Advanced Sql, Strong understanding of experimentation and model evaluation frameworks, Strong statistical and analytical foundations, Experience deploying AI-driven solutions into business processes, Experience building predictive models and operationalizing data science initiatives, Strong Python or equivalent analytical programming expertise, Experience with BI platforms and self-serve analytics ecosystems, Experience with modern data warehouses and analytics infrastructure, Familiarity with modern AI and data tooling ecosystems