Attribution & Measurement covers determining what growth activity contributes to outcomes without overclaiming certainty: measurement plans, multi-touch models, incrementality, and holdouts, distinguishing reporting consistency from causal proof. This leaf stops after evaluating contribution and communicating performance across channels; defining customer entities and governing data collection belongs in the Data Strategy & CDP hub instead.
Marketing Ops & Data Systems → Attribution & MeasurementNew
Understand multi-touch attribution models, the journey data they require, how credit is calculated, and why attribution is not causal proof.
Marketing Ops & Data Systems → Attribution & MeasurementNew
Learn how channel response, pipeline conversion, and revenue KPIs connect—and where attribution, timing, and definitions can break the chain.
Marketing Ops & Data Systems → Attribution & Measurement
Build a lean UTM system that preserves cross-channel campaign data, avoids GA4 tagging traps, and joins marketing touches to closed revenue.
Marketing Ops & Data Systems → Attribution & Measurement
Learn the customer lifetime value formula, see an illustrative cohort model, distinguish CLV from LTV, and connect CLV to CAC payback.