icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Nepean Raiders | CCHL | 4 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | Kemptville 73's | CCHL | 0 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2021-22 | — | CCHL | 54 | 2 | 6 | 8 | 0.148 | 0.0473 | 0.0429 | 0.1146 | 0.1039 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Southern New Hampshire | D2 | NE10 | SR | 27 | 8 | 15 | 23 | 0.852 |
| 2024-25 | Southern New Hampshire | D2 | NE10 | JR | 29 | 7 | 20 | 27 | 0.931 |
| 2023-24 | Southern New Hampshire | D2 | NE10 | SO | 30 | 8 | 18 | 26 | 0.867 |
| 2022-23 | Southern New Hampshire | D2 | NE10 | FR | 27 | 4 | 13 | 17 | 0.630 |
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.