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Anomalous supply shortages from dynamic pricing in on-demand mobility

机译:来自按需移动性的动态定价的异常供应短缺

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Dynamic pricing schemes are increasingly employed across industries to maintain a self-organized balance of demand and supply. However, throughout complex dynamical systems, unintended collective states exist that may compromise their function. Here we reveal how dynamic pricing may induce demand-supply imbalances instead of preventing them. Combining game theory and time series analysis of dynamic pricing data from on-demand ride-hailing services, we explain this apparent contradiction. We derive a phase diagram demonstrating how and under which conditions dynamic pricing incentivizes collective action of ride-hailing drivers to induce anomalous supply shortages. We identify characteristic patterns in the price dynamics reflecting these supply anomalies by disentangling different timescales in price time series of ride-hailing services at 137 locations across the globe. Our results provide systemic insights for the regulation of dynamic pricing, in particular in publicly accessible mobility systems, by unraveling under which conditions dynamic pricing schemes promote anomalous supply shortages. Dynamic pricing schemes are increasingly employed in on-demand mobility. Here the authors show that ride-hailing services across the globe exhibit anomalous price surges induced by collective action of drivers, uncovered from price time-series at 137 locations, and explain under which conditions they emerge.
机译:行业跨行业越来越多地采用动态定价计划,以维持自组织的需求和供应。然而,在整个复杂的动态系统中,存在可能损害其功能的意外集体状态。在这里,我们揭示了动态定价如何引起需求的不平衡,而不是防止它们。结合博弈论和时间序列分析动态定价数据从按需乘车服务,我们解释了这一明显的矛盾。我们派生了一个相提表,演示了动态定价动态定价激励乘车驾驶司机的集体行动来诱导异常供应短缺的相提表。我们通过在全球137个地点解开不同时间尺寸的不同时间尺度,在137个地点乘坐不同的时间表,确定价格动态中的特征模式。我们的结果提供了通过解开动态定价计划促进异常供应短缺的条件下的可公开可访问的流动系统的动态定价规范的系统见解。动态定价方案越来越多地用于按需移动性。在这里,作者表明,全球骑行的服务驾驶驾驶员驾驶的不正常价格飙升,从137个地点的价格时间系列中发现,并解释了他们出现的条件。

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