Frontline Investigation

Sep 15, 2026 · Industry Insights

Why Shared Data Doesn't Lead to Collaboration: The Missing Context Problem

The article explains that cross-department data sharing often fails to enable true collaboration because data loses its original context—purpose, applicability, responsibility, and feedback loops—when transferred via interfaces. It proposes a 'collaboration object' framework with four layers (source, purpose, responsibility, feedback) to turn data into actionable shared assets, referencing China's national data infrastructure guidelines.