Often Missing SkillsSQL and product analytics (joins, cohorts, funnels)Experimentation and A/B testing methodologyEvent tracking design and data quality assurancePortfolio/roadmap intake and prioritization frameworksTooling workflow design in Jira/Productboard
Development SuggestionsTake a SQL/product analytics course (e.g., DataCamp) and Amplitude Academy. Pilot a standardized launch process and instrumentation update on a small feature to practice intake, QA, and KPI tracking.