icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2012-13 | — | NAHL | 11 | 0 | 0 | 0 | 0.000 | — | — | — | — |
| 2013-14 | Kenai River Brown Bears | NAHL | 13 | 0 | 3 | 3 | 0.231 | 0.0848 | 0.0797 | 0.2436 | 0.2288 |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2017-18 | Concordia | D3 | MIAC | SR | 27 | 4 | 5 | 9 | 0.333 |
| 2017-18 | Concordia (WI) | D3 | NCHA | SR | 27 | 4 | 5 | 9 | 0.333 |
| 2016-17 | Concordia | D3 | MIAC | JR | 16 | 2 | 3 | 5 | 0.312 |
| 2016-17 | Concordia (WI) | D3 | NCHA | JR | 16 | 2 | 3 | 5 | 0.312 |
| 2015-16 | Concordia | D3 | MIAC | SO | 3 | 0 | 0 | 0 | 0.000 |
| 2015-16 | Concordia (WI) | D3 | NCHA | SO | 3 | 0 | 0 | 0 | 0.000 |
| 2014-15 | Concordia | D3 | MIAC | FR | 25 | 5 | 11 | 16 | 0.640 |
| 2014-15 | Concordia (WI) | D3 | NCHA | FR | 25 | 5 | 11 | 16 | 0.640 |
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.