Methodology, data lineage & the honesty receipt

The score, in one line

A transparent, reproducible composite — additive dimensions, amplified by consequence.

The confidence ladder

Every number is tagged by how it was known. We never present modeled as measured.

The honesty receipt

The project began with invented constants. This sprint replaced them with real data. Here is the full receipt — including the one that is still honestly flagged.

Empirical findings now in the engine

The live calmac_finding set the engine consumes — rows, max confidence, tier, and source.

Source datasets

Data-integrity rules