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π Data Analyst Roadmap (2025) Master the Skills That Top Companies Are Hiring For! π1. Learn Excel / Google Sheets Basic formulas & formatting VLOOKUP, Pivot Tables, Charts Data cleaning & conditional formatting π2. Master SQL SELECT, WHERE, ORDER BY JOINs (INNER, LEFT, RIGHT) GROUP BY, HAVING, LIMIT Subqueries, CTEs, Window Functions π3. Learn Data Visualization Tools Power BI / Tableau (choose one) Charts, filters, slicers Dashboards & storytelling π4. Get Comfortable with Statistics Mean, Median, Mode, Std Dev Probability basics A/B Testing, Hypothesis Testing Correlation & Regression π5. Learn Python for Data Analysis (Optional but Powerful) Pandas & NumPy for data handling Seaborn, Matplotlib for visuals Jupyter Notebooks for analysis π6. Data Cleaning & Wrangling Handle missing values Fix data types, remove duplicates Text processing & date formatting π7. Understand Business Metrics KPIs: Revenue, Churn, CAC, LTV Think like a business analyst Deliver actionable insights π8. Communication & Storytelling Present insights with clarity Simplify complex data Speak the language of stakeholders π9. Version Control (Git & GitHub) Track your projects Build a data portfolio Collaborate with the community π10. Interview & Resume Preparation Excel, SQL, case-based questions Mock interviews + real projects Resume with measurable achievements β¨React β€οΈ for more