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”.

CONFIDENCEA
MATCHES332
PEER LEAGUES57
OBSERVED COVERAGE99.3
LEAGUE FINGERPRINTleague-dna-v0.1-research
22925476880
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
22
Shot volume
68
Home advantage
92
Draw tendency
66
Late drama
54
Comeback frequency
76
Discipline heat
76
Formation diversity
8
Competitive parity
80
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups100%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Home advantage92
Competitive parity80
Discipline heat76

LOW RELATIVE TRAITS

Formation diversity8
Scoring environment22
Late drama54
CLUB GENOMES20 current teams · alphabetical, not ranked
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 lineage95b6e01bebe340a1997bdf888f6f338c2d95e32831a8c6efc7e67015dac1b4b2
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