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Causal DAG templates

Causal DAG — feature launch & revenue

Product analytics framing of a feature's effect on revenue.

Template previewCausal DAG
Feature launch → RevenueFFeature launchRRevenueEEngagementXRetentionSSeasonalityADJUST FORBBrand momentumExposureOutcomeConfounderMediatorUnobservedIdentifiable — adjust for `Seasonality`.Adjust for `Seasonality` — a minimal sufficient set. Conditioning on it blocks every backdoor path from `Feature launch` to `Revenue`, and no proper subset of it …

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title "Feature launch → Revenue"
exposure   F "Feature launch"
outcome    R "Revenue"
mediator   E "Engagement"
mediator   X "Retention"
confounder S "Seasonality"
unobserved B "Brand momentum"

F -> E
E -> X
X -> R
F -> R
S -> F
S -> R
B --- F
B --- R