| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Hayward High | USHS-W | 15 | 16 | 4 | 20 | 1.333 | 0.3881 | 0.3881 | — | — |
| 2012-13 | Hayward High | USHS-W | 23 | 37 | 23 | 60 | 2.609 | 0.7594 | 0.7594 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | RPI | D1 | ECAC-W | — | 37 | 0 | 2 | 2 | 0.054 |
| 2017-18 | RPI | D1 | — | — | 34 | 3 | 1 | 4 | 0.118 |
| 2017-18 | Rensselaer | D1 | ECAC-W | JR | 34 | 3 | 1 | 4 | 0.118 |
| 2016-17 | RPI | D1 | ECAC-W | — | 34 | 1 | 0 | 1 | 0.029 |
| 2016-17 | Rensselaer | D1 | ECAC-W | SO | 34 | 1 | 0 | 1 | 0.029 |
| 2015-16 | RPI | D1 | ECAC-W | — | 33 | 1 | 0 | 1 | 0.030 |
| 2015-16 | Rensselaer | D1 | ECAC-W | FR | 33 | 1 | 0 | 1 | 0.030 |
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.