Scenario (hypothetical)
Marketing reports campaign-influenced pipeline from the automation platform. Finance reports from CRM. The numbers differ, and trust in both drops.
Common causes
- Different attribution models (first touch, last touch, multi-touch).
- Campaign membership created late, after opportunities already exist.
- Different definitions of when an opportunity counts.
Safeguards
Publish a single measurement definition, choose one reporting system of record, and annotate every dashboard with the model it uses.
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