133 | 0.7133 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Ohio State | D1 | WCHA-W | — | 29 | 6 | 19 | 25 | 0.862 |
| 2024-25 | Ohio State | D1 | WCHA-W | — | 19 | 5 | 11 | 16 | 0.842 |
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.