ZiffyVolve
Back to insights

AI Governance

Operating Note: Semantic Layer and Metric Ownership

A practical framework for aligning KPI definitions, metric ownership, and source-to-report controls.

By Vinay PrathyNov 18, 20251 min read

Scope: Data Governance | Business Intelligence | KPI Alignment

Common operating pattern

When business units use conflicting definitions for the same operating drivers, confidence in executive reporting declines and performance discussions slow down.

Management response

A practical response focuses on shared definitions, lineage, and control ownership:

  • KPI definitions: Aligning leadership on a focused set of priority measures and calculation rules.
  • Semantic mapping: Connecting source-system data to consistent business definitions.
  • Quality controls: Assigning owners and checks for data issues before they reached executive reports.

What stronger control looks like

Metric logic is standardized, ownership is explicit, quality checks occur before executive reporting, and management works from a shared performance language.

Vinay Prathy

Vinay Prathy

Founder and Principal

About Vinay Prathy