TIPSENGINE PUBLIC PREVIEW · CERTIFIED LEAGUE AUTHORITY
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● Tier A authority

LEAGUE GENOME · 2026

Stars League

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

CONFIDENCEC
MATCHES48
PEER LEAGUES57
OBSERVED COVERAGE88.6
LEAGUE FINGERPRINTleague-dna-v0.1-research
941889526222
Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity
ALL NINE DIMENSIONSsame-season percentiles
Scoring environment
94
Shot volume
85
Home advantage
18
Draw tendency
82
Late drama
89
Comeback frequency
31
Discipline heat
52
Formation diversity
62
Competitive parity
22
OBSERVATION COVERAGEmissing data is never zero-filled
Events100%
Lineups79%
Shot Statistics83%
Reconciled Timelines100%
Possession Statistics83%
LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Scoring environment94
Late drama89
Shot volume85

LOW RELATIVE TRAITS

Home advantage18
Competitive parity22
Comeback frequency31
CLUB GENOMES12 current teams · alphabetical, not ranked

Al Ahli Doha

Attack volume 96

C

Al-Arabi SC

Shot precision 79

C

Al-Duhail SC

Box pressure 88

C

Al-Gharafa

Directness 79

C

Al-Rayyan SC

Disruption 73

C

Al Sadd

Control 96

C

Al-Sailiya

Directness 71

C

Al Shahaniya

Shot precision 63

C

Al Shamal

Shot precision 88

C

Al Wakrah

Comeback response 93

C

Lusail City

Formation flexibility 83

C

Qatar SC

Directness 96

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 lineagea115081bcab958d064e4f2b4b777867fa59c5ba75d40104d7ac36e9e8c88ff2d
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