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Solid understanding of data science fundamentals statistical analysis and machine learning concepts Basic in programming languages such as Python and familiarity with data manipulation libraries e g pandas NumPy Experience with data visualization tools e g Matplotlib Tableau to communicate insights effectively Problemsolving skills and the ability to work with large datasets to derive actionable insights Knowledge of SQL and relational databases .