Data Intelligence in Practice: Align Metrics Before Building Dashboards

Why metrics come first

A dashboard is only an entry point for data consumption. Without consistent definitions, ownership, and calculations, even a polished interface cannot build trust.

Three implementation steps

1. Identify the key business questions and decisions.
2. Establish definitions, calculations, and owners for core metrics.
3. Sustain operations with data quality and lineage.

Analytics supports organizational alignment only when metrics governance becomes a routine practice.