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In inventory management, balancing the financial trade-off between purchasing inventory and the cost of stockouts is challenging. This balance depends on two main factors: the estimated demand for items and the lead time, which is the duration between placing a reorder and having stock available for customers. However, both factors are subject to uncertainties. Demand can fluctuate significantly due to unpredictable customer behaviors, while lead times can vary due to unforeseen issues with suppliers or transporters. Waiting for a stockout often leads to missed opportunities to reorder, highlighting the need for effective strategies to manage these uncertainties and remain prepared.