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 | Minnesota Whitecaps | PHF | 20 | 3 | 11 | 14 | 0.700 | — | — | — | — |
| 2022-23 | Minnesota Whitecaps | PHF | 24 | 1 | 3 | 4 | 0.167 | — | — | — | — |
| 2023-24 | Minnesota Whitecaps | PHF | 24 | 1 | 3 | 4 | 0.167 | — | — | — | — |
| 2024-25 | Minnesota Whitecaps | PHF | 24 | 1 | 3 | 4 | 0.167 | — | — | — | — |
| 2025-26 | Minnesota Whitecaps | PHF | 24 | 1 | 3 | 4 | 0.167 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Minnesota Duluth | D1 | WCHA-W | — | 37 | 17 | 28 | 45 | 1.216 |
| 2015-16 | Minnesota Duluth | D1 | WCHA-W | — | 37 | 18 | 29 | 47 | 1.270 |
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.