Often Missing SkillsMulti-touch attribution and incrementality testingHands-on media buying in Google Ads and Meta AdsSQL for marketing analytics and cohort analysisLifecycle automation and segmentation in CRM platformsExperiment design and statistical analysis beyond simple A/B
Development SuggestionsComplete GA4 and SQL-for-marketers coursework; build a Looker Studio dashboard with real or sample data. Run small-budget Google/Meta campaigns, implement lift tests, and document a growth experiment portfolio.