| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Indiana Ice | USHL | 1 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2014-15 | Sioux City Musketeers | USHL | 55 | 3 | 12 | 15 | 0.273 | 0.1609 | 0.1678 | 0.8190 | 0.8540 |
| 2015-16 | Sioux City Musketeers | USHL | 45 | 7 | 13 | 20 | 0.444 | 0.2622 | 0.2612 | 1.3347 | 1.3298 |
| 2016-17 | Sioux City Musketeers | USHL | 44 | 6 | 18 | 24 | 0.545 | 0.3218 | 0.3042 | 1.6384 | 1.5487 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2021-22 | Arizona State | D1 | NCHC | — | 31 | 0 | 4 | 4 | 0.129 |
| 2020-21 | Arizona State | D1 | NCHC | SR | 22 | 1 | 7 | 8 | 0.364 |
| 2019-20 | Arizona State | D1 | NCHC | JR | 29 | 3 | 8 | 11 | 0.379 |
| 2018-19 | Arizona State | D1 | NCHC | SO | 34 | 2 | 7 | 9 | 0.265 |
| 2017-18 | Arizona State | D1 | NCHC | FR | 34 | 3 | 9 | 12 | 0.353 |
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.