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 | 3 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2015-16 | Salmon Arm Silverbacks | BCHL | 56 | 6 | 24 | 30 | 0.536 | 0.2064 | 0.2112 | 0.7796 | 0.7979 |
| 2016-17 | — | BCHL | 51 | 6 | 20 | 26 | 0.510 | 0.1964 | 0.1910 | 0.7419 | 0.7214 |
| 2017-18 | Vernon Vipers | BCHL | 21 | 3 | 6 | 9 | 0.429 | 0.1651 | 0.1526 | 0.6237 | 0.5764 |
| 2018-19 | Univ. of Lethbridge | USports-M | 21 | 1 | 2 | 3 | 0.143 | 0.0754 | 0.0806 | 0.4188 | 0.4476 |
| 2019-20 | Univ. of Lethbridge | USports-M | 24 | 0 | 4 | 4 | 0.167 | 0.0880 | 0.0880 | 0.4886 | 0.4886 |
| 2021-22 | Grant MacEwan Univ. | USports-M | 10 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2022-23 | Grant MacEwan Univ. | USports-M | 17 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Alaska Anchorage | D1 | WCHA | FR | 10 | 2 | 1 | 3 | 0.300 |
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.