IndexFair › Methodology › Evidence floors
/methodology · v2.1 · append-only · last updated 2026-01
/methodology/evidence-floorsRelated
Evidence floors
An evidence floor is the minimum independent evidence a brand must accumulate before any score is published. It is the single rule behind most pages that show no number — and it is about evidence sufficiency, never about quality.
What it means
Two correlated sources are not two pieces of evidence. The floor counts effective independent sources — after collapsing feeds that echo each other — and only publishes a score once enough genuinely independent evidence exists, across the required categories.
Inputs & data fields
FieldTypeMeaning
source_weightfloatTrust weight of a source, 0–1, fixed by tier.
correlationfloatHow much a source echoes ones already counted.
eff_sourcesfloatEffective independent sources after collapse.
categoriessetWhich source categories are present (regulator, review…).
Process & formula
eff_sources = Σ wᵢ · (1 − ρᵢ)wᵢ = source trust weight · ρᵢ = correlation with already-counted sourcespublish ⟺ eff_sources ≥ 2.0 ∧ {regulator, review} categories present
- Collapse correlated feeds (syndication, mirrors, operator echoes) into effective independent sources.
- Require the regulator category and the review-derived category to each clear their own minimum.
- If eff_sources ≥ 2.0 and both categories are present, the score publishes; otherwise it is withheld.
How it affects public pages
below floorrenders Insufficient evidence — score withheld, gap shown.
at / abovethe score and its interval publish on the /evidence page.
Worked example
Lumen Exchange · fake data
Sourcewᵢ1−ρeff
AggregatorX1.01.001.00
Operator blog (echo)0.80.500.40
eff_sources1.40
1.40 < 2.0 → score withheld. A provisional 6.1 exists internally but is never published. Two more independent sources would clear the floor.