| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Loyola Academy | USHS-W | 13 | 8 | 4 | 12 | 0.923 | 0.2687 | 0.2687 | — | — |
| 2011-12 | Loyola Academy | USHS-W | 21 | 25 | 17 | 42 | 2.000 | 0.5822 | 0.5822 | — | — |
| 2012-13 | Loyola Academy | USHS-W | 13 | 27 | 10 | 37 | 2.846 | 0.8285 | 0.8285 | — | — |
| 2013-14 | Loyola Academy | USHS-W | 10 | 20 | 8 | 28 | 2.800 | 0.8151 | 0.8151 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Cornell | D1 | ECAC-W | SR | 33 | 1 | 6 | 7 | 0.212 |
| 2016-17 | Cornell | D1 | ECAC-W | JR | 34 | 1 | 4 | 5 | 0.147 |
| 2015-16 | Cornell | D1 | ECAC-W | SO | 31 | 0 | 12 | 12 | 0.387 |
| 2014-15 | Cornell | D1 | ECAC-W | FR | 33 | 7 | 18 | 25 | 0.758 |
| 2001-02 | Wisconsin-Stevens Point | D3 | NCHA | FR | 27 | 0 | 3 | 3 | 0.111 |
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.