Experiment design (hypotheses, test sizing basics, clear success metrics)
Performance marketing fundamentals (bidding, targeting, creative testing, budget pacing)
Analytics and measurement (funnels, cohorts, attribution basics, dashboarding)
Conversion rate optimization (landing pages, forms, onboarding flows, messaging)
Copy and positioning for acquisition (value propositions, offers, ad/landing page alignment)
Spreadsheet skills and quantitative comfort (cleaning data, basic modeling, clear charts)
Marketing tools (ad platforms, web analytics, tag managers, A/B testing tools, CRM basics)
Stakeholder communication (turning results into decisions and next actions)