Head to head
D. Upamecano vs K. Kvaratskhelia
Two transparent 100-point cases. The same methodology, compared component by component.
Real-data provisional ranking
Every displayed component is computed from current API-Football fixture, event, player-stat, standings, and pre-match Elo evidence, plus dated official-source individual award records. The locked 2024–2025 vote-forecast holdout is complete but failed its publication thresholds; its experimental ranking is disclosed separately from football merit.
Rank #21
Dayot Upamecano
Bayern München · Defender
Rank #1
Khvicha Kvaratskhelia
Paris Saint Germain · Forward
Compare the evidence
D. Upamecano
Role output is the 79th 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
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D. Upamecano
Creation & progression is the 76th 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
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D. Upamecano
All-round role contribution is the 69th 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
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D. Upamecano
Efficiency & execution is the 50th 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
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D. Upamecano
Availability combines 3921 minutes (70% of team opportunity), 49 appearances, and 80% 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
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D. Upamecano
Verified individual honors: Official Team of the Season or Tournament selection (0.75). Tier caps convert 0.75 direct points to 0.75 of 10.0.
published direct award points; sum within competition tier, apply the tier cap, sum tiers, then apply the 10-point component cap
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
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D. Upamecano
Against opponents at or above the 75th pre-match Elo percentile: 24 appearances, 2073 minutes, and 60th 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
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D. Upamecano
Knockout credit combines 1.19 event-leverage units from 3 goal/assist/penalty events with 13 appearances and 1165 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
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D. Upamecano
Match-state events produce 2.41 leverage units from 6 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
Compare the evidence
D. Upamecano
Team credit: Bundesliga winner (0.59 credit); FIFA World Cup semi final (0.58 credit); UEFA Champions League semi final (0.50 credit). Diminishing-return evidence is 1.13 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