Checklist

Operational Data Quality & Ownership Checklist

Interactive checklist to establish dataset ownership, document quality checks and expectations, capture lineage and monitoring status, and triage remediation tasks for operational data streams that feed dashboards and alerts.

Interactive Tool

Operational Data Quality & Ownership Checklist

Purpose: Use this checklist to make operational data streams trustworthy for day-to-day decisions. Capture who owns a dataset, what quality checks exist, expected freshness, how missing data is handled, where lineage is documented, and whether a remediation triage process exists. Save one submission per dataset or data stream and update after major changes.

How to use: Fill required fields, record practical remediation actions, rate your confidence, and submit. Responses are stored so teams can track data quality trends and follow remediation progress.

Short, descriptive name (e.g., PlantA_OEE, ShippingEvents).
Application, sensor, file location, database, or API producing this stream.
Who can explain, change, and remediate the source-level issues.
Best contact for urgent data incidents.
Which dashboards, teams or processes rely on this dataset.
Choose the agreed freshness SLA for consumers.
Enter the target latency in minutes when 'Other' is selected. Leave blank otherwise.
Select all validation checks currently applied to this stream.
Describe any checks not listed above.
If you do sampling checks, describe how samples are taken and how often (e.g., 100 rows every hour, weekly snapshots).
Define thresholds that trigger alerts, whether data is inferred or imputed, and how consumers should treat missing segments.
Has this dataset been mapped in your data catalog or lineage tool?
URL, ticket, or location of lineage documentation.
Select the monitoring mechanisms active for this dataset.
Describe monitoring not covered above.
A triage board assigns priority, owner, ETA and tracks remediation status.
List current remediation items with owner, priority (P1/P2/P3), ETA, and status. Example line: 'P1 - missing timestamps - Team X - 2026-07-15 - In progress'.
1 = not confident, 5 = fully confident
1.0 10.0
When was this checklist last reviewed?
Who will do what next and by when?
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