IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v161y2023ics0148296323001698.html

Research on the impact of consumer privacy and intelligent personalization technology on purchase resistance

Author

Listed:
  • Cai, Han
  • Mardani, Abbas

Abstract

The main purpose of this study is to examine the impact of consumer privacy and intelligent personalization technology on purchase resistance using multidimensional development theory and the psychological contract violation model. From a holistic standpoint, this paper examines the internal mechanism of consumers’ resistance to personalized marketing, the different roles of situational factors and personal characteristics, and the stimulating factors of consumers’ psychological contract violation. The study concludes that psychological contract violation is the primary driver of consumer resistance to personalized marketing intent. The customization of perception, the enhancement of perception, and the legitimacy of the privacy policy are all negatively associated with the violation of psychological contracts with consumers. Personal innovation and online shopping experience are negatively correlated with consumers’ intention to resist personalized marketing; customization of perception has a significant direct effect on consumers’ resistance intention; There is no significant correlation between perceived improvement, privacy policy legitimacy, perceived privacy control, and consumers’ resistance intention. The contribution of this paper is to provide a new research perspective and theoretical explanation for a deeper understanding of consumers’ resistance to personalized marketing behavior.

Suggested Citation

  • Cai, Han & Mardani, Abbas, 2023. "Research on the impact of consumer privacy and intelligent personalization technology on purchase resistance," Journal of Business Research, Elsevier, vol. 161(C).
  • Handle: RePEc:eee:jbrese:v:161:y:2023:i:c:s0148296323001698
    DOI: 10.1016/j.jbusres.2023.113811
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296323001698
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbusres.2023.113811?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

    for a different version of it.

    References listed on IDEAS

    as
    1. Bleier, Alexander & Eisenbeiss, Maik, 2015. "The Importance of Trust for Personalized Online Advertising," Journal of Retailing, Elsevier, vol. 91(3), pages 390-409.
    2. Francesc Solé Parellada & Domingo Ribeiro Soriano & Kun-Huang Huarng, 2011. "An overview of the service industries' future (priorities: linking past and future)," The Service Industries Journal, Taylor & Francis Journals, vol. 31(1), pages 1-6, January.
    3. McColl-Kennedy, Janet R. & Patterson, Paul G. & Smith, Amy K. & Brady, Michael K., 2009. "Customer Rage Episodes: Emotions, Expressions and Behaviors," Journal of Retailing, Elsevier, vol. 85(2), pages 222-237.
    4. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    5. Veronica De Crescenzo & Abel Monfort & Jose Augusto Felício & Samuel Ribeiro-Navarrete, 2022. "Communication and the role of third-party endorsement in social crowdfunding," The Service Industries Journal, Taylor & Francis Journals, vol. 42(9-10), pages 770-797, July.
    6. Wang, Tien & Duong, Trong Danh & Chen, Charlie C., 2016. "Intention to disclose personal information via mobile applications: A privacy calculus perspective," International Journal of Information Management, Elsevier, vol. 36(4), pages 531-542.
    7. Malhotra, Neeru & Sahadev, Sunil & Purani, Keyoor, 2017. "Psychological contract violation and customer intention to reuse online retailers: Exploring mediating and moderating mechanisms," Journal of Business Research, Elsevier, vol. 75(C), pages 17-28.
    8. Soriano, Domingo Ribeiro & Peris-Ortiz, Marta, 2011. "Subsidizing technology: How to succeed," Journal of Business Research, Elsevier, vol. 64(11), pages 1224-1228.
    9. Jung, Yoonhyuk & Park, Jonghwa, 2018. "An investigation of relationships among privacy concerns, affective responses, and coping behaviors in location-based services," International Journal of Information Management, Elsevier, vol. 43(C), pages 15-24.
    10. Xie, Xuemei & Wu, Yonghui & Palacios-Marqués, Daniel & Ribeiro-Navarrete, Samuel, 2022. "Business networks and organizational resilience capacity in the digital age during COVID-19: A perspective utilizing organizational information processing theory," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    11. Paul A. Pavlou & David Gefen, 2005. "Psychological Contract Violation in Online Marketplaces: Antecedents, Consequences, and Moderating Role," Information Systems Research, INFORMS, vol. 16(4), pages 372-399, December.
    12. Patil, Pushp & Tamilmani, Kuttimani & Rana, Nripendra P. & Raghavan, Vishnupriya, 2020. "Understanding consumer adoption of mobile payment in India: Extending Meta-UTAUT model with personal innovativeness, anxiety, trust, and grievance redressal," International Journal of Information Management, Elsevier, vol. 54(C).
    13. Kalaignanam, K. & Kushwaha, T. & Varadarajan, P., 2008. "Marketing operations efficiency and the Internet: An organizing framework," Journal of Business Research, Elsevier, vol. 61(4), pages 300-308, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Voorhees, Clay M. & Boylan, Nicole M. & Bauer, Carlos & Fombelle, Paul W. & Jenkins, Mason R., 2025. "Conceptualizing post-sales relationship management in