Data is a Cycle

Data projects fail because consultants fix individual issues in isolation instead of addressing the entire ecosystem: a cycle where sourcing, ingestion, storage, governance, visualization, and automation all depend on each other.

Superposition's assessment workshops use structured facilitation and gamification to reveal these cyclical connections, transforming vague client problems into properly scoped projects with clear roadmaps clients actually understand and sustain.