Jupiler Pro League

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

CONFIDENCEC

MATCHES55

PEER LEAGUES59

OBSERVED COVERAGE96.0

LEAGUE FINGERPRINTleague-dna-v0.1-research

Scoring environmentHome advantageLate dramaDiscipline heatFormation diversityCompetitive parity

ALL NINE DIMENSIONSsame-season percentiles

Scoring environment

Shot volume

Home advantage

Draw tendency

Late drama

Comeback frequency

Discipline heat

Formation diversity

Competitive parity

OBSERVATION COVERAGEmissing data is never zero-filled

Events100%

Lineups95%

Shot Statistics100%

Reconciled Timelines100%

Possession Statistics100%

LEAGUE SIGNATURErelative extremes

MOST DISTINCTIVE HIGH TRAITS

Formation diversity84

Shot volume79

Late drama69

LOW RELATIVE TRAITS

Competitive parity6

Team DNA currently withheld

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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 lineagefdadeee0d2c4a57cd29c197e73fe5fbab35ffb631d34c72240e5ca361c5420c7