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Heterogenous evaluations of autonomous vehicle services: An extended theoretical framework and empirical evidence

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  • Yoganathan, Vignesh
  • Osburg, Victoria-Sophie

Abstract

Amidst rising interest in autonomous vehicle services, extant literature reveals a paucity of research examining: 1) both cognitive and emotional evaluations; 2) characteristics of the service context (e.g. risk) and artificial intelligence (e.g. autonomy); and 3) heterogenous outcomes. Moreover, there are mixed findings on autonomous vehicle adoption/resistance. To address these gaps, we develop the Customer Responses to Unmanned Intelligent-transport Services based on Emotions and Cognitions (CRUISE-C) framework by extending the earlier CRUISE framework and building on the Elaboration Likelihood Model. The framework further delineates four segments, which differ in cognitive and emotional evaluations of fully autonomous vehicle services. We test CRUISE-C using three experimental studies. Study 1 shows that the resistant segments consider fully autonomous (vs. regular) vehicle services to be more vulnerable, and less reliable and convenient. Study 2 shows that a service failure involving fully autonomous (vs. regular) vehicles does not increase negative emotions in any segment, but attenuates perceived severity in Segment 1 (“Avoiders”) and slightly amplifies perceived severity in Segment 4 (“Aficionados”). In Study 3, a machine learning model reveals segment membership as the strongest predictor of individuals' readiness to adopt autonomous vehicles, followed by reliance on taxis, female vs. male, and cognitive and emotional evaluations.

