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Why Do Data Quality Checks Pass While a Report Is Still Wrong?

11/10/2026

Automated checks may validate that data is present and well-formed without confirming that it represents the intended business meaning. A technically valid value can still be mapped to the wrong category or period.

What to check

Review metric definitions, transformation logic, source ownership, joins, and expected business examples. Compare report output with independently verified cases, not only schema and null checks.

Recommended next step

Add checks for business rules and reconcile with report owners before changing the dashboard. Informatix Systems can assess data quality and analytics pipelines.