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 | Cheyenne Capitals | USHS-W | 8 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2013-14 | Cheyenne Capitals | USHS-W | 7 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2014-15 | Cheyenne Capitals | USHS-W | 12 | 1 | 1 | 2 | 0.167 | 0.0501 | 0.0501 | — | — |
| 2015-16 | Cheyenne Capitals | USHS-W | 9 | 3 | 0 | 3 | 0.333 | 0.1002 | 0.1002 | — | — |
| 2016-17 | Cheyenne Capitals | USHS-W | 16 | 3 | 11 | 14 | 0.875 | 0.2631 | 0.2631 | — | — |
| 2020-21 | Notre Dame Hounds | SFMAAAHL-W | 4 | 1 | 0 | 1 | 0.250 | 0.0585 | 0.0585 | — | — |
| 2022-23 | Milwaukee Jr. Admirals 19U | 19U-AAA-W | 51 | 3 | 5 | 8 | 0.157 | 0.0534 | 0.0492 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2025-26 | Milwaukee School of Engineering | D3 | — | — | 26 | 3 | 11 | 14 | 0.538 |
| 2024-25 | Milwaukee School of Engineering | D3 | — | — | 25 | 1 | 2 | 3 | 0.120 |
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.