DATA QUALITY · Workflow idea

Review authorized analytics questions, permitted datasets, proposed queries, and result summaries with the source, context, and next decision in view.

For authorized work involving authorized analytics questions, permitted datasets, proposed queries, and result summaries, prepare a traceable answer from approved read-only business data for an analyst to verify. A generated query can expose restricted rows or misinterpret a field, and a plausible result may be wrong. Enforce least-privilege read-only access, check query scope and calculations, avoid personal-data disclosures, retain query provenance, and require human approval before sharing conclusions or changing data. Explain information use and retention, obtain required consent, respect source and reuse rights, verify important details, and keep external or consequential actions under human approval.