| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Valley Jr. Warriors | EHL | 34 | 5 | 10 | 15 | 0.441 | 0.0947 | 0.0945 | 0.2161 | 0.2156 |
| 2014-15 | Valley Jr. Warriors | EHL | 43 | 14 | 9 | 23 | 0.535 | 0.1148 | 0.1092 | 0.2619 | 0.2491 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Gustavus Adolphus | D3 | MIAC | SR | 25 | 2 | 3 | 5 | 0.200 |
| 2017-18 | Gustavus Adolphus | D3 | MIAC | JR | 27 | 7 | 5 | 12 | 0.444 |
| 2016-17 | Gustavus Adolphus | D3 | MIAC | SO | 24 | 2 | 5 | 7 | 0.292 |
| 2015-16 | Gustavus Adolphus | D3 | MIAC | FR | 23 | 6 | 9 | 15 | 0.652 |
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.