icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Academy of Holy Angels (W) | USHS-MN-W | 22 | 3 | 3 | 6 | 0.273 | 0.0412 | 0.0412 | — | — |
| 2013-14 | Academy of Holy Angels (W) | USHS-MN-W | 25 | 5 | 15 | 20 | 0.800 | 0.1208 | 0.1208 | — | — |
| 2014-15 | Academy of Holy Angels (W) | USHS-MN-W | 24 | 7 | 8 | 15 | 0.625 | 0.0944 | 0.0944 | — | — |
| 2015-16 | Academy of Holy Angels (W) | USHS-MN-W | 24 | 9 | 5 | 14 | 0.583 | 0.0881 | 0.0881 | — | — |
| 2016-17 | Academy of Holy Angels (W) | USHS-MN-W | 25 | 12 | 9 | 21 | 0.840 | 0.1268 | 0.1268 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | St. Olaf | D3 | — | — | 25 | 3 | 5 | 8 | 0.320 |
| 2018-19 | St. Olaf | D3 | — | — | 25 | 3 | 5 | 8 | 0.320 |
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.