icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Bismarck Bobcats | NAHL | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2019-20 | — | NAHL | 25 | 0 | 2 | 2 | 0.080 | 0.0297 | 0.0297 | 0.0847 | 0.0847 |
| 2020-21 | — | NAHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | — | NAHL | 53 | 3 | 11 | 14 | 0.264 | 0.0981 | 0.0989 | 0.2797 | 0.2820 |
| 2022-23 | Odessa Jackalopes | NAHL | 42 | 0 | 5 | 5 | 0.119 | 0.0442 | 0.0424 | 0.1260 | 0.1209 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Saint Mary's | D3 | MIAC | SR | 25 | 0 | 2 | 2 | 0.080 |
| 2024-25 | Saint Mary's | D3 | MIAC | SO | 16 | 0 | 3 | 3 | 0.188 |
| 2023-24 | Saint Mary's | D3 | MIAC | FR | 20 | 1 | 4 | 5 | 0.250 |
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.