| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2011-12 | — | NTDP-U18 | 55 | 16 | 20 | 36 | 0.654 | 0.5206 | 0.5411 | 2.4512 | 2.5477 |
| 2012-13 | — | NTDP-U18 | 62 | 10 | 23 | 33 | 0.532 | 0.4234 | 0.4179 | 1.9936 | 1.9679 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2015-16 | Minnesota | D1 | BigTen | JR | 37 | 20 | 18 | 38 | 1.027 |
| 2014-15 | Minnesota | D1 | BigTen | SO | 38 | 12 | 14 | 26 | 0.684 |
| 2013-14 | Minnesota | D1 | BigTen | FR | 40 | 14 | 16 | 30 | 0.750 |
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.