Evolving-Hockey (2024)

Goals Above Average & Replacement (Skaters):

  • Goals Above Replacement (GAR, WAR, and SPAR) is a metric that attempts to assign a total value to each player, which represents how much that player contributed to their team in a single number. This single number is comprised of multiple components that are ratings for each area of play within a given sport. Please reference our full Wins Above Replacement series (part 1,part 2,part 3) for any and all information about the model found on our site.
MetricDefinition
EVOEven-Strength Offense Goals Above Average/Replacement (per position)
EVDEven-Strength Defense Goals Above Average/Replacement (inverted, per position)
PPOPowerplay Offense Goals Above Average/Replacement (per position)
SHDShorthanded Defense Goals Above Average/Replacement (per position)
TakePenalties Taken Goals Above Average/Replacement (inverted, per position)
DrawPenalties Drawn Goals Above Average/Replacement (per position)
OffTotal Offense: EVO + PPO
DefTotal Defense: EVD + SHD
PensTotal Penalty Goals: Take + Draw
GARGoals Above Replacement
WARWins Above Replacement
SPARStanding Points Above Replacement

Replacement Level (Skaters):

MetricDefinition
Even-Strength Offense (EVO)Aggregate rate below average of all skaters outside the top 13 F or top 7 D per team per season (’07-’19)
Even-Strength Defense (EVD)Aggregate rate below average of all skaters outside the top 13 F or top 7 D per team per season (’07-’19)
Powerplay Offense (PPO)Aggregate rate below average of all skaters outside the top 11 skaters per team per season (per position, ’07-’19)
Shorthanded Defense (SHD)Aggregate rate below average of all skaters outside the top 11 skaters per team per season (per position, ’07-’19)
Penalties Taken (Take)Aggregate rate below average of all skaters outside the top 13 F or top 7 D per team per season (all situations, ’07-’19)
Penalties Drawn (Draw)Aggregate rate below average of all skaters outside the top 13 F or top 7 D per team per season (all situations, ’07-’19)

Goals Above Average & Replacement TOI Thresholds (Skaters):

MetricDefinition
Even-Strength (EVO & EVD)60 minutes
Powerplay Offense (PPO)25 minutes
Shorthanded Defense (EVD)25 minutes
Penalties (Take + Draw)None

Note: players who fall below these TOI thresholds are “regressed” to average (0.0)

Goals Above Average & Replacement (Goalies):

MetricDefinition
FA EVTotal even-strength fenwick shots against
FA SHTotal shorthanded fenwick shots against
EVDEven-Strength Defense Goals Above Average/Replacement (inverted)
SHDShorthanded Defense Goals Above Average/Replacement (inverted)
TakePenalties Taken Goals Above Average/Replacement (inverted)
DrawPenalties Drawn Goals Above Average/Replacement
GAA/GAR/WAR/SPAREVD+SHD+Take+Draw(converted to WAR/SPAR as necessary)

Penalty Goals:

MetricDefinition
Take CountTotal penalties taken
Draw CountTotal penalties drawn
Take GoalsTotal goal value of all penalties taken (inverted)
Draw GoalsTotal goal value of all penalties drawn
Take AAPenalties Taken Goals Above Average (per position, inverted)
Draw AAPenalties Drawn Goals Above Average (per position)
Pens AATake AA+Draw AA

Penalties included are from all strength state situations

TheTake GoalsandDraw Goalsvalues are score & venue adjusted

The following penalties are removed:

  • Offsetting penalties (strength state moves from 5v5 -> 4v4, for example)
  • Superfluous penalites (additional game misconducts, unsportsmanlike conducts, etc.)

Goals Per Win / Standing Point:

To convert goals to wins/standing points, we follow the method developed byDave Laidig at American Soccer Analysis. A single linear regression is run where team wins per game is the independent variable and team goal differential per game is the dependent variable. The resulting coefficient for team goal differential is used as the goals to win conversion factor. The same process is used for standing points (team standing points per game is substituted for team wins per game).

There are very few observations per season (30/31 teams in a season) so we use a “rolling average” approach to determine the conversion factor. For example, the goals to wins conversion for the ’18-19 season includes the team results from the ’16-17, ’17-18, and ’18-19 seasons. Additionally, each season is weighted in the regression based on recency (in this case ’16-17 has a weight of 1, ’17-18 has a weight of 2, and ’18-19 has a weight of 3). This produces a more stable conversion while maintaining the league environment for the season that is being evaluated.

Here are the goals to win/standing point conversions from 07-08 to 20-21:

seasonGoals Per Standing PointGoals Per Win
07-082.8725.525
08-092.8725.525
09-102.8725.525
10-112.9225.600
11-123.0935.733
12-132.9085.389
13-142.8205.279
14-152.7545.252
15-162.6965.182
16-172.7455.312
17-182.6835.132
18-192.8505.364
19-202.9275.620
20-212.9925.571

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