| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Alexandria Blizzard | NA3HL | 20 | 3 | 4 | 7 | 0.350 | 0.0439 | 0.0436 | 0.1105 | 0.1097 |
| 2013-14 | Alexandria Blizzard | NA3HL | 43 | 19 | 12 | 31 | 0.721 | 0.0905 | 0.0863 | 0.2276 | 0.2170 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Hamline | D3 | MIAC | — | 23 | 3 | 5 | 8 | 0.348 |
| 2016-17 | Hamline | D3 | MIAC | — | 25 | 2 | 1 | 3 | 0.120 |
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.