Often Missing SkillsExperiment InstrumentationPower AnalysisBias AwarenessSQLEvent TaxonomyDocumentationChange ManagementExecutive Storytelling
Development SuggestionsBuild a small portfolio of 3 to 5 experiments with clear hypotheses, metrics, and decisions. Practice SQL and dashboarding to speed up analysis. Learn how to plan sample size and interpret results responsibly. Strengthen documentation so experiments can be repeated and scaled. Improve stakeholder updates by tying outcomes to revenue, retention, or cost.