TIPSENGINE PUBLIC PREVIEW · CERTIFIED LEAGUE AUTHORITY
TIPSENGINE
● Tier A authority

LEAGUE GENOME · 2026

La Liga

A same-season peer fingerprint of how this competition behaves—not a ranking of which league is “best”.

CONFIDENCEB
MATCHES109
PEER LEAGUES57
OBSERVED COVERAGE100.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
625773764625
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
62
Shot volume
46
Home advantage
57
Draw tendency
50
Late drama
73
Comeback frequency
22
Discipline heat
76
Formation diversity
46
Competitive parity
25
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Discipline heat76
Late drama73
Scoring environment62

LOW RELATIVE TRAITS

Comeback frequency22
Competitive parity25
Formation diversity46
CLUB GENOMES20 current teams · alphabetical, not ranked

Alaves

Directness 93

C

Athletic Club

Control 77

C

Atletico Madrid

Control 89

C

Barcelona

Control 98

C

Celta Vigo

Passing security 68

C

Deportivo La Coruna

Comeback response 96

C

Elche

Formation flexibility 93

C

Espanyol

Disruption 93

C

Getafe

Directness 98

C

Levante

Directness 83

C

Malaga

Comeback response 73

C

Osasuna

Formation flexibility 88

C

Racing Santander

Shot precision 83

C

Rayo Vallecano

Disruption 74

C

Real Betis

Control 79

C

Real Madrid

Shot precision 98

C

Real Sociedad

Lead security 88

C

Sevilla

Disruption 93

C

Valencia

Formation flexibility 78

C

Villarreal

Control 91

C
WHAT THE NUMBERS MEANpublication contract
Peer-relative, not absolute

Each dimension is a percentile against eligible leagues from the same season-year cohort. A 90 means unusually high relative behaviour, not “90% good”.

Minimum peer cohort

League DNA is withheld when fewer than six eligible same-year peers exist. Current-only maintenance still uses the full frozen A/B peer authority.

Coverage-aware

Events, lineups, shots and reconciled timelines carry separate observed denominators. Missing observations do not become zeroes.

Versioned lineage

Every published snapshot records its model version, observation window and SHA-256 source manifest for reproducibility.

Cryptographic source lineaged7108efecbc24dab014235c8941fae92914b5c45fc0ea381dcb9883d500a95a7
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