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

LEAGUE GENOME · 2026

Serie A

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

CONFIDENCEB
MATCHES100
PEER LEAGUES57
OBSERVED COVERAGE100.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
823932104810
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
82
Shot volume
80
Home advantage
39
Draw tendency
4
Late drama
32
Comeback frequency
27
Discipline heat
10
Formation diversity
48
Competitive parity
10
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Scoring environment82
Shot volume80
Formation diversity48

LOW RELATIVE TRAITS

Draw tendency4
Competitive parity10
Discipline heat10
CLUB GENOMES20 current teams · alphabetical, not ranked

AC Milan

Control 88

C

AS Roma

Box pressure 87

C

Atalanta

Shot precision 68

C

Bologna

Comeback response 89

C

Cagliari

Formation flexibility 98

C

Como

Passing security 98

C

Fiorentina

Directness 93

C

Frosinone

Directness 98

C

Genoa

Directness 78

C

Inter

Comeback response 96

C

Juventus

Lead security 89

C

Lazio

Lead security 75

C

Lecce

Shot precision 93

C

Monza

Shot precision 98

C

Napoli

Box pressure 76

C

Parma

Formation flexibility 88

C

Sassuolo

Passing security 83

C

Torino

Formation flexibility 93

C

Udinese

Directness 63

C

Venezia

Control 57

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 lineageed8acced8ff6265cc945db873522bf15c29affe0d13de13b2ae0ef57de49d2b4
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