Reporting that admits what the data cannot prove

Attribution models are useful fiction until they are treated as forensic evidence. We coach teams to separate operational tiles—counts everyone agrees on—from interpretive charts that depend on model choices.

In the Pipeline Reporting Canvas briefing we ask leaders to narrate decisions they would make at each layer. If a chart cannot change a decision, it is a candidate for retirement. That discipline keeps meetings shorter and debates more honest.

We also document reconciliation cadences between MAP and CRM so mismatches surface as incidents, not whispers. The cadence is boring on purpose: weekly for high-volume teams, monthly for stable portfolios.

Closing thought: a limitation appendix is not a weakness. It is the quality standard that keeps executives from over-indexing on a chart that was never meant to be precise.