| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Granite City Lumberjacks | NA3HL | 43 | 18 | 35 | 53 | 1.233 | 0.1485 | 0.1394 | 0.3894 | 0.3655 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2018-19 | Bethel | D3 | MIAC | SR | 25 | 3 | 6 | 9 | 0.360 |
| 2017-18 | Bethel | D3 | MIAC | JR | 25 | 5 | 8 | 13 | 0.520 |
| 2016-17 | Bethel | D3 | MIAC | SO | 19 | 7 | 7 | 14 | 0.737 |
| 2015-16 | Bethel | D3 | MIAC | FR | 25 | 4 | 12 | 16 | 0.640 |
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.