Often Missing SkillsSQL for querying event and marketing dataMulti‑touch attribution and incrementality testingProduct‑led experimentation (feature flags, in‑app prompts)Advanced lifecycle automation and segmentationCRO research methods (heuristics, user testing, analytics triangulation)
Development SuggestionsBuild a GA4+SQL attribution/cohort dashboard from real or sample data; run end‑to‑end experiments (e.g., a Braze/Iterable journey and an Optimizely test), documenting hypotheses, results, and ROI.