icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Blake School (W) | USHS-MN-W | 24 | 2 | 1 | 3 | 0.125 | 0.0189 | 0.0189 | — | — |
| 2016-17 | Blake School (W) | USHS-MN-W | 25 | 1 | 5 | 6 | 0.240 | 0.0362 | 0.0362 | — | — |
| 2017-18 | Blake School (W) | USHS-MN-W | 25 | 8 | 11 | 19 | 0.760 | 0.1148 | 0.1148 | — | — |
| 2018-19 | Blake School (W) | USHS-MN-W | 25 | 8 | 7 | 15 | 0.600 | 0.0906 | 0.0906 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2022-23 | Williams | D3 | — | — | 24 | 10 | 6 | 16 | 0.667 |
| 2021-22 | Williams | D3 | — | — | 22 | 4 | 5 | 9 | 0.409 |
| 2019-20 | Williams | D3 | — | — | 23 | 4 | 12 | 16 | 0.696 |
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.