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Personalized Dynamic Pricing of Limited Inventories

机译:有限库存的个性化动态定价

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摘要

Prior work has investigated time-and inventory-level-dependent pricing of limited inventories with finite selling horizons. We consider a third dimension-in addition to time and inventory level-that the firms can use in setting their prices: the information that the firm has at the individual customer level. An arriving customer provides a signal to the firm, which is an imperfect indicator of the customer's willingness to pay, and the firm makes a personalized price offer depending on the signal, inventory level, and time. We consider two different models: full personalization and partial personalization. In the full personalization model, the firm charges any price it wishes given the customer signal, while in the partial personalization model, the firm can charge one of two prices. We find that a mere correlation between the signals and customers' willingness to pay is not sufficient to ensure intuitive relationships between the signal and the optimal prices. We determine a stronger condition, which leads to several structural properties, including the monotonicity of the optimal price with respect to the signal in the full personalization model. For the partial personalization model, we show that the optimal pricing policy is of threshold-type and that the threshold is monotonic in the inventory level and time.
机译:先前的工作已经调查了有限销售期限内有限时间的库存的时间和库存级别相关定价。我们考虑时间和库存水平之外的第三个维度,企业可以用来设置价格:企业在单个客户层面上拥有的信息。即将到来的客户向公司提供信号,这是客户付款意愿的不完美指标,并且公司根据信号,库存水平和时间做出个性化的报价。我们考虑两种不同的模型:完全个性化和部分个性化。在完全个性化模型中,公司根据客户的信号收取其希望的任何价格,而在部分个性化模型中,公司可以收取两个价格之一。我们发现,信号与客户的支付意愿之间的仅相关性不足以确保信号与最佳价格之间的直观关系。我们确定了一个更强的条件,这导致了几个结构特性,包括相对于完整个性化模型中的信号而言,最优价格的单调性。对于部分个性化模型,我们表明最优定价策略是阈值类型的,并且该阈值在库存水平和时间上都是单调的。

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