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

LEAGUE GENOME · 2026

Premier League

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

CONFIDENCEC
MATCHES90
PEER LEAGUES57
OBSERVED COVERAGE100.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
32341854138
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
32
Shot volume
57
Home advantage
34
Draw tendency
72
Late drama
18
Comeback frequency
48
Discipline heat
54
Formation diversity
1
Competitive parity
38
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Draw tendency72
Shot volume57
Discipline heat54

LOW RELATIVE TRAITS

Formation diversity1
Late drama18
Scoring environment32
CLUB GENOMES20 current teams · alphabetical, not ranked

Arsenal

Lead security 85

C

Aston Villa

Directness 58

C

Bournemouth

Shot precision 83

C

Brentford

Disruption 84

C

Brighton

Lead security 85

C

Chelsea

Shot precision 98

C

Coventry

Formation flexibility 95

C

Crystal Palace

Shot precision 78

C

Everton

Comeback response 86

C

Fulham

Box pressure 93

C

Hull City

Directness 98

C

Ipswich

Shot precision 93

C

Leeds

Formation flexibility 88

C

Liverpool

Disruption 93

C

Manchester City

Control 98

C

Manchester United

Attack volume 95

C

Newcastle

Disruption 77

C

Nottingham Forest

Directness 93

C

Sunderland

Directness 53

C

Tottenham

Control 93

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 lineage06d6d41dcff283a0f94af3b5c789a4e383392c85494eba801a83516ffd502996
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