Modeling Users’ Adoption of Shared Autonomous Vehicles Employing Actual Ridership Experiences

服务(商务) 结构方程建模 运输工程 钥匙(锁) 业务 模式(计算机接口) 旅游调查 服务水平 可持续运输 旅游行为 营销 工程类 计算机科学 计算机安全 持续性 生态学 机器学习 生物 操作系统
作者
Roya Etminani-Ghasrodashti,Ronik Ketankumar Patel,Sharareh Kermanshachi,Jay M. Rosenberger,Ann Foss
出处
期刊:Transportation Research Record [SAGE]
卷期号:2676 (11): 462-478 被引量:42
标识
DOI:10.1177/03611981221093632
摘要

Despite the growing interest in implementing shared autonomous vehicles (SAVs) as a new mobility mode, there is still a lack of methodologies to unpack SAV adoption by individuals after experiencing self-driving vehicles. This study aimed to fill this gap by analyzing data collected from a users’ survey of a self-driving shuttle piloted downtown and on a university campus in Arlington, TX. Employing structural equation modeling, the hypothesized relationships between SAV adoption and key factors were tested. Data analyses indicated that individuals with limited access to a private vehicles, low-income people, young adults, university students, males, and Asians were more likely to ride this new service. Furthermore, results showed that SAV service attributes, including internal and external service performance and usual transportation mode, affected users’ willingness to continue using the service in the future. The study also highlighted the role of trip waiting time, -purpose, and -frequency on SAV adoption. Our model simultaneously considered usual transportation mode and trip frequency as factors that could mediate the role of vehicle ownership on SAV adoption. The results suggested that participants with greater access to a private vehicle were strongly interested in using private vehicles and less likely to use the ridesharing alternative, consequently they less frequently used the piloted SAV. The outcomes from this study are expected to inform planners with advanced knowledge about emerging technology to help them to adjust SAV policies before autonomous vehicle services are fully on the roads.
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