SNCF罢工对拼车的影响:基于BlaBlaCar.com数据的消费者剩余估算新方法

Timothy Yu-Cheong Yeung, Dianzhuo Zhu
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摘要

我们估计法国铁路垄断公司(SNCF)罢工对拼车使用和用户福利的影响。从2018年4月到6月,铁路工人每五天罢工两天。我们从法国最大的城际拼车平台BlaBlaCar的公共API中收集每日行程级别数据。我们的数据涵盖了法国78条有代表性的路线的整个罢工期间和罢工后的一个月。我们的研究结果显示,在平均罢工日,需求增加29%,而供应增加7%。然后,我们使用一种新颖的方法来估计每条路线每天的需求和消费者剩余的价格弹性。与依赖均衡分析的传统方法不同,我们利用交易层面的数据构建市场供给曲线和观察交易曲线,并以此保守估计真实的市场需求曲线和消费者剩余。我们进一步使用倾向得分匹配来计算未包括在初始数据收集中的另外318条路线的消费者剩余估计,以对整个法国进行更全面的评估。在平均非罢工日,BlaBlaCar产生79,413欧元的消费者剩余,而平均罢工日产生97,166欧元,增加17,753欧元。我们的研究表明,城际拼车对社会福利的贡献是巨大的,可以灵活地替代铁路服务,应该将拼车纳入交通网络的设计和管理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The Impact of SNCF Strike on Ridesharing: A Novel Approach of Consumer Surplus Estimation Using BlaBlaCar.com Data
We estimate the impact of the strike of the French railway monopoly (SNCF) on ridesharing usage and user welfare. From April to June 2018, railway workers went on strike every two out of five days. We collect daily trip level data from the public API of BlaBlaCar, the largest inter-city ridesharing platform in France. Our data covers the entire strike period and one month afterwards of 78 representative routes in France. Our results show that on an average strike day, demand increases by 29 percent while supply increases by 7 percent. We then use a novel method to estimate the price elasticity of the demand and consumer surplus of each route per day. Different from traditional methods that rely on equilibrium analysis, we exploit the transaction-level data to construct the market supply curve and the observed transaction curve, from which a true market demand curve and a consumer surplus are conservatively estimated. We further use propensity score matching to impute the consumer surplus estimate of an additional 318 routes that have not been included in the initial data collection to give a more comprehensive evaluation for the whole of France. On an average non-strike day, BlaBlaCar generates 79,413€ of consumer surplus, while an average strike day generates 97,166€, an increase of 17,753€. Our work suggests that inter-city ridesharing contributes substantially to the social welfare, serves as a flexible substitute for the railway service and ridesharing should be integrated into the design and management of the transportation network.
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