icepath.io · Hockey Analytics
icepath.io · Hockey Analytics
| Season | Team | League | GP | G | A | Pts | PPG | NCAAe-PPG | Age-Adj | D3e-PPG | Age-Adj |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2014-15 | Worcester Blades | CWHL | 12 | 0 | 2 | 2 | 0.167 | — | — | — | — |
| 2015-16 | Worcester Blades | CWHL | 17 | 4 | 3 | 7 | 0.412 | — | — | — | — |
| 2016-17 | Worcester Blades | CWHL | 14 | 0 | 2 | 2 | 0.143 | — | — | — | — |
| 2018-19 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| 2019-20 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| 2020-21 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| 2021-22 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| 2022-23 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| 2023-24 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| 2025-26 | Worcester Blades | CWHL | 21 | 2 | 1 | 3 | 0.143 | — | — | — | — |
| Season | School | Div | Conference | Year | GP | G | A | Pts | PPG |
|---|---|---|---|---|---|---|---|---|---|
| 2013-14 | Utica | D3 | — | SR | 27 | 19 | 20 | 39 | 1.444 |
| 2012-13 | Utica | D3 | — | JR | 25 | 17 | 14 | 31 | 1.240 |
| 2011-12 | Utica | D3 | — | SO | 25 | 17 | 23 | 40 | 1.600 |
| 2010-11 | Utica | D3 | — | FR | 27 | 21 | 12 | 33 | 1.222 |
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.