IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v174y2024ics014829632400002x.html
   My bibliography  Save this article

The role of recommendation sources and attribute framing in online product recommendations

Author

Listed:
  • Yang, Yikai
  • Zheng, Jiehui
  • Yu, Yining
  • Qiu, Yiling
  • Wang, Lei

Abstract

As artificial intelligence (AI) is increasingly incorporated into online product recommendations (OPRs), investigating how an AI recommendation source influences consumer behavior has attracted widespread attention among scholars. Across five studies, this paper empirically examines the effect of the AI (vs. human) recommendation source on consumer responses from the perspective of vice and virtue frame products. The results show that when OPRs frame products as vice (vs. virtue), the AI (vs. human) recommendation source has negative effects on perceived warmth and competence (Study 2a) and eventually negatively influences purchase intention (Studies 1a and 2a), willingness to pay (Study 1b), and product attitude (Study 2b). However, humanized AI and AI-human hybrid improve the acceptance intention of vice frame product recommendations through different improvement paths (Study 3). This paper extends the research stream on the comparison of AI and humans and contributes to the literature on social perception, humanized intelligence, and augmented intelligence.

Suggested Citation

  • Yang, Yikai & Zheng, Jiehui & Yu, Yining & Qiu, Yiling & Wang, Lei, 2024. "The role of recommendation sources and attribute framing in online product recommendations," Journal of Business Research, Elsevier, vol. 174(C).
    • Handle: RePEc:eee:jbrese:v:174:y:2024:i:c:s014829632400002x
    DOI: 10.1016/j.jbusres.2024.114498
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S014829632400002X
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2024.114498?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Zhang, Junhui & Balaji, M.S. & Luo, Jun & Jha, Subhash, 2022. "Effectiveness of product recommendation framing on online retail platforms," Journal of Business Research, Elsevier, vol. 153(C), pages 185-197.
    2. Peggy J. Liu & Kelly L. Haws & Cait Lamberton & Troy H. Campbell & Gavan J. Fitzsimons, 2015. "Vice-Virtue Bundles," Management Science, INFORMS, vol. 61(1), pages 204-228, January.
    3. Jana Holthöwer & Jenny Doorn, 2023. "Robots do not judge: service robots can alleviate embarrassment in service encounters," Journal of the Academy of Marketing Science, Springer, vol. 51(4), pages 767-784, July.
    4. Zhang, Hong & Zhao, Ling & Gupta, Sumeet, 2018. "The role of online product recommendations on customer decision making and loyalty in social shopping communities," International Journal of Information Management, Elsevier, vol. 38(1), pages 150-166.
    5. Chiara Longoni & Andrea Bonezzi & Carey K Morewedge, 2019. "Resistance to Medical Artificial Intelligence," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 46(4), pages 629-650.
    6. Klaus Wertenbroch, 1998. "Consumption Self-Control by Rationing Purchase Quantities of Virtue and Vice," Marketing Science, INFORMS, vol. 17(4), pages 317-337.
    7. Ye, Yuchen & Yang, Yikai & Huang, Qi, 2023. "Identifying and examining the role of pop-up store design: A mixed-methods study," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    8. Wien, Anders Hauge & Peluso, Alessandro M., 2021. "Influence of human versus AI recommenders: The roles of product type and cognitive processes," Journal of Business Research, Elsevier, vol. 137(C), pages 13-27.
    9. Xueming Luo & Siliang Tong & Zheng Fang & Zhe Qu, 2019. "Frontiers: Machines vs. Humans: The Impact of Artificial Intelligence Chatbot Disclosure on Customer Purchases," Marketing Science, INFORMS, vol. 38(6), pages 937-947, November.
    10. Sylvie Borau & Tobias Otterbring & Sandra Laporte & Samuel Fosso Wamba, 2021. "The most human bot: Female gendering increases humanness perceptions of bots and acceptance of AI," Post-Print hal-03648092, HAL.
    11. Lili Wang & Maferima Touré-Tillery & Ann L. McGill, 2023. "The effect of disease anthropomorphism on compliance with health recommendations," Journal of the Academy of Marketing Science, Springer, vol. 51(2), pages 266-285, March.
