| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Bozeman Ice Dogs | NA3HL | 44 | 14 | 39 | 53 | 1.204 | 0.1451 | 0.1426 | 0.3805 | 0.3740 |
| 2015-16 | Bozeman Ice Dogs | NA3HL | 47 | 28 | 48 | 76 | 1.617 | 0.1948 | 0.1820 | 0.5108 | 0.4772 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Gustavus Adolphus | D3 | MIAC | SR | 23 | 3 | 2 | 5 | 0.217 |
| 2018-19 | Gustavus Adolphus | D3 | MIAC | JR | 10 | 0 | 0 | 0 | 0.000 |
| 2017-18 | Gustavus Adolphus | D3 | MIAC | SO | 9 | 1 | 0 | 1 | 0.111 |
| 2016-17 | Gustavus Adolphus | D3 | MIAC | FR | 13 | 0 | 2 | 2 | 0.154 |
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.