icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | St. Cloud Crush | USHS-MN-W | 25 | 1 | 4 | 5 | 0.200 | 0.0302 | 0.0302 | — | — |
| 2018-19 | St. Cloud Crush | USHS-MN-W | 25 | 6 | 11 | 17 | 0.680 | 0.1027 | 0.1027 | — | — |
| 2019-20 | St. Cloud Crush | USHS-MN-W | 25 | 10 | 14 | 24 | 0.960 | 0.1450 | 0.1450 | — | — |
| 2020-21 | Maple Grove High (W) | USHS-MN-W | 19 | 5 | 5 | 10 | 0.526 | 0.0795 | 0.0795 | — | — |
| 2021-22 | Maple Grove High (W) | USHS-MN-W | 31 | 6 | 13 | 19 | 0.613 | 0.0925 | 0.0925 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | Wisconsin-Eau Claire | D3 | WIAC | — | 20 | 0 | 3 | 3 | 0.150 |
| 2022-23 | Post | D1 | CHA-W | FR | 15 | 0 | 1 | 1 | 0.067 |
| 2022-23 | Post | D3 | CHA-W | FR | 1 | 0 | 1 | 1 | 1.000 |
| 2022-23 | Wisconsin-Eau Claire | D3 | WIAC | — | 15 | 1 | 0 | 1 | 0.067 |
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.