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483Radar (483radar.com) — a LeanStorming product — Scored FDA inspection risk corpus: 57k inspection records and 44k citation records locally synced from published Form 483s, annual inspection/citation data and warning-letter context, transformed into three deterministic derived signals — BlindSpot (nine signal families identifying CFR areas accelerating at peer facilities, scored on external strength, site-exposure gap and consequence weight), Observation Risk Score (five-level hierarchical cohort shrinkage across district × product × process with HIGH/MODERATE/LOW/INSUFFICIENT reliability l…
Datasets
1Scored FDA inspection risk corpus: 57k inspection records and 44k citation records locally synced from published Form 483s, annual inspection/citation data and warning-letter context, transformed into three deterministic derived signals — BlindSpot (nine signal families identifying CFR areas accelerating at peer facilities, scored on external strength, site-exposure gap and consequence weight), Observation Risk Score (five-level hierarchical cohort shrinkage across district × product × process with HIGH/MODERATE/LOW/INSUFFICIENT reliability labels), and Inspection Pressure Score (Cox proportional-hazards model, 16 features, forecasting IPS-3/6/12 horizons).
Scale 57Coverage Health Care · Information TechnologyAsset class Equities
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What does 483radar do?
483Radar (483radar.com) — a LeanStorming product — Scored FDA inspection risk corpus: 57k inspection records and 44k citation records locally synced from published Form 483s, annual inspection/citation data and warning-letter context, transformed into three deterministic derived signals — BlindSpot (nine signal families identifying CFR areas accelerating at peer facilities, scored on external strength, site-exposure gap and consequence weight), Observation Risk Score (five-level hierarchical cohort shrinkage across district × product × process with HIGH/MODERATE/LOW/INSUFFICIENT reliability l…
What data does 483radar offer?
483radar offers (Alternative, Supply Chain, Reference) — 57,000 inspection records and 44,000 citation records as of the 10 Apr 2026 snapshot, plus derived score and reliability layers. Materially smaller than category peers (one competitor indexes 148,507 Form 483s and 88,971 observations across 232,103 sites), so this is a focused analytical corpus rather than a comprehensive archive..
What is 483radar's data used for?
Inspection-outcome prediction as a labelled survival dataset (the Cox hazard features and IPS-3/6/12 forecasts are ready-made supervised targets, rare to reconstruct); supplier and CDMO inspection-risk screening; peer-facility CFR-exposure benchmarking by product type and district; CAPA prioritisation and quality-resource allocation models; and a well-documented worked example of evidence-gated deterministic scoring for regulated settings — methodologically reusable even where the corpus is not.
What does 483radar cover?
Coverage spans US; Pharmaceuticals, Application Software; alternative, supply_chain, reference; equities.
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