Often Missing SkillsEnd‑to‑end omnichannel strategy and attributionHands‑on CRM/CDP audience building and triggersRetail media planning and measurementMarketing mix modeling (MMM) and incrementality testingIn‑store and digital merchandising alignment
Development SuggestionsBuild a pilot lifecycle program in a CRM/CDP with measurable CAC→LTV impact; run an A/B or geo‑lift test and document results to demonstrate attribution and incrementality skills.