Why it matters
Controlled tests compare exposed and unexposed groups while accounting for differences. They help distinguish campaigns that create demand from those that capture existing intent.
Incremental effect = observed outcome − credible counterfactual
Put it in context
Use this concept alongside the relevant customer journey, business costs and measurement assumptions. A single metric rarely tells the whole story.
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