imagineInk Editorial Team
Published under imagineInk Marketing Solutions' editorial and evidence policies.
Start with the decisions the business needs to make. For each, define the action, source of truth, owner, event, qualification rule, attribution limit, reporting window and acceptable data-quality threshold.
Separate a click, form start, submission, scheduled call, qualified opportunity and sale. Each stage needs its own name and source.
Document how the browser, tag manager, analytics, ad platform, CRM and reporting layer transform the event.
Check duplicates, refreshes, blocked consent, validation errors, spam, cancellations, cross-domain journeys and timezone differences.
Every view should help an owner continue, change, investigate or stop something; otherwise it is likely reporting noise.
Published under imagineInk Marketing Solutions' editorial and evidence policies.
There is no universal best model. Choose one that fits the journey and decision, and show how its assumptions affect interpretation.
Avoid unnecessary personal data and follow platform and legal requirements. Use event and record identifiers designed for the legitimate measurement purpose.
Test before launch, after material form, tag, consent, domain or platform changes, and whenever reporting patterns suggest a defect.