| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2010-11 | Chicago Hitmen | NAHL | 20 | 0 | 5 | 5 | 0.250 | 0.0990 | 0.0960 | 0.2625 | 0.2544 |
| 2011-12 | Chicago Hitmen | NAHL | 56 | 5 | 16 | 21 | 0.375 | 0.1486 | 0.1367 | 0.3937 | 0.3622 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Bethel | D3 | MIAC | SR | 25 | 2 | 8 | 10 | 0.400 |
| 2014-15 | Bethel | D3 | MIAC | JR | 25 | 3 | 6 | 9 | 0.360 |
| 2013-14 | Bethel | D3 | MIAC | SO | 22 | 2 | 7 | 9 | 0.409 |
| 2012-13 | Bethel | D3 | MIAC | FR | 25 | 1 | 1 | 2 | 0.080 |
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.