Often Missing SkillsCausal inference/statistics for rigorous experimentationSQL for self-serve analysis and funnel diagnosticsAttribution modeling and channel mix optimizationLifecycle/CRM automation and messaging orchestrationPricing and packaging strategy for SaaS/marketplaces
Development SuggestionsComplete a structured growth program (e.g., Reforge/CXL), then run 3 end‑to‑end experiments (design→ship→analyze) using GA4/Amplitude + SQL, and build an LTV:CAC model from real or sandbox data.