    12. Markus Blut & Cheng Wang & Nancy V. Wünderlich & Christian Brock, 2021. "Understanding anthropomorphism in service provision: a meta-analysis of physical robots, chatbots, and other AI," Journal of the Academy of Marketing Science, Springer, vol. 49(4), pages 632-658, July.
    13. Jennifer Aaker & Kathleen D. Vohs & Cassie Mogilner, 2010. "Nonprofits Are Seen as Warm and For-Profits as Competent: Firm Stereotypes Matter," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 224-237, August.
    14. Halkias, Georgios & Diamantopoulos, Adamantios, 2020. "Universal dimensions of individuals' perception: Revisiting the operationalization of warmth and competence with a mixed-method approach," International Journal of Research in Marketing, Elsevier, vol. 37(4), pages 714-736.
    15. Hyun Baek, Tae & Kim, Minseong, 2023. "Ai robo-advisor anthropomorphism: The impact of anthropomorphic appeals and regulatory focus on investment behaviors," Journal of Business Research, Elsevier, vol. 164(C).
    16. Liu, Xing (Stella) & Yi, Xiao (Shannon) & Wan, Lisa C., 2022. "Friendly or competent? The effects of perception of robot appearance and service context on usage intention," Annals of Tourism Research, Elsevier, vol. 92(C).
    17. Roy, Rajat & Naidoo, Vik, 2021. "Enhancing chatbot effectiveness: The role of anthropomorphic conversational styles and time orientation," Journal of Business Research, Elsevier, vol. 126(C), pages 23-34.
    18. Romain Cadario & Chiara Longoni & Carey K. Morewedge, 2021. "Understanding, explaining, and utilizing medical artificial intelligence," Nature Human Behaviour, Nature, vol. 5(12), pages 1636-1642, December.
    19. Alexander Chernev, 2011. "Semantic Anchoring in Sequential Evaluations of Vices and Virtues," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(5), pages 761-774.
    20. Lidan Xu & Ravi Mehta, 2022. "Technology devalues luxury? Exploring consumer responses to AI-designed luxury products," Journal of the Academy of Marketing Science, Springer, vol. 50(6), pages 1135-1152, November.
    21. Ketron, Seth & Naletelich, Kelly, 2022. "Relative vices and absolute virtues: How size labeling affects size preferences for vices and virtues," Journal of Business Research, Elsevier, vol. 138(C), pages 387-397.
    22. van Doorn, Jenny & Verhoef, Peter C., 2011. "Willingness to pay for organic products: Differences between virtue and vice foods," International Journal of Research in Marketing, Elsevier, vol. 28(3), pages 167-180.
    23. Feifei Huang & Vincent Chi Wong & Echo Wen Wan & Pankaj Aggarwal & Vicki G Morwitz & Margaret C Campbell, 2020. "The Influence of Product Anthropomorphism on Comparative Judgment [Is That Car Smiling at Me? Schema Congruity as a Basis for Evaluating Anthropomorphized Products]," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 46(5), pages 936-955.
    24. Ahn, Jungyong & Kim, Jungwon & Sung, Yongjun, 2022. "The effect of gender stereotypes on artificial intelligence recommendations," Journal of Business Research, Elsevier, vol. 141(C), pages 50-59.
    25. Stacey R. Finkelstein & Ayelet Fishbach, 2010. "When Healthy Food Makes You Hungry," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(3), pages 357-367, October.
    26. Levin, Irwin P. & Schneider, Sandra L. & Gaeth, Gary J., 1998. "All Frames Are Not Created Equal: A Typology and Critical Analysis of Framing Effects," Organizational Behavior and Human Decision Processes, Elsevier, vol. 76(2), pages 149-188, November.
    27. Seo Young Kim & Bernd H. Schmitt & Nadia M. Thalmann, 2019. "Eliza in the uncanny valley: anthropomorphizing consumer robots increases their perceived warmth but decreases liking," Marketing Letters, Springer, vol. 30(1), pages 1-12, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Schillaci, Carmela Elita & de Cosmo, Lucrezia Maria & Piper, Luigi & Nicotra, Melita & Guido, Gianluigi, 2024. "Anthropomorphic chatbots' for future healthcare services: Effects of personality, gender, and roles on source credibility, user satisfaction, and intention to use," Technological Forecasting and Social Change, Elsevier, vol. 199(C).
    2. Hai Lan & Xiaofei Tang & Yong Ye & Huiqin Zhang, 2024. "Abstract or concrete? The effects of language style and service context on continuous usage intention for AI voice assistants," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-13, December.
    3. Li, Jian & Huang, Jinsong & Li, Yaqi, 2023. "Examining the effects of authenticity fit and association fit: A digital human avatar endorsement model," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    4. Zhu, Yimin & Zhang, Jiemin & Wu, Jifei & Liu, Yingyue, 2022. "AI is better when I'm sure: The influence of certainty of needs on consumers' acceptance of AI chatbots," Journal of Business Research, Elsevier, vol. 150(C), pages 642-652.
    5. Mari, Alex & Mandelli, Andreina & Algesheimer, René, 2024. "Empathic voice assistants: Enhancing consumer responses in voice commerce," Journal of Business Research, Elsevier, vol. 175(C).
    6. Zhang, Yaqiong & Wang, Shifu, 2023. "The influence of anthropomorphic appearance of artificial intelligence products on consumer behavior and brand evaluation under different product types," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).
    7. Chen Yang & Jing Hu, 2022. "When do consumers prefer AI-enabled customer service? The interaction effect of brand personality and service provision type on brand attitudes and purchase intentions," Journal of Brand Management, Palgrave Macmillan, vol. 29(2), pages 167-189, March.
    8. Mark Anthony Camilleri & Ciro Troise, 2023. "Live support by chatbots with artificial intelligence: A future research agenda," Service Business, Springer;Pan-Pacific Business Association, vol. 17(1), pages 61-80, March.
    9. Liu, Yun & Wang, Xingyuan & Wang, Shuyang, 2022. "Research on service robot adoption under different service scenarios," Technology in Society, Elsevier, vol. 68(C).
    10. Leah Warfield Smith & Randall Lee Rose & Alex R. Zablah & Heath McCullough & Mohammad “Mike” Saljoughian, 2023. "Examining post-purchase consumer responses to product automation," Journal of the Academy of Marketing Science, Springer, vol. 51(3), pages 530-550, May.
    11. Jana Holthöwer & Jenny Doorn, 2023. "Robots do not judge: service robots can alleviate embarrassment in service encounters," Journal of the Academy of Marketing Science, Springer, vol. 51(4), pages 767-784, July.
    12. Mariani, Marcello M. & Hashemi, Novin & Wirtz, Jochen, 2023. "Artificial intelligence empowered conversational agents: A systematic literature review and research agenda," Journal of Business Research, Elsevier, vol. 161(C).
    13. Peng, Leiqing & Luo, Mengting & Guo, Yulang, 2023. "Deposit AI as the “invisible hand†to make the resale easier: A moderated mediation model," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    14. Sun, Yuan & Chen, Jin & Sundar, S. Shyam, 2024. "Chatbot ads with a human touch: A test of anthropomorphism, interactivity, and narrativity," Journal of Business Research, Elsevier, vol. 172(C).
    15. Lv, Xingyang & Shi, Kewei & He, Yueying & Ji, Yingchao & Lan, Tian, 2024. "My colleague is not “human”: Will working with robots make you act more indifferently?," Journal of Business Research, Elsevier, vol. 176(C).
    16. Kayeser Fatima, Johra & Khan, Md Irfanuzzaman & Bahmannia, Somayeh & Chatrath, Sarvjeet Kaur & Dale, Naomi F. & Johns, Raechel, 2024. "Rapport with a chatbot? The underlying role of anthropomorphism in socio-cognitive perceptions of rapport and e-word of mouth," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    17. Shengxing Yang, 2022. "A systematic literature review on the disruptions of artificial intelligence within the business world: in terms of the evolution of competences [Une revue systématique de la littérature sur les bo," Post-Print hal-03694170, HAL.
    18. Wang, Yawei & Kang, Qi & Zhou, Shoujiang & Dong, Yuanyuan & Liu, Junqi, 2022. "The impact of service robots in retail: Exploring the effect of novelty priming on consumer behavior," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    19. Cheng, Zhendong & Fan, Wenfang & Shao, Bingjia & Jia, Wenli & Zhang, Yong, 2024. "The impact of intelligent customer service agents’ initial response on consumers’ continuous interaction intention," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    20. Li, Xueni (Shirley) & Kim, Sara & Chan, Kimmy Wa & McGill, Ann L., 2023. "Detrimental effects of anthropomorphism on the perceived physical safety of artificial agents in dangerous situations," International Journal of Research in Marketing, Elsevier, vol. 40(4), pages 841-864.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbrese:v:174:y:2024:i:c:s014829632400002x. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.