Optimal inventory management for a retail chain with diverse store demands

► We develop a methodology for allocating inventory across retail stores. ► Learning from retail sales is used to update optimal inventory policies. ► Learning, Store Adjustment and flexible replenishment have strategic value. ► Internal flexibility significantly enhances the value from external flexibility. ► Greater diversity in store demand can increase expected profits.