Often Missing SkillsExperimental design and causal inferenceSQL for product analytics and event instrumentationLifecycle/CRM orchestration and messaging personalizationPricing and packaging for SaaS/PLGGrowth forecasting and KPI target setting
Development SuggestionsComplete a structured growth program (e.g., Reforge or CXL) and ship a measurable A/B test end-to-end. Take a SQL + product analytics course and instrument GA4/Amplitude on a side project to build a portfolio case study.