3+ years of experience as a Data Analyst or similar quantitative role. Proficiency in SQL (complex joins, window functions, query optimization). Experience with analytics and data transformation tools such as Looker, Tableau, or DBT. Familiarity with data warehousing concepts and data modeling principles. Experience with A/B testing design, execution, and statistical interpretation. Strong statistical knowledge (hypothesis testing, confidence intervals).