The Bullwhip Effect is a phenomenon in supply chain management where small fluctuations in consumer demand at the retail level cause increasingly larger variations in orders and inventory levels upstream in the supply chain. In the context of retail business, this effect can create significant inefficiencies, including overstocking, stockouts, increased holding costs, and poor customer service. For example, if a retailer observes a slight increase in demand for a particular product, it may place larger orders with the wholesaler. The wholesaler, interpreting this as a rising trend, may further amplify orders to the manufacturer. As the signal moves up the supply chain, the variation grows, creating instability that does not reflect actual consumer demand. This distortion leads to higher costs and reduced responsiveness throughout the retail supply chain. Several factors contribute to the Bullwhip Effect. One major factor is demand forecasting based solely on order history rather than