| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Alexandria Blizzard | NA3HL | 47 | 8 | 17 | 25 | 0.532 | 0.0668 | 0.0676 | 0.1679 | 0.1699 |
| 2015-16 | Alexandria Blizzard | NA3HL | 47 | 13 | 29 | 42 | 0.894 | 0.1121 | 0.1080 | 0.2821 | 0.2717 |
| 2016-17 | Alexandria Blizzard | NA3HL | 42 | 13 | 30 | 43 | 1.024 | 0.1285 | 0.1173 | 0.3232 | 0.2949 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Gustavus Adolphus | D1 | MIAC | SR | 5 | 1 | 1 | 2 | 0.400 |
| 2020-21 | Gustavus Adolphus | D3 | MIAC | SR | 5 | 1 | 1 | 2 | 0.400 |
| 2019-20 | Gustavus Adolphus | D1 | MIAC | JR | 26 | 7 | 3 | 10 | 0.385 |
| 2019-20 | Gustavus Adolphus | D3 | MIAC | JR | 26 | 7 | 3 | 10 | 0.385 |
| 2018-19 | Gustavus Adolphus | D1 | MIAC | SO | 23 | 4 | 3 | 7 | 0.304 |
| 2018-19 | Gustavus Adolphus | D3 | MIAC | SO | 23 | 4 | 3 | 7 | 0.304 |
| 2017-18 | Gustavus Adolphus | D3 | MIAC | FR | 24 | 3 | 3 | 6 | 0.250 |
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.