Modern market dynamics are complex, demanding cutting-edge analytical approaches. Gone are the days of traditional methods, relying solely on historical data. Today's businesses must harness a variety of resources to gain current insights into consumer patterns. This includes utilizing big data mining, forecasting modeling, and attitudinal analysis