Transparent formulas
Every score and forecast has a readable formula. No black boxes.
In a delivered system
In LootSignal, the franchise score formula and its weights are published inside the product, and every scoring run is versioned.
Standards · 7 principles
Analytical standards.
Each principle comes with how it concretely appears in a delivered system — not just the claim.
Traceable sources
Every figure links back to where it came from.
In a delivered system
Each dashboard figure carries a source tag; clicking through shows the source class, refresh date, and ingestion path.
Confidence scores
Figures state how much weight they can bear.
In a delivered system
Dimensions that rely on proxy data are chip-marked medium or low confidence, and the chip explains why.
Data-freshness monitoring
Stale data is flagged, not silently served.
In a delivered system
Every panel shows its last refresh; a source that misses its cadence turns its dependent figures amber.
Observed vs. modeled separation
History and projection are never drawn as the same line.
In a delivered system
Forecast charts render observed history as a solid series and modeled futures as banded ranges with the assumption set named.
Documented assumptions and limitations
Every model ships with what it can't do.
In a delivered system
The methodology page lists assumptions and limitations, and the list is updated when the model changes — it's part of the deliverable.
Secure handling of client data
Least-privilege access, encryption, defined retention.
In a delivered system
Client data is encrypted in transit and at rest, access is role-scoped and logged, and retention windows are agreed in writing.
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