Prospect Rankings

IceRank

NHL prospect rankings based on development data.

IceRank uses age, production, development history, draft context, and historical comparisons to rank NHL prospects.

IceScore

The score used to rank prospects.

IceScore combines NHL Probability and Career Potential into one score used to order the rankings.

IceScore

Overall ranking score

The main score used to rank players across the IceRank prospect board.

NHL Probability

Will the player become an NHL regular?

Estimates the chance of reaching 200+ career NHL games from historically similar development paths.

Career Potential

What kind of NHL career does the evidence support?

Measures expected NHL career quality using position-aware historical outcomes.

Why the Rank Looks This Way

See the evidence behind each player.

Open a player to see the signals driving the ranking.

Historical Comparables

Who has followed a similar path?

Historical matches use age, stage, position, draft context, league-adjusted production, and NHL starts when applicable.

Development Stage

Context before raw totals

Age and development stage matter. A 17-year-old and a 20-year-old are not judged by the same production standard.

ScoutScore

The crowd's view, kept separate

Community ballots add a human signal beside the model without replacing the statistical ranking.

Built to Move With the Player

Rankings that update as the evidence changes.

New seasons, league changes, NHL games, and new scouting evidence can change a player's profile.