In the order-up-to model, assume that the mean of demand in a period remains the same and the target in-stock probability is kept at a constant level. If the demand uncertainty (the standard deviation of demand in each period) increases, then: expected on hand inventory decreases. expected on-hand inventory remains the same. expected on-hand inventory increases expected on hand Inventory may increase or decrease, depending on the demand distribution and other parameters