Intermittent Demand Forecasting. John E. Boylan

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of a number of units requested for a number of items, and some organisations target the percentage of orders (rather than items) completely satisfied directly from stock on hand. (This is the ‘order fill rate’, which is further discussed in Chapter 3.) In this case, a non‐stock decision, taken on the basis of individual SKU requirements only, may be reversed based on collective considerations.

      2.3.1 Stock/Non‐Stock Decision Rules

      Having taken contractual and other constraints into account, a careful evaluation of whether an item should be stocked at all is needed. Such decisions typically rely upon an evaluation of the cost of keeping an item in stock, and the cost of not having an item in stock (see, for example, Croston 1974; Tavares and Almeida 1983). These are the two pillars upon which much inventory theory has been built, and so a detailed discussion of them is warranted.

      The cost of keeping an item in stock is typically estimated based on the inventory holding charge (h), which is used to calculate the cost of keeping one unit of a particular item in stock over a specified time interval (unit time). The inventory holding charge is invariably expressed as a fraction applied to the unit cost of an item (upper C). Suppose for example that we operate with monthly time units and the inventory holding charge for a particular item is h equals 1 percent-sign for each item unit per unit of time (one month in this case). Further assume that the cost of this item is upper C equals pound-sign 1000. Then it costs £10 (h multiplied by upper C) to keep one unit of this item in stock for a month. The inventory holding charge is typically determined in an approximate manner to reflect such costs as the opportunity cost (i.e. the cost of not being able to invest the money, tied up in stock, elsewhere), warehousing space costs, potential pilferage and spoilage, and cost of obsolescence.

      The cost of not having an item in stock is typically estimated based on a charge that specifies the penalty cost of running out of stock. Such a charge will be different for cases where sales are lost and those where unsatisfied demand may be backordered (i.e. satisfied as soon as some stock becomes available again). Let us focus on the backorder case here; we return to the differences between lost sales and backordered demand later in the chapter. The backordering charge (b) may take different forms: (i) a specified fractional charge (of the unit cost) per unit short (regardless of the duration of the stockout) or (ii) a specified fractional charge per unit short per unit time.

      In the first case, the backordering charge is typically set subjectively to reflect costs arising from expediting orders, loss of customers' goodwill, and negative word of mouth publicity. Expediting charges arise by ordering emergency replenishments from suppliers, which come at a (considerably) higher cost than normal replenishments.

      The second case is more relevant in a maintenance spare parts context, as each unit short could result, for example, in a machine being idled, with the idle time being equal to the duration of the shortage. So, for the example considered above (with monthly time units and upper C equals pound-sign 1000), if b equals 20 percent-sign/unit short/unit time, it costs pound-sign 200 per unit short per month.

      In both cases, the backordering charge is typically in the range of 5 up to 30 (or even more) times higher than the inventory holding charge, and this reflects the asymmetric costs of under‐stocking and over‐stocking. All else being equal, it always costs more to run out of stock by one unit than to keep in stock one unit that remains unused over a unit time period.

      Then, why do we consider the possibility of not stocking an item at all? This is because, over time, it may indeed be more beneficial to allow for a potential (forthcoming) shortage, rather than having to carry an item in stock for a very long time. For example, if b is five times h, and (for monthly time buckets) unit sized demands occur on average every six months or more, then it is cost beneficial not to stock that particular item.

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