Census Data Quality Agent
Runs continuous quality checks over incoming census and household survey batches at the National Planning Council. It validates schema conformity, detects duplicates and outliers, and files structured issue reports so statisticians review anomalies instead of hunting for them.
Tools
- Schema validator (national statistical framework)
- Duplicate detection engine
- Fanar Gov 7B
- Issue tracker API (NPC data operations)
Data access scope
- Read-only: staging area for incoming survey batches
- Write: issue reports and quality flags only, never corrections to source data
- No access to identified household records; operates on pseudonymized batches
Guardrails
- Never modifies source data: all fixes proposed as reviewable issues
- Batches with >5% anomaly rate are frozen pending statistician review
- PII masked in all logs and issue reports
- Outlier rules are versioned and changes require methodology board approval
Human-in-the-loop
- Statistician approval required before any flagged batch enters the production warehouse
- Methodology board sign-off on rule changes
Orchestration
Every tool call is scoped by the declared data access above; the orchestrator cannot reach systems outside it. Owning entity: National Planning Council.
Live demo run
Watch the agent execute a real scenario step by step, every tool call, validation, and human checkpoint is traced and auditable. Typical run: ~10.4s.
Used in workflows
Retiring this asset would require these chains to be re-pointed first.
Owning entity
Updated 2026-07-15. Run traces retained 24 months for audit under the platform governance policy.
Community · 0 threads
Questions, findings and requests from the entities that use this asset. Owners reply here; threads with upvotes surface to the owning entity's inbox.