H. Kane vs K. Kvaratskhelia

H. Kane

Role output is the 94th role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

K. Kvaratskhelia

Role output is the 95th role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

H. Kane

Creation & progression is the 72nd role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

K. Kvaratskhelia

Creation & progression is the 95th role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

H. Kane

All-round role contribution is the 64th role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

K. Kvaratskhelia

All-round role contribution is the 84th role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

H. Kane

Efficiency & execution is the 94th role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

K. Kvaratskhelia

Efficiency & execution is the 83rd role-cohort percentile from 4 disclosed metric families (100% weight coverage).

weighted mean of position-specific metric percentiles; raw action rates use frozen pre-match field-strength adjustment and ratios use empirical-Bayes shrinkage

H. Kane

Availability combines 4612 minutes (82% of team opportunity), 57 appearances, and 64% smooth consistency credit.

60% minutes share + 15% appearance share + 10% start share + 15% smooth 30+ minute match-impact consistency

K. Kvaratskhelia

Availability combines 2687 minutes (56% of team opportunity), 45 appearances, and 62% smooth consistency credit.

60% minutes share + 15% appearance share + 10% start share + 15% smooth 30+ minute match-impact consistency

H. Kane

Verified individual honors: European Golden Shoe (2.50); League Golden Boot (2.00); Official Team of the Season or Tournament selection (1.25); plus 1 other verified selection(s). Tier caps convert 6.50 direct points to 5.25 of 10.0.

published direct award points; sum within competition tier, apply the tier cap, sum tiers, then apply the 10-point component cap

K. Kvaratskhelia

Verified individual honors: Champions League Player of the Season (4.50); Official Team of the Season or Tournament selection (1.25). Tier caps convert 5.75 direct points to 5.75 of 10.0.

published direct award points; sum within competition tier, apply the tier cap, sum tiers, then apply the 10-point component cap

H. Kane

Against opponents at or above the 75th pre-match Elo percentile: 25 appearances, 1904 minutes, and 54th role-impact percentile.

85% minutes-weighted role impact + 15% capped 900-minute volume

K. Kvaratskhelia

Against opponents at or above the 75th pre-match Elo percentile: 20 appearances, 1325 minutes, and 57th role-impact percentile.

85% minutes-weighted role impact + 15% capped 900-minute volume

H. Kane

Knockout credit combines 12.90 event-leverage units from 18 goal/assist/penalty events with 13 appearances and 1182 minutes.

70% stage- and prestige-weighted event leverage + 25% stage-, prestige-, and minutes-weighted role impact + 5% capped 900-minute prestige volume

K. Kvaratskhelia

Knockout credit combines 7.66 event-leverage units from 10 goal/assist/penalty events with 10 appearances and 761 minutes.

70% stage- and prestige-weighted event leverage + 25% stage-, prestige-, and minutes-weighted role impact + 5% capped 900-minute prestige volume

H. Kane

Match-state events produce 30.27 leverage units from 74 goal/assist/penalty events; the score uses verified event leverage without a generalized role-output proxy.

100% expected-points-added goal/assist leverage (65% volume, 35% rate); generalized role output receives no match-swing credit

K. Kvaratskhelia

Match-state events produce 14.81 leverage units from 28 goal/assist/penalty events; the score uses verified event leverage without a generalized role-output proxy.

100% expected-points-added goal/assist leverage (65% volume, 35% rate); generalized role output receives no match-swing credit

H. Kane

Team credit: Bundesliga winner (0.63 credit); UEFA Champions League semi final (0.51 credit); FIFA World Cup semi final (0.47 credit). Diminishing-return evidence is 1.12 against the disclosed 2.00 ceiling.

finish × prestige × route × participation × importance; credits then receive 1.0/0.6/0.3/0.1 diminishing weights

K. Kvaratskhelia

Team credit: UEFA Champions League winner (1.27 credit); Ligue 1 winner (0.46 credit). Diminishing-return evidence is 1.54 against the disclosed 2.00 ceiling.

finish × prestige × route × participation × importance; credits then receive 1.0/0.6/0.3/0.1 diminishing weights