| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Hill-Murray School | USHS-MN-W | 19 | 2 | 1 | 3 | 0.158 | 0.0254 | 0.0254 | — | — |
| 2012-13 | Hill-Murray School | USHS-MN-W | 25 | 5 | 11 | 16 | 0.640 | 0.1028 | 0.1028 | — | — |
| 2013-14 | Hill-Murray School | USHS-MN-W | 24 | 17 | 18 | 35 | 1.458 | 0.2342 | 0.2342 | — | — |
| 2014-15 | Hill-Murray School | USHS-MN-W | 25 | 15 | 18 | 33 | 1.320 | 0.2120 | 0.2120 | — | — |
| 2015-16 | Hill-Murray School | USHS-MN-W | 25 | 29 | 11 | 40 | 1.600 | 0.2570 | 0.2570 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Bemidji State | D1 | CHA-W | SR | 32 | 5 | 3 | 8 | 0.250 |
| 2018-19 | Bemidji State | D1 | CHA-W | JR | 36 | 10 | 9 | 19 | 0.528 |
| 2017-18 | Bemidji State | D1 | CHA-W | SO | 36 | 10 | 9 | 19 | 0.528 |
| 2016-17 | Bemidji State | D1 | CHA-W | FR | 38 | 8 | 9 | 17 | 0.447 |
| 2015-16 | Bemidji State | D1 | CHA-W | — | 35 | 2 | 3 | 5 | 0.143 |
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.