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 | Waterloo Black Hawks | USHL | 2 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2020-21 | New Jersey Rockets | NCDC | 42 | 22 | 21 | 43 | 1.024 | 0.5709 | 0.5709 | 0.8278 | 0.8278 |
| 2021-22 | New Jersey Rockets | NCDC | 49 | 25 | 47 | 72 | 1.469 | 0.8193 | 0.7736 | 1.1882 | 1.1220 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Niagara | ACHA_D1 | — | — | 24 | 4 | 16 | 20 | 0.833 |
| 2024-25 | Niagara | D1 | AHA | — | 26 | 1 | 2 | 3 | 0.115 |
| 2023-24 | Niagara | D1 | AHA | — | 19 | 4 | 1 | 5 | 0.263 |
| 2022-23 | Niagara | D1 | AHA | — | 10 | 0 | 1 | 1 | 0.100 |
| 2021-22 | Niagara | ACHA_D1 | — | — | 24 | 4 | 16 | 20 | 0.833 |
| 2020-21 | Niagara | ACHA_D1 | — | — | 24 | 4 | 16 | 20 | 0.833 |
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.