Often Missing SkillsHoldout TestingIncrementality MeasurementCustomer Data ManagementEvent TrackingIdentity ResolutionData GovernanceDeliverability OperationsLifecycle ForecastingOffer Strategy
Development SuggestionsBuild a lifecycle measurement plan with clear definitions, run a quarterly holdout test, and partner with data teams to improve event tracking and customer profiles. Create a repeatable experimentation process and document playbooks for segmentation, messaging, and channel rules.