Master-data quality radar

Planning teams need recommendations that fit their decision cadence. This brief considers how master-data quality radar could make an existing workflow more timely, traceable and useful.

Practitioner lens

Treat master-data quality radar as a workflow hypothesis. Compare the proposed intervention with the current way of working and check whether the improvement survives a busy planning cycle.

First experiment

Track service, cost, planner effort and false alarms together; a single accuracy metric will hide trade-offs.

This is an original educational brief. It is a starting point for discussion, not a claim that one technique fits every supply chain.