| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Chaska/Chanhassen | USHS-MN-W | 19 | 10 | 7 | 17 | 0.895 | 0.1437 | 0.1437 | — | — |
| 2013-14 | Chaska/Chanhassen | USHS-MN-W | 25 | 18 | 22 | 40 | 1.600 | 0.2570 | 0.2570 | — | — |
| 2014-15 | Chaska/Chanhassen | USHS-MN-W | 24 | 35 | 23 | 58 | 2.417 | 0.3881 | 0.3881 | — | — |
| 2015-16 | Chaska/Chanhassen | USHS-MN-W | 25 | 34 | 30 | 64 | 2.560 | 0.4111 | 0.4111 | — | — |
| 2016-17 | Chaska/Chanhassen | USHS-MN-W | 23 | 22 | 18 | 40 | 1.739 | 0.2793 | 0.2793 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2020-21 | Bemidji State | D1 | CHA-W | SR | 16 | 3 | 2 | 5 | 0.312 |
| 2019-20 | Bemidji State | D1 | CHA-W | JR | 29 | 10 | 4 | 14 | 0.483 |
| 2018-19 | Bemidji State | D1 | CHA-W | SO | 32 | 6 | 7 | 13 | 0.406 |
| 2017-18 | Bemidji State | D1 | CHA-W | FR | 32 | 6 | 7 | 13 | 0.406 |
| 2016-17 | Bemidji State | D1 | CHA-W | — | 21 | 1 | 1 | 2 | 0.095 |
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.