Jersey History

The skater tracking model evaluates game sheets chronologically, assigning algorithmic weights across multiple production domains:

• Even Strength Goals: Weighted for baseline value impact.
• Power Play Goals: Adjusted for standard special teams value.
• Short Handed Goals: Premium weight applied for high-leverage scoring.
• Assists: Accounted for uniformly across line scoring sequences.
• Shot Generation: Evaluated to measure individual offensive creation.
• Blocked Shots: Accounted for by volume, factoring in a defensive suppression workload adjustment for defensemen.
• Penalty Minutes: Applies a progressive deduction to account for disciplinary leverage shifts.

Note: The final sum is reduced by a calibrated positional replacement level per game played, then scaled to determine total Wins contributed. Defensemen receive a structural normalization adjustment to mathematically balance their output against forwards on the league-wide leaderboard.

Goalie impact is calculated by normalizing time-on-ice to 60-minute Game Equivalencies. Actual Save Percentage is evaluated relative to a historical replacement-level baseline to calculate deviation points from league average efficiency.

A dynamic shot-volume multiplier is then applied to assess true workload relative to typical historical shot averages. To adjust for full 60-minute workloads, goalie baselines are strictly normalized against skater values, preventing high-volume variance from over-inflating seasonal peaks.

• +3.50+ (First-Team All-American / Hobey Baker Finalist): The absolute elite tier of college hockey. These players dominate games nationally, average well over a point per game (or post top-five goalie metrics), and frequently lead their teams to national prominence.
• +2.70 to +3.49 (ECAC First-Team / All-American Contender): All-Conference locks and primary game-changers. They serve as top-line anchors and top-pair defensemen who reliably push win shares into elite territory each season.
• +1.75 to +2.69 (ECAC Third-Team / Solid Top-Line Contributor): Upper-tier starters and key catalysts on winning teams. While they may just miss First-Team honors, they consistently earn All-Conference recognition and drive top-six forward or top-four defensive output.
• +0.80 to +1.74 (Average ECAC Performer / Core Roster Mainstay): The exact baseline definition of an every-night college player (apprximately .9-1 PACE). These players eat crucial middle-six minutes, power secondary scoring, and safely maintain positive team impact.
• 0.00 to +0.79 (Bench Guy / Replacement Level / Depth Rotation): Replacement-level output and fringe lineup contributors. This range typically includes energy players in limited roles, third-pair defensive specialists, underclassmen finding their rhythm, or scratches fighting for ice time.