| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | Spruce Grove Saints | AJHL | 7 | 1 | 0 | 1 | 0.143 | 0.0479 | 0.0530 | 0.1322 | 0.1462 |
| 2013-14 | Spruce Grove Saints | AJHL | 50 | 13 | 16 | 29 | 0.580 | 0.1945 | 0.2050 | 0.5367 | 0.5656 |
| 2014-15 | Spruce Grove Saints | AJHL | 29 | 11 | 10 | 21 | 0.724 | 0.2429 | 0.2431 | 0.6701 | 0.6706 |
| 2015-16 | Spruce Grove Saints | AJHL | 52 | 21 | 47 | 68 | 1.308 | 0.4386 | 0.4185 | 1.2101 | 1.1547 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2019-20 | Arizona State | D1 | NCHC | SR | 36 | 3 | 18 | 21 | 0.583 |
| 2018-19 | Arizona State | D1 | NCHC | JR | 34 | 7 | 14 | 21 | 0.618 |
| 2017-18 | Arizona State | D1 | NCHC | SO | 29 | 7 | 8 | 15 | 0.517 |
| 2016-17 | Arizona State | D1 | NCHC | FR | 32 | 9 | 11 | 20 | 0.625 |
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.