Attribution · informational
Multi-Touch Attribution: When It Helps and Where It Breaks
Multi-touch attribution distributes conversion credit across multiple interactions rather than awarding everything to one click.
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The core idea
It can help when funnels contain meaningful upper-, middle- and lower-funnel touches, but the output is still shaped by identity resolution, missing interactions and the model selected.
What matters in practice
Before adopting a complex model, make sure your underlying conversion events, campaign taxonomy and customer identifiers are reliable.
Decision rule
Use model differences as decision signals, not as unquestionable truth.
Tracking principle: Define the business outcome first, then choose the measurement method and software. A sophisticated dashboard cannot repair unclear event definitions or inconsistent campaign naming.