Often Missing SkillsHoldout TestingIncrementality MeasurementDeliverability ManagementPersonalization StrategyData StorytellingCampaign Operations Management
Development SuggestionsBuild a portfolio of lifecycle experiments with clear hypotheses, test design, and impact. Strengthen measurement by learning incrementality methods and setting up clean tracking. Deepen channel expertise by owning deliverability, list health, and automation workflows. Practice executive communication by turning complex results into simple decisions and next steps.