At the data model, because every layer above it inherits whatever is wrong there.
One read of a whole system found gaps costing a modelled $3.6M a year, ranked in the order they had to be fixed. The data model came first because everything above it inherited the problems.
At the data model. One record per company, ownership on every record, then lifecycle stages, then routing, then reporting. Each layer inherits the problems of the one below it.
Because a rebuilt dashboard on an unchanged data model reproduces the same disagreements. Reporting is the symptom, not the cause.
The design work is weeks. The migration and retraining take longer, and the governance is permanent. The diagnostic that scopes it is free.
All of it free.
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