Modern market dynamics are nuanced, demanding cutting-edge analytical approaches. Discarded are the days of conventional methods, relying solely on previous data. Today's companies must harness a variety of resources to gain current insights into consumer patterns. This includes employing big data mining, forecasting modeling, and sentiment analysi