| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | — | USPHL-Premier-Classic | 38 | 10 | 7 | 17 | 0.447 | 0.1256 | 0.1263 | 0.3679 | 0.3701 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Skidmore | D1 | SUNYAC | SR | 24 | 2 | 6 | 8 | 0.333 |
| 2019-20 | Skidmore | D3 | SUNYAC | SR | 24 | 2 | 6 | 8 | 0.333 |
| 2018-19 | Skidmore | D1 | SUNYAC | JR | 26 | 7 | 7 | 14 | 0.538 |
| 2018-19 | Skidmore | D3 | SUNYAC | JR | 26 | 7 | 7 | 14 | 0.538 |
| 2017-18 | Skidmore | D3 | SUNYAC | SO | 21 | 4 | 9 | 13 | 0.619 |
| 2016-17 | Skidmore | D3 | SUNYAC | FR | 15 | 1 | 5 | 6 | 0.400 |
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.