PRIVATE REAL-DATA RESEARCH BUILD · CERTIFIED LEAGUE AUTHORITY · NOINDEX
TIPSENGINE
Tier A authority

LEAGUE GENOME · 2026

Major League Soccer

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

CONFIDENCEA
MATCHES373
PEER LEAGUES59
OBSERVED COVERAGE99.6
LEAGUE FINGERPRINTleague-dna-v0.1-research
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
82
Shot volume
42
Home advantage
65
Draw tendency
53
Late drama
47
Comeback frequency
69
Discipline heat
53
Formation diversity
23
Competitive parity
97
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups95%
Shot Statistics99%
Reconciled Timelines100%
Possession Statistics99%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Competitive parity97
Scoring environment82
Comeback frequency69

LOW RELATIVE TRAITS

Formation diversity23
Shot volume42
Late drama47
CLUB GENOMES30 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 lineage458dec66b60c409d097fcda1732fe04315088bbb349ec61887b7d9d650ab66dd
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