In a competitive environment, the minimization of the downtime risk is of utmost importance for logistics companies. To hedge against the high downtime costs and to keep their equipment up and running, firms typically make large investments in service parts stocks. However, efficient management of these parts is notoriously difficult due to the specific nature of their demand patterns