One reason for using simulation rather than an analytical model in an inventory problem is that the simulation is able to handle probabilistic demand and lead times.

Probabilistic Demand

A forecasting approach that estimates the likelihood of various levels of demand for products or services based on probability distributions.

Lead Times

The duration between the initiation and completion of a process or project, often used in manufacturing and supply chain management to schedule production or deliveries.