Identify confounding cues that weaken a causal claim from observational marketing data.
Bids rose. Sales rose. Something else may have moved too. Which scene elements most weaken the claim that higher bids caused the sales lift? Product launch materials on the table Correct. A launch event could drive demand and trigger higher bids, creating a correlation without proving bids caused the sales lift. Two dashboard lines moving together This is the association being explained. It is not proof of causation; the issue is what else may explain the association. Campaign calendar beside the dashboard Correct. Calendar events can confound marketing data by changing demand and bidding behavior at the same time. Analyst…
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