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  • Yoganathan, Vignesh & Osburg, Victoria-Sophie, 2024. "Heterogenous evaluations of autonomous vehicle services: An extended theoretical framework and empirical evidence," Technological Forecasting and Social Change, Elsevier, vol. 198(C).
    • Handle: RePEc:eee:tefoso:v:198:y:2024:i:c:s0040162523006376
    DOI: 10.1016/j.techfore.2023.122952
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    1. Arto O Salonen & Noora Haavisto, 2019. "Towards Autonomous Transportation. Passengers’ Experiences, Perceptions and Feelings in a Driverless Shuttle Bus in Finland," Sustainability, MDPI, vol. 11(3), pages 1-19, January.
    2. Tripat Gill & Eileen Fischer & Amna Kirmani & Pankaj Aggarwal, 2020. "Blame It on the Self-Driving Car: How Autonomous Vehicles Can Alter Consumer Morality [When Brands Seem Human, Do Humans Act like Brands? Automatic Behavioral Priming Effects of Brand Anthropomorph," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 47(2), pages 272-291.
    3. Liu, Peng & Ma, Yanjiao & Zuo, Yaqing, 2019. "Self-driving vehicles: Are people willing to trade risks for environmental benefits?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 125(C), pages 139-149.
    4. Xu, Xian & Fan, Chiang-Ku, 2019. "Autonomous vehicles, risk perceptions and insurance demand: An individual survey in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 549-556.
    5. Saeed, Tariq Usman & Burris, Mark W. & Labi, Samuel & Sinha, Kumares C., 2020. "An empirical discourse on forecasting the use of autonomous vehicles using consumers’ preferences," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    6. Acquila-Natale, Emiliano & Iglesias-Pradas, Santiago, 2021. "A matter of value? Predicting channel preference and multichannel behaviors in retail," Technological Forecasting and Social Change, Elsevier, vol. 162(C).
    7. Qian, Lixian & Yin, Juelin & Huang, Youlin & Liang, Ya, 2023. "The role of values and ethics in influencing consumers’ intention to use autonomous vehicle hailing services," Technological Forecasting and Social Change, Elsevier, vol. 188(C).
    8. Rice, Stephen & Winter, Scott R., 2019. "Do gender and age affect willingness to ride in driverless vehicles: If so, then why?," Technology in Society, Elsevier, vol. 58(C).
    9. McLeay, Fraser & Olya, Hossein & Liu, Hongfei & Jayawardhena, Chanaka & Dennis, Charles, 2022. "A multi-analytical approach to studying customers motivations to use innovative totally autonomous vehicles," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    10. Liu, Peng & Xu, Zhigang & Zhao, Xiangmo, 2019. "Road tests of self-driving vehicles: Affective and cognitive pathways in acceptance formation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 354-369.
    11. Aguirre, Elizabeth & Mahr, Dominik & Grewal, Dhruv & de Ruyter, Ko & Wetzels, Martin, 2015. "Unraveling the Personalization Paradox: The Effect of Information Collection and Trust-Building Strategies on Online Advertisement Effectiveness," Journal of Retailing, Elsevier, vol. 91(1), pages 34-49.
    12. Nastjuk, Ilja & Herrenkind, Bernd & Marrone, Mauricio & Brendel, Alfred Benedikt & Kolbe, Lutz M., 2020. "What drives the acceptance of autonomous driving? An investigation of acceptance factors from an end-user's perspective," Technological Forecasting and Social Change, Elsevier, vol. 161(C).
    13. Dennis, Charles & Newman, Andrew & Michon, Richard & Josko Brakus, J. & Tiu Wright, Len, 2010. "The mediating effects of perception and emotion: Digital signage in mall atmospherics," Journal of Retailing and Consumer Services, Elsevier, vol. 17(3), pages 205-215.
    14. Cohen, Scott A. & Hopkins, Debbie, 2019. "Autonomous vehicles and the future of urban tourism," Annals of Tourism Research, Elsevier, vol. 74(C), pages 33-42.
    15. Merfeld, Katrin & Wilhelms, Mark-Philipp & Henkel, Sven & Kreutzer, Karin, 2019. "Carsharing with shared autonomous vehicles: Uncovering drivers, barriers and future developments – A four-stage Delphi study," Technological Forecasting and Social Change, Elsevier, vol. 144(C), pages 66-81.
    16. Anania, Emily C. & Rice, Stephen & Walters, Nathan W. & Pierce, Matthew & Winter, Scott R. & Milner, Mattie N., 2018. "The effects of positive and negative information on consumers’ willingness to ride in a driverless vehicle," Transport Policy, Elsevier, vol. 72(C), pages 218-224.
    17. Hohenberger, Christoph & Spörrle, Matthias & Welpe, Isabell M., 2017. "Not fearless, but self-enhanced: The effects of anxiety on the willingness to use autonomous cars depend on individual levels of self-enhancement," Technological Forecasting and Social Change, Elsevier, vol. 116(C), pages 40-52.
    18. Akimoto, Keigo & Sano, Fuminori & Oda, Junichiro, 2022. "Impacts of ride and car-sharing associated with fully autonomous cars on global energy consumptions and carbon dioxide emissions," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    19. Peng Jing & Gang Xu & Yuexia Chen & Yuji Shi & Fengping Zhan, 2020. "The Determinants behind the Acceptance of Autonomous Vehicles: A Systematic Review," Sustainability, MDPI, vol. 12(5), pages 1-26, February.
    20. Liu, Peng & Xu, Zhigang, 2020. "Public attitude toward self-driving vehicles on public roads: Direct experience changed ambivalent people to be more positive," Technological Forecasting and Social Change, Elsevier, vol. 151(C).
    21. Abdel-Basset, Mohamed & Chang, Victor & Nabeeh, Nada A., 2021. "An intelligent framework using disruptive technologies for COVID-19 analysis," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    22. Martina Raue & Lisa A. D'Ambrosio & Carley Ward & Chaiwoo Lee & Claire Jacquillat & Joseph F. Coughlin, 2019. "The Influence of Feelings While Driving Regular Cars on the Perception and Acceptance of Self‐Driving Cars," Risk Analysis, John Wiley & Sons, vol. 39(2), pages 358-374, February.
    23. Yoganathan, Vignesh & Osburg, Victoria-Sophie & Akhtar, Pervaiz, 2019. "Sensory stimulation for sensible consumption: Multisensory marketing for e-tailing of ethical brands," Journal of Business Research, Elsevier, vol. 96(C), pages 386-396.
    24. Leminen, Seppo & Rajahonka, Mervi & Wendelin, Robert & Westerlund, Mika & Nyström, Anna-Greta, 2022. "Autonomous vehicle solutions and their digital servitization business models," Technological Forecasting and Social Change, Elsevier, vol. 185(C).
    25. Teresa Brell & Ralf Philipsen & Martina Ziefle, 2019. "sCARy! Risk Perceptions in Autonomous Driving: The Influence of Experience on Perceived Benefits and Barriers," Risk Analysis, John Wiley & Sons, vol. 39(2), pages 342-357, February.
    26. Wu, Min & Wang, Nanxi & Yuen, Kum Fai, 2023. "Can autonomy level and anthropomorphic characteristics affect public acceptance and trust towards shared autonomous vehicles?," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
    27. Xing, Yingying & Zhou, Huiyu & Han, Xiao & Zhang, Meng & Lu, Jian, 2022. "What influences vulnerable road users’ perceptions of autonomous vehicles? A comparative analysis of the 2017 and 2019 Pittsburgh surveys," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    28. Larivière, Bart & Bowen, David & Andreassen, Tor W. & Kunz, Werner & Sirianni, Nancy J. & Voss, Chris & Wünderlich, Nancy V. & De Keyser, Arne, 2017. "“Service Encounter 2.0”: An investigation into the roles of technology, employees and customers," Journal of Business Research, Elsevier, vol. 79(C), pages 238-246.
    29. Garbero, Alessandra & Carneiro, Bia & Resce, Giuliano, 2021. "Harnessing the power of machine learning analytics to understand food systems dynamics across development projects," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    30. Hudson, John & Orviska, Marta & Hunady, Jan, 2019. "People’s attitudes to autonomous vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 121(C), pages 164-176.
    31. Jing, Peng & Wang, Baihui & Cai, Yunhao & Wang, Bichen & Huang, Jiahui & Yang, Chenglu & Jiang, Chengxi, 2023. "What is the public really concerned about the AV crash? Insights from a combined analysis of social media and questionnaire survey," Technological Forecasting and Social Change, Elsevier, vol. 189(C).
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