Upgrades, Upsells and Pricing in Revenue Management

G. Gallego, C. Stefanescu
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引用次数: 73

Abstract

Capacity providers often experience a mismatch between supply and demand that can be partially alleviated while improving revenues by allowing for product upgrades. When prices are fixed and demands are independent, the problem is to decide which customer demands to upgrade to which products and when. We show that a fairness constraint can be imposed without loss of optimality under mild conditions. We also investigate a model that limits upgrades to the next higher quality product, and we provide necessary and sufficient conditions for its revenues to be as high as that of any less restricted upgrade model. Resellers of capacity also have an incentive to use upgrades as a mechanism to entice customers to higher quality products with higher commission margins. We show that this practice can be very profitable and that the profits can be much larger than direct commissions from sales would indicate. We then investigate the case where sellers have pricing flexibility and customer demand is driven by a choice model. We derive pricing formulas under the assumption that demand for products follows a multinomial logit model, and we develop an algorithm for finding a global optimal solution to the capacity constrained profit function. For this model we show that neither upgrades nor upsells improve profits when margins are homogenous and there is complete freedom in selecting prices. However, upgrades can improve revenues significantly when sensible business constraints on prices are imposed and when margins are heterogenous.
收益管理中的升级、追加销售和定价
容量提供商经常会遇到供需不匹配的问题,这可以通过允许产品升级来部分缓解,同时提高收入。当价格固定且需求独立时,问题是决定哪些客户需要升级到哪些产品以及何时升级。我们证明了在温和条件下可以施加公平约束而不损失最优性。我们还研究了一个限制升级到下一个更高质量产品的模型,我们提供了必要和充分的条件,使其收入与任何限制较少的升级模型一样高。产能经销商也有动力利用升级作为一种机制,以更高的佣金利润率吸引客户购买更高质量的产品。我们表明,这种做法可以是非常有利可图的,利润可以比直接佣金销售将表明。然后,我们研究了卖方具有定价灵活性和客户需求由选择模型驱动的情况。我们在产品需求遵循多项logit模型的假设下推导了定价公式,并开发了一种算法来寻找产能约束下利润函数的全局最优解。对于这个模型,我们表明,当利润率是同质的,并且有完全的价格选择自由时,升级和追加销售都不能提高利润。然而,当对价格施加合理的业务约束以及利润率不均衡时,升级可以显著提高收入。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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