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

LEAGUE GENOME · 2026

Liga I

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

CONFIDENCEB
MATCHES112
PEER LEAGUES57
OBSERVED COVERAGE95.8
LEAGUE FINGERPRINTleague-dna-v0.1-research
319948715031
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
31
Shot volume
82
Home advantage
99
Draw tendency
45
Late drama
48
Comeback frequency
11
Discipline heat
71
Formation diversity
50
Competitive parity
31
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups99%
Shot Statistics100%
Reconciled Timelines100%
Possession Statistics100%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Home advantage99
Shot volume82
Discipline heat71

LOW RELATIVE TRAITS

Comeback frequency11
Scoring environment31
Competitive parity31
CLUB GENOMES16 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 lineage1940338d0d3abaf1d07e9d86976f39a57cb60469d1f939f2ac43e41174689f01
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