icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | St. Paul United (W) | USHS-MN-W | 1 | 1 | 0 | 1 | 1.000 | 0.1510 | 0.1510 | — | — |
| 2015-16 | St. Paul United (W) | USHS-MN-W | 25 | 5 | 7 | 12 | 0.480 | 0.0725 | 0.0725 | — | — |
| 2016-17 | St. Paul United (W) | USHS-MN-W | 25 | 14 | 10 | 24 | 0.960 | 0.1450 | 0.1450 | — | — |
| 2017-18 | St. Paul United (W) | USHS-MN-W | 26 | 19 | 12 | 31 | 1.192 | 0.1800 | 0.1800 | — | — |
| 2018-19 | St. Paul United (W) | USHS-MN-W | 25 | 15 | 6 | 21 | 0.840 | 0.1268 | 0.1268 | — | — |
| 2019-20 | St. Paul United (W) | USHS-MN-W | 25 | 18 | 11 | 29 | 1.160 | 0.1752 | 0.1752 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2024-25 | Wisconsin-Superior | D3 | — | — | 28 | 12 | 12 | 24 | 0.857 |
| 2023-24 | Wisconsin-Superior | D3 | — | — | 27 | 8 | 3 | 11 | 0.407 |
| 2022-23 | Wisconsin-Superior | D3 | — | — | 26 | 10 | 11 | 21 | 0.808 |
| 2021-22 | St. Michael's College | D1 | NEWHA | — | 27 | 5 | 4 | 9 | 0.333 |
| 2021-22 | St. Michael's College | D3 | — | SO | 24 | 5 | 4 | 9 | 0.375 |
| 2020-21 | St. Michael's College | D1 | NEWHA | — | 0 | 0 | 0 | 0 | 0.000 |
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.