| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Odessa Jackalopes | NAHL | 9 | 1 | 0 | 1 | 0.111 | 0.0413 | 0.0404 | 0.1176 | 0.1150 |
| 2015-16 | Express Hockey Club | EHL | 38 | 6 | 18 | 24 | 0.632 | 0.1355 | 0.1280 | 0.3093 | 0.2922 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Lake Forest | D3 | NCHA | SR | 27 | 1 | 8 | 9 | 0.333 |
| 2018-19 | Lake Forest | D3 | NCHA | JR | 28 | 4 | 8 | 12 | 0.429 |
| 2017-18 | Lake Forest | D3 | NCHA | SO | 28 | 2 | 3 | 5 | 0.179 |
| 2016-17 | Lake Forest | D3 | NCHA | FR | 26 | 5 | 8 | 13 | 0.500 |
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.