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Inventory Planning for a Modular Product Family

机译:模块化产品系列的库存计划

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This paper is motivated by observing that an increasing number of firms are offering modular products assembled with multiple option choices for the consumer. Starting with the PC offerings by Dell which allowed (and still allows) users to configure their product by choosing among multiple choices for each option, the current market place seems to have evolved to a make-to-stock scenario where Apple offers its IPAD series with multiple models each with a unique storage size, color, and wireless chip technology. The focus of our work is on determining the optimal stocking level of modular end-products. Our analysis is based on a benchmark model with the aim of maximizing expected profit subject to an aggregate fill rate constraint as well as variant-specific individual fill rates under a make-to-stock setting. To further assess the robustness of our finding, we consider the extensions of correlated market preferences over options, price-dependent demand, and alternative probability distributions for characterizing uncertainty in market preferences or aggregate demand. Finally we also show how to extend the single period model into a multiple-period setting. Through extensive computational analysis, we find that more precise estimates of market preferences for various modular options constitute extremely valuable information that goes beyond the usefulness of forecasts of aggregate market demand. From a practical perspective, this might be indicative of another classic marketing-operations trade-off. Offering more options for consumers would be preferred by marketing managers since this would reach more consumers and hence, enhance product sales. On the other hand, the ability to obtaining greater forecast accuracy would decline when the number of options increase. Hence, from an operational perspective, it would be preferred to limit option choices (so that better forecasts can be obtained) since this would lead to lower stocking costs and hence, higher profits.
机译:本文的动机是观察到越来越多的公司正在为消费者提供具有多种选择选项的模块化产品。从戴尔允许(并仍然允许)用户通过在每个选项的多个选项中进行选择来配置其产品的PC产品开始,当前的市场似乎已经演变为按订单生产的情况,其中Apple提供了其IPAD系列。具有多种型号,每种型号均具有独特的存储大小,颜色和无线芯片技术。我们的工作重点是确定模块化最终产品的最佳库存水平。我们的分析基于基准模型,目的是在按库存制造的情况下,在受总填充率约束以及特定于变型的单个填充率的限制下,最大化预期利润。为了进一步评估我们发现的稳健性,我们考虑了相关市场偏好相对于期权,价格依赖需求以及替代概率分布的扩展,以表征市场偏好或总需求的不确定性。最后,我们还展示了如何将单周期模型扩展为多周期设置。通过大量的计算分析,我们发现,各种模块选项的市场偏好的更精确的估计构成了非常有价值的信息,这些信息超出了预测总市场需求的作用。从实践的角度来看,这可能表明了另一种经典的营销操作权衡。市场经理倾向于为消费者提供更多选择,因为这将覆盖更多消费者,从而提高产品销售。另一方面,随着期权数量的增加,获得更高的预测准确性的能力将下降。因此,从操作的角度来看,最好限制期权的选择(以便获得更好的预测),因为这将导致较低的库存成本并因此获得更高的利润。

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