7+ years of experience in analytics 2+ years in a leadership role Strong foundation in mathematical statistics and probability theory Advanced SQL Solid understanding of analytical data warehouse architecture Strong Python skills (NumPy, Pandas, Matplotlib, scikit-learn) Hands-on experience with BI tools (Tableau, Power BI, Metabase) Experience designing data marts and analytical models Clear written English for documentation and cross-team communication