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.
Scan the cards below for the symptoms that sound familiar — you will see that your challenges are not unique or unsolvable. Solutions start with the symptoms. Find a solution you can implement or find out how to get some help getting started.
“The bill keeps climbing and no one can say why.”
Bottlenecks, runaway compute, and silent risks hiding in a stack nobody's audited end to end.
“Every dashboard tells a different number.”
No trusted model underneath. "Revenue" is defined ad hoc in five places, so five reports disagree.
Or maybe it's one of these
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.