Spatial pricing in ride-sharing networks

K. Bimpikis, Ozan Candogan, D. Sabán
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引用次数: 362

Abstract

We explore spatial price discrimination in the context of a ridesharing platform that serves a network of locations. Riders are heterogeneous in terms of their destination preferences and their willingness to pay for receiving service. Drivers decide whether, when, and where to provide service so as to maximize their expected earnings, given the platform's prices. Our findings highlight the impact of the demand pattern on the platform's prices, profits, and the induced consumer surplus. In particular, we establish that profits and consumer surplus are maximized when the demand pattern is "balanced" across the network's locations. In addition, we show that they both increase monotonically with the balancedness of the demand pattern (as formalized by its structural properties). Furthermore, if the demand pattern is not balanced, the platform can benefit substantially from pricing rides differently depending on the location they originate from. Finally, we consider a number of alternative pricing and compensation schemes that are commonly used in practice and explore their performance for the platform.
拼车网络的空间定价
我们在一个服务于地点网络的拼车平台的背景下探讨空间价格歧视。乘客在目的地偏好和接受服务的付费意愿方面存在差异。考虑到平台的价格,司机决定是否、何时、何地提供服务,以最大化他们的预期收入。我们的研究结果强调了需求模式对平台价格、利润和诱导消费者剩余的影响。特别是,我们确定了当需求模式在网络位置上“平衡”时,利润和消费者剩余最大化。此外,我们表明它们都随着需求模式的平衡单调增加(由其结构特性形式化)。此外,如果需求模式不平衡,平台可以根据不同的地点对乘车进行不同的定价,从而大大受益。最后,我们考虑了一些在实践中常用的替代定价和补偿方案,并探讨了它们在平台上的性能。
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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