| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | Hill-Murray School | USHS-MN-W | 25 | 9 | 12 | 21 | 0.840 | 0.1349 | 0.1349 | — | — |
| 2012-13 | Hill-Murray School | USHS-MN-W | 24 | 5 | 15 | 20 | 0.833 | 0.1338 | 0.1338 | — | — |
| 2013-14 | Hill-Murray School | USHS-MN-W | 19 | 10 | 8 | 18 | 0.947 | 0.1522 | 0.1522 | — | — |
| 2014-15 | Hill-Murray School | USHS-MN-W | 21 | 7 | 10 | 17 | 0.809 | 0.1300 | 0.1300 | — | — |
| 2015-16 | Hill-Murray School | USHS-MN-W | 25 | 10 | 18 | 28 | 1.120 | 0.1799 | 0.1799 | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Quinnipiac | D1 | ECAC-W | SR | 37 | 5 | 11 | 16 | 0.432 |
| 2018-19 | Quinnipiac | D1 | ECAC-W | JR | 36 | 3 | 5 | 8 | 0.222 |
| 2017-18 | Quinnipiac | D1 | ECAC-W | SO | 29 | 4 | 3 | 7 | 0.241 |
| 2016-17 | Quinnipiac | D1 | ECAC-W | FR | 37 | 6 | 10 | 16 | 0.432 |
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.