| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | — | NAHL | 25 | 4 | 8 | 12 | 0.480 | 0.1764 | 0.1790 | 0.5066 | 0.5141 |
| 2014-15 | Express Hockey Club | EHL | 44 | 24 | 30 | 54 | 1.227 | 0.2835 | 0.2758 | 0.6005 | 0.5842 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2016-17 | Tufts | D3 | NESCAC | — | 19 | 3 | 3 | 6 | 0.316 |
| 2015-16 | Tufts | D3 | NESCAC | — | 14 | 2 | 1 | 3 | 0.214 |
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.