| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Chicago Bulldogs | NA3HL | 43 | 14 | 13 | 27 | 0.628 | 0.0694 | 0.0724 | 0.1989 | 0.2075 |
| 2015-16 | Chicago Bulldogs | NA3HL | 11 | 3 | 2 | 5 | 0.455 | 0.0503 | 0.0500 | 0.1440 | 0.1432 |
| 2016-17 | Valley Jr. Warriors | EHL | 40 | 16 | 19 | 35 | 0.875 | 0.1280 | 0.1244 | 0.4290 | 0.4171 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Chatham | D1 | — | SR | 11 | 4 | 3 | 7 | 0.636 |
| 2020-21 | Chatham | D3 | UCHC | — | 11 | 4 | 3 | 7 | 0.636 |
| 2019-20 | Chatham | D1 | — | JR | 17 | 7 | 8 | 15 | 0.882 |
| 2019-20 | Chatham | D3 | UCHC | — | 17 | 7 | 8 | 15 | 0.882 |
| 2018-19 | Trine | D1 | — | SO | 10 | 1 | 1 | 2 | 0.200 |
| 2018-19 | Trine | D3 | NCHA | — | 10 | 1 | 1 | 2 | 0.200 |
| 2017-18 | Trine | D3 | NCHA | — | 21 | 4 | 5 | 9 | 0.429 |
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.