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”.

CONFIDENCEA
MATCHES360
PEER LEAGUES57
OBSERVED COVERAGE95.6
LEAGUE FINGERPRINTleague-dna-v0.1-research
85562822083
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
8
Shot volume
64
Home advantage
55
Draw tendency
64
Late drama
62
Comeback frequency
24
Discipline heat
82
Formation diversity
20
Competitive parity
83
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups96%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics99%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Competitive parity83
Discipline heat82
Shot volume64

LOW RELATIVE TRAITS

Scoring environment8
Formation diversity20
Comeback frequency24
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 lineage6c31cb7ed57003632faf08f2f821fa43989dc60ad368034dd8d7cda43652e6d9
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