Common pitfalls include treating dashboards as an IT-only project, pulling low‑quality or poorly contextualized data from MES/ERP, fixating on generic KPIs, and ignoring operator workflows. In regulated, brownfield plants, underestimating integration, validation, and change control often leads to untrusted dashboards that quietly fall out of use.

Regulators emphasize evidence of control, product conformity, traceability, complaint/NCR handling, and auditability. Internal leadership usually prioritizes throughput, OEE, cost, and delivery. In brownfield plants these views must be reconciled, with clear data ownership, validated sources of record, and agreed KPI definitions to avoid conflicts and audit exposure.

Standardization only “works” if it measurably improves safety, quality, cost, delivery, and adaptability without creating brittle bureaucracy. Useful metrics include adherence to standard work, variation in methods and outputs, training ramp time, NCR and rework trends, change-control speed, and the share of work actually governed by validated standards. In brownfield plants you also need to track partial adoption across legacy systems, and confirm gains persist outside pilot lines.