Modern businesses are increasingly reliant on data to guide strategic decisions and achieve a competitive advantage. A thorough data analytics framework moves beyond simply collecting numbers; it's about shifting raw figures into actionable understanding. This requires employing a variety of techniques, from descriptive investigation to predictive