2+ years of experience in a data science or analytics role, collaborating with business stakeholders Proficiency in SQL for querying, transforming, and analyzing large, complex datasets Proficiency in Python or R for data analysis and statistical modeling Expertise in one or more modern BI tools (e.g., Tableau, Looker, Power BI) for dashboard design and self-service analytics. Strong communication skills with the ability to turn complex analysis into compelling stories Experience defining and driving adoption of business metrics and KPIs Ability to scope ambiguous questions into clear, actionable analyses Familiarity supporting business domains such as finance, marketing, product, or customer success