Often Missing SkillsMulti-touch attribution modeling and GA4 implementationManaging seven-figure paid media budgets across platformsLifecycle/CRM marketing and automation designExperimentation frameworks and statistically sound A/B testingMarketing data pipeline basics (UTM governance, tag management)
Development SuggestionsComplete a GA4 and attribution course and implement end-to-end tracking on a sandbox site; run a 90-day pilot managing a real budget across Google/Meta, documenting experiments, ROI, and learnings.