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 | Stanstead College Varsity (W) | CAHS-W | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | Stanstead College Varsity (W) | CAHS-W | 37 | 16 | 44 | 60 | 1.622 | 0.5818 | 0.5818 | — | — |
| 2022-23 | Stanstead College Varsity (W) | CAHS-W | 53 | 25 | 37 | 62 | 1.170 | 0.4197 | 0.4197 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | St. Cloud State | D1 | WCHA-W | — | 37 | 8 | 21 | 29 | 0.784 |
| 2024-25 | St. Cloud State | D1 | WCHA-W | — | 36 | 7 | 15 | 22 | 0.611 |
| 2023-24 | St. Cloud State | D1 | WCHA-W | — | 36 | 6 | 9 | 15 | 0.417 |
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.