Data doesn’t have a single author; it has a committee of perspectives for how a metric is collectively defined. This example leverages the Data Mapping Files to provide a logic review in real-time from the viewpoint of each persona involved, and demonstrates the clear deterministic intent outlined in the data mapping files.