icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Chisago Lakes High (W) | USHS-MN-W | 17 | 0 | 2 | 2 | 0.118 | 0.0178 | 0.0178 | — | — |
| 2011-12 | Chisago Lakes High (W) | USHS-MN-W | 25 | 1 | 6 | 7 | 0.280 | 0.0423 | 0.0423 | — | — |
| 2012-13 | Chisago Lakes High (W) | USHS-MN-W | 25 | 9 | 9 | 18 | 0.720 | 0.1087 | 0.1087 | — | — |
| 2013-14 | Chisago Lakes High (W) | USHS-MN-W | 22 | 7 | 8 | 15 | 0.682 | 0.1030 | 0.1030 | — | — |
| 2014-15 | Chisago Lakes High (W) | USHS-MN-W | 25 | 16 | 19 | 35 | 1.400 | 0.2114 | 0.2114 | — | — |
| 2019-20 | SDE HF | SDHL | 36 | 4 | 4 | 8 | 0.222 | 0.2599 | 0.2599 | — | — |
| 2020-21 | SDE HF | SDHL | 36 | 5 | 10 | 15 | 0.417 | 0.4873 | 0.4873 | — | — |
| 2021-22 | Buffalo Beauts | PHF | 10 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | Buffalo Beauts | PHF | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2023-24 | Buffalo Beauts | PHF | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2024-25 | Buffalo Beauts | PHF | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2025-26 | Buffalo Beauts | PHF | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Lake Forest | D3 | NCHA | — | 28 | 21 | 12 | 33 | 1.179 |
| 2017-18 | Lake Forest | D3 | NCHA | — | 29 | 17 | 19 | 36 | 1.241 |
| 2016-17 | Lake Forest | D3 | NCHA | — | 28 | 18 | 19 | 37 | 1.321 |
| 2015-16 | Lake Forest | D3 | NCHA | — | 26 | 4 | 20 | 24 | 0.923 |
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.