Frontline Investigation

Aug 6, 2026 · Industry Insights

Why Data Sharing Projects Stall: When 'Same Metric' Means Different Things

This article argues that data sharing initiatives often fail not due to access permissions but because identical metric names mask divergent definitions, statistical scopes, and processing logic, a problem amplified in AI-driven workflows where semantic context must be explicitly preserved for reliable automated decisions.