An investigation to the causes of promotion OOS and the development of a demand forecast model and model for logistical control at a large Dutch supermarket organization to reduce OOS.

In times of severe competition, many retailers recognize the importance of efficiently maximize their customer service. In recent years, the reasons for Dutch consumers to choose for a particular supermarket shifted from quality related aspects to price related aspects (low prices, attractive promotions, et cetera).