Influence of Psychological and Socioeconomic Factors on Purchase Likelihood for Autonomous Vehicles: A Hybrid Choice Modeling Approach

被引:1
|
作者
Liang, Yunyi [1 ]
Tang, Jinjun [1 ]
Wu, Zhizhou [2 ,3 ]
Jia, Mei [3 ]
机构
[1] Cent South Univ, Sch Traff & Transportat Engn, Changsha 410075, Peoples R China
[2] Tongji Univ, Coll Transportat Engn, Shanghai 201804, Peoples R China
[3] Xinjiang Univ, Sch Business, Urumqi 830091, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
hybrid choice model; purchase likelihood; autonomous vehicles; latent variables; MIXED LOGIT MODEL; USER ACCEPTANCE; PREFERENCES; ADOPTION; PEOPLE;
D O I
10.3390/su152115452
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
This study looks into how psychological and socioeconomic factors interact to affect people's propensity to purchase autonomous vehicles (AVs). Inspired by the Technology Acceptance Model, six psychological variables-social influence, convenience, perceived utility, perceived ease of use, perceived risk, and usage attitude-are proposed. Twenty-two measurement variables are introduced because it is difficult to measure these latent factors directly. To understand the link between the latent variables and calculate their factor scores, a structural equation model is created. The latent variables, along with observable socioeconomic attributes, are included as explanatory variables in a mixed logit model to estimate the purchase likelihood for AVs on different levels. A stated preference survey is conducted for data collection. We obtained 302 effective samples. The experiment results demonstrate that perceived usefulness has the most significant positive impact on purchase likelihood, followed by social influence and perceived ease of use. However, perceived risk has a significant negative impact on the purchase likelihood. Individuals with less driving experience and those without a motor vehicle driving license are more inclined to adopt autonomous vehicles. Additionally, there is a substantial correlation between the frequency of car use and the propensity to support the deployment of autonomous vehicles.
引用
收藏
页数:21
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