icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Holy Family/Waconia High | USHS-MN-W | 25 | 5 | 2 | 7 | 0.280 | 0.0423 | 0.0423 | — | — |
| 2017-18 | Holy Family/Waconia High | USHS-MN-W | 25 | 9 | 13 | 22 | 0.880 | 0.1329 | 0.1329 | — | — |
| 2018-19 | Holy Family Catholic (women) | USHS-MN-W | 25 | 9 | 19 | 28 | 1.120 | 0.1691 | 0.1691 | — | — |
| 2019-20 | Farmington High MN (women) | USHS-MN-W | 25 | 10 | 4 | 14 | 0.560 | 0.0846 | 0.0846 | — | — |
| 2020-21 | Farmington High MN (women) | USHS-MN-W | 21 | 20 | 14 | 34 | 1.619 | 0.2445 | 0.2445 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Wisconsin-Eau Claire | D3 | — | — | 14 | 6 | 3 | 9 | 0.643 |
| 2023-24 | Wisconsin-Eau Claire | D3 | — | JR | 24 | 10 | 18 | 28 | 1.167 |
| 2022-23 | Wisconsin-Eau Claire | D3 | — | SO | 20 | 8 | 4 | 12 | 0.600 |
| 2021-22 | Wisconsin-Eau Claire | D3 | — | FR | 20 | 2 | 4 | 6 | 0.300 |
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.