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DATA-QUALITY-MANAGEMENT5 MIN READ

Design a Gate That Does Not Stall the Business

Design a data-quality gate with a controlled test, measurable check, and standardization decision.

Gate design Invalid tax codes are causing invoice corrections, but fulfillment depends on the same order file. A full block could protect finance and disrupt shipping. The decision is not block versus ignore. It is how to learn the right control without creating a new business failure. PDCA gate design Plan small, check both quality and flow A gate changes behavior. Treat it as a controlled improvement, not just a technical test. Debate Argue strictness in a meeting. The gate earns authority through evidence. PDCA keeps quality controls from becoming brittle because the team measures consequences before scaling. 01 Plan…

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