An outlook on ride-sourcing price changes: Implications for future transit agency-TNC partnerships

IF 6.3 2区 工程技术 Q1 ECONOMICS
Lamis Ashour , Qing Shen
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引用次数: 0

Abstract

Ride-sourcing trip prices charged by transportation network companies (TNCs) have increased significantly compared to before the pandemic, causing concerns about the effectiveness of existing and planned transit agency-TNC partnerships. This paper explores three scenarios of future TNC price changes: (1) price trend extension using forecasting models, (2) price increase in response to local policy changes, and (3) TNC/taxi price convergence due to increased competition. We then investigate the impact of TNC price change on the prospect of transit agency-TNC partnerships, using a case study in the Seattle region. For the first scenario, we employ two time-series models, namely ARIMA and PROPHET, to forecast price changes within the next three years (Oct 2022–Oct 2025) using publicly available Chicago TNC trip data. The results show that TNC's daily average price would reach $3.23 per mile, increasing by 40 % from 2019 average rates. For the second scenario, we track significant policies that directly impacted TNC prices in Seattle and incorporate reported price increases. The resulting estimations indicate that TNC prices would increase by an extra 25 % in response to changes in the minimum wage law. For the third scenario, we use publicly available taxi trip data of the city of Chicago and forecast future taxi prices by estimating time-series models comparable to those for TNC prices. The analysis suggests that due to increased competition, TNC and taxi prices are converging and that the average TNC fare per mile could add another 50 % to the forecasted price if TNC and taxi prices become similar in the upcoming three years. These price changes are shown to have a considerable negative impact on the expected cost-effectiveness of transit agency-TNC partnerships. Although such partnerships could still provide many benefits, transportation planners and policymakers should carefully examine the implications of TNC price increases resulting from changing market and policy environments.
乘车外包价格变化展望:对未来运输机构与跨国公司合作关系的影响
与大流行之前相比,运输网络公司(跨国公司)收取的拼车旅行价格大幅上涨,令人对现有和计划中的运输机构与跨国公司伙伴关系的有效性感到担忧。本文探讨了未来跨国公司价格变化的三种情景:(1)使用预测模型的价格趋势延伸,(2)响应地方政策变化的价格上涨,以及(3)竞争加剧导致跨国公司/出租车价格趋同。然后,我们以西雅图地区为例,调查了跨国公司价格变化对运输机构与跨国公司合作前景的影响。对于第一个场景,我们使用两个时间序列模型,即ARIMA和PROPHET,使用公开的芝加哥TNC旅行数据来预测未来三年(2022年10月至2025年10月)的价格变化。结果显示,TNC的日平均价格将达到每英里3.23美元,比2019年的平均价格上涨40%。对于第二种情况,我们跟踪直接影响西雅图跨国公司价格的重大政策,并纳入报告的价格上涨。由此得出的估计表明,跨国公司的价格将因最低工资法的变化而额外上涨25%。对于第三个场景,我们使用芝加哥市公开的出租车旅行数据,并通过估计与跨国公司价格相当的时间序列模型来预测未来的出租车价格。分析表明,由于竞争加剧,跨国公司和出租车的价格正在趋同,如果跨国公司和出租车的价格在未来三年内变得相似,每英里的平均跨国公司票价可能会再增加预测价格的50%。这些价格变动显示对过境机构- -跨国公司伙伴关系的预期成本效益有相当大的负面影响。虽然这种伙伴关系仍可带来许多好处,但运输规划者和决策者应仔细审查由于市场和政策环境变化而造成的跨国公司价格上涨的影响。
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来源期刊
Transport Policy
Transport Policy Multiple-
CiteScore
12.10
自引率
10.30%
发文量
282
期刊介绍: Transport Policy is an international journal aimed at bridging the gap between theory and practice in transport. Its subject areas reflect the concerns of policymakers in government, industry, voluntary organisations and the public at large, providing independent, original and rigorous analysis to understand how policy decisions have been taken, monitor their effects, and suggest how they may be improved. The journal treats the transport sector comprehensively, and in the context of other sectors including energy, housing, industry and planning. All modes are covered: land, sea and air; road and rail; public and private; motorised and non-motorised; passenger and freight.
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