๐Ÿ” Data Provenance

Data Quality &
Source Freshness

Every calculation, classification, and screening result on USTradeStack is powered by official government data sources. This page shows the real-time status of all data pipelines โ€” exactly what's fresh, what's stale, and how confident we are in each result.


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How Data Quality Works
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Automated Pipelines
Each data source has a scheduled pipeline that fetches, validates, and stores updated data. Exchange rates refresh hourly. Sanctions lists refresh daily. Regulatory data refreshes quarterly.
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Confidence Scores
Each source gets a confidence score (0โ€“100%) based on its verification method and freshness. Official government APIs score highest (95%). Confidence degrades if a source passes its refresh window.
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Status Badges
Green = fresh (within refresh window). Yellow = approaching staleness (>75% of window). Red = past staleness threshold. Red sources trigger automatic refresh attempts and surface warnings in tool results.
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Auto-Degradation & Recovery
Confidence decays linearly as sources age past their refresh window. When a source turns stale, an immediate refresh is triggered. Recovered refreshes restore confidence to the source's baseline.