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 | Salmon Arm Silverbacks | BCHL | 6 | 1 | 0 | 1 | 0.167 | 0.0642 | 0.0702 | 0.2429 | 0.2656 |
| 2015-16 | Vernon Vipers | BCHL | 57 | 7 | 15 | 22 | 0.386 | 0.1487 | 0.1546 | 0.5624 | 0.5849 |
| 2016-17 | Vernon Vipers | BCHL | 58 | 27 | 24 | 51 | 0.879 | 0.3388 | 0.3350 | 1.2812 | 1.2669 |
| 2023-24 | Lukko | Liiga | 31 | 12 | 10 | 22 | 0.710 | 1.7742 | 1.7783 | — | — |
| 2024-25 | Lukko | Liiga | 60 | 21 | 24 | 45 | 0.750 | 1.8750 | 1.8139 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Merrimack | D1 | HockeyEast | — | 34 | 8 | 20 | 28 | 0.824 |
| 2020-21 | Denver | D1 | NCHC | SR | 20 | 1 | 5 | 6 | 0.300 |
| 2019-20 | Alaska Fairbanks | D1 | WCHA | JR | 35 | 13 | 20 | 33 | 0.943 |
| 2018-19 | Alaska Fairbanks | D1 | WCHA | SO | 36 | 9 | 15 | 24 | 0.667 |
| 2017-18 | Alaska Fairbanks | D1 | WCHA | FR | 36 | 4 | 19 | 23 | 0.639 |
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.