The data model is the product. A Model Citizen builds it right.
Model Citizen provides content, resources and contract services for data analysts, engineers and leaders who treat the semantic model as the spine — the one layer that analytics and AI are both built to stand on.
Define it once. Trust it everywhere.
Skim for the idea that matches what you're wrestling with right now — each one's a short, field-tested read that connects straight through to the real work it came from.
No hidden scope, no quote-only mystery box. Two tracks, plain pricing on every tier — pick the one that fits and see exactly what it costs before you talk to anyone.
Grab what's useful — templates, guides, and tools I've built and actually used, free to download, no email required.
Implementing Your Own Data Concierge
A scoping guide for the Data Concierge methodology — the 5-phase build sequence, the staged rollout pattern, and a self-assessment to gauge your own scope before a scoping call.
Download ↓Data Quality Scorecard
A weighted scorecard to grade any table on freshness, completeness, validity, consistency, and uniqueness — with a scoring rubric on the second tab.
Download ↓See what's actually been built — real use cases and working prototypes, browsable by the outcome they drive, not just the tech underneath.
Have data that should be doing more?
Tell me about the pipeline that breaks, the metric nobody trusts, or the analysis stuck in a notebook. Let's operationalize it.