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 | Park High | USHS-MN | 21 | 1 | 4 | 5 | 0.238 | 0.0641 | 0.0677 | 0.0578 | 0.0611 |
| 2017-18 | Minot Minotauros | NAHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2018-19 | Wilkes-Barre/Scranton Knights | NAHL | 56 | 5 | 23 | 28 | 0.500 | 0.1857 | 0.1837 | 0.5294 | 0.5238 |
| 2019-20 | Wilkes-Barre/Scranton Knights | NAHL | 37 | 7 | 14 | 21 | 0.568 | 0.2107 | 0.2107 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2023-24 | St. Norbert | D3 | NCHA | SR | 29 | 1 | 7 | 8 | 0.276 |
| 2022-23 | St. Norbert | D3 | NCHA | JR | 25 | 0 | 7 | 7 | 0.280 |
| 2021-22 | St. Norbert | D3 | NCHA | SO | 29 | 2 | 10 | 12 | 0.414 |
| 2020-21 | St. Norbert | D3 | NCHA | FR | 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.