Layer QC
When To Use
- •Use after ingestion and before modeling or map publication.
- •Use when layers are assembled from multiple teams or ETL jobs.
- •Use when analysis quality is sensitive to geometry and attribute integrity.
Workflow
- •Verify geometry validity and detect null or empty features.
- •Check required fields, types, and missing-value rates.
- •Validate extents, resolution, and expected feature counts.
- •Detect duplicates, outliers, and inconsistent category values.
- •Emit a pass/fail summary with remediation actions.
Guardrails
- •Do not continue silently with invalid geometry on critical paths.
- •Flag data drift when schema or counts differ from expected baselines.
- •Keep QC outputs machine-readable for replay and automation.