SQL: Fundamental understanding of SQL (Select, Join, Group By) is required. Excel: Strong proficiency in Microsoft Excel (Pivot Tables, VLOOKUP). BI Tools: Academic or project-based exposure to visualization tools like Tableau, Power BI, or QlikView is a plus.