| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Coulee Region Chill | NA3HL | 41 | 10 | 18 | 28 | 0.683 | 0.1571 | 0.1637 | 0.2163 | 0.2254 |
| 2015-16 | Coulee Region Chill | NA3HL | 40 | 21 | 27 | 48 | 1.200 | 0.2760 | 0.2741 | 0.3802 | 0.3776 |
| 2016-17 | Coulee Region Chill | NA3HL | 47 | 14 | 27 | 41 | 0.872 | 0.2006 | 0.1891 | 0.2763 | 0.2604 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Lawrence | D3 | NCHA | SR | 8 | 0 | 0 | 0 | 0.000 |
| 2019-20 | Lawrence | D3 | NCHA | JR | 24 | 1 | 3 | 4 | 0.167 |
| 2018-19 | Lawrence | D3 | NCHA | SO | 25 | 3 | 3 | 6 | 0.240 |
| 2017-18 | Lawrence | D3 | NCHA | FR | 19 | 0 | 2 | 2 | 0.105 |
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.