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A comparison of fixed and dynamic pricing policies in revenue management

机译:收入管理中固定定价策略和动态定价策略的比较

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摘要

We consider the problem of selling a fixed capacity or inventory of items over a finite selling period. Earlier research has shown that using a properly set fixed price during the selling period is asymptotically optimal as the demand potential and capacity grow large and that dynamic pricing has only a secondary effect on revenues. However, additional revenue improvements through dynamic pricing can be important in practice and need to be further explored. We suggest two simple dynamic heuristics that continuously update prices based on remaining inventory and time in the selling period. The first heuristic is based on approximating the optimal expected revenue function and the second heuristic is based on the solution of the deterministic version of the problem. We show through a numerical study that the revenue impact of using these dynamic pricing heuristics rather than fixed pricing may be substantial. In particular, the first heuristic has a consistent and remarkable performance leading to at most 0.2% gap compared to optimal dynamic pricing. We also show that the benefits of these dynamic pricing heuristics persist under a periodic setting. This is especially true for the first heuristic for which the performance is monotone in the frequency of price changes. We conclude that dynamic pricing should be considered as a more favorable option in practice. © 2012 Elsevier Ltd.
机译:我们考虑在有限的销售期内销售固定容量或物品库存的问题。较早的研究表明,随着需求潜力和容量的增长,在销售期间使用正确设置的固定价格是渐近最优的,动态定价仅对收入产生次要影响。但是,通过动态定价来实现额外的收入改善在实践中可能很重要,需要进一步探讨。我们建议两种简单的动态启发式方法,这些方法可根据剩余库存和销售期间的时间不断更新价格。第一种启发式方法基于近似最佳预期收益函数,第二种启发式方法基于问题的确定性版本的解决方案。我们通过数值研究表明,使用这些动态定价试探法而不是固定定价对收入的影响可能是巨大的。特别是,首次试探法具有一致且出色的性能,与最佳动态定价相比,最多可导致0.2%的差距。我们还表明,这些动态定价启发式方法的好处在周期性的情况下仍然存在。对于第一种启发式的情况尤其如此,因为第一种启发式方法的价格变化频率是单调的。我们得出结论,动态定价在实践中应被视为更有利的选择。 ©2012爱思唯尔有限公司。

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    Şen, A.;

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  • 年度 2012
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  • 原文格式 PDF
  • 正文语种 English
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