Context

This self-initiated concept explores a growing organization whose teams rely on independently maintained reports and inconsistent metric definitions.

The challenge

When every report rebuilds business logic, teams spend time reconciling numbers instead of acting on them. Source quality, ownership, and refresh behavior need to be visible—not hidden behind a dashboard.

The product direction

The concept separates ingestion, transformation, semantic definition, and reporting. A compact metric catalog makes definitions and owners visible, while audience-specific reports keep the final experience focused.

System outline

• Incremental source ingestion and validation
• Shared transformation and semantic layers
• Metric ownership and definition catalog
• Power BI reporting organized by decision context