| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Valley Jr. Warriors | EHL | 41 | 8 | 19 | 27 | 0.658 | 0.0963 | 0.0902 | 0.3229 | 0.3026 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | St. Olaf | D3 | MIAC | SR | 24 | 5 | 9 | 14 | 0.583 |
| 2016-17 | St. Olaf | D3 | MIAC | JR | 6 | 0 | 0 | 0 | 0.000 |
| 2015-16 | St. Olaf | D3 | MIAC | SO | 17 | 0 | 2 | 2 | 0.118 |
| 2014-15 | St. Olaf | D3 | MIAC | FR | 0 | 0 | 0 | 0 | 0.000 |
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.