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DATA-QUALITY-MANAGEMENT5 MIN READ

Use a Control Chart for Freshness Alerts

Use control-chart thinking to set freshness alerts based on process behavior rather than arbitrary thresholds.

A dashboard pipeline completes between 6:12 and 6:47 most days, but the alert threshold is 6:30, creating noisy pages. Control chart thinking: baseline process -> identify normal variation -> watch special-cause signals -> align alerts to user need A threshold inside normal variation creates alert fatigue and hides real drift. Baseline Collect 30 completion times. Center: 6:31. Normal observed range: 6:08 to 6:52. A process cannot be judged by one bad-feeling morning. Baseline first. Compare need Finance needs the dashboard by 8:00. The internal SLO is ready by 7:30 on business days. User need and process behavior are different. Both…

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