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

LEAGUE GENOME · 2026

Serie B

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

CONFIDENCEB
MATCHES100
PEER LEAGUES57
OBSERVED COVERAGE96.0
LEAGUE FINGERPRINTleague-dna-v0.1-research
202480504366
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
20
Shot volume
66
Home advantage
24
Draw tendency
89
Late drama
80
Comeback frequency
99
Discipline heat
50
Formation diversity
43
Competitive parity
66
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Comeback frequency99
Draw tendency89
Late drama80

LOW RELATIVE TRAITS

Scoring environment20
Home advantage24
Formation diversity43
CLUB GENOMES20 current teams · alphabetical, not ranked

Arezzo

Formation flexibility 88

C

Ascoli

Control 98

C

Avellino

Shot precision 58

C

Benevento

Disruption 88

C

Carrarese

Disruption 71

C

Catanzaro

Passing security 83

C

Cesena

Directness 88

C

Cremonese

Formation flexibility 93

C

Empoli

Disruption 82

C

Hellas Verona

Box pressure 87

C

Juve Stabia

Control 86

C

Mantova

Shot precision 98

C

Modena

Formation flexibility 98

C

Padova

Lead security 53

C

Palermo

Directness 98

C

Pisa

Shot precision 93

C

Sampdoria

Directness 93

C

Sudtirol

Passing security 88

C

Vicenza Virtus

Directness 78

C

Virtus Entella

Directness 68

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 lineageddcfd99f60561541c508b8bbd98b81ecde3ed925cde66778b6c40d6cbfd277ca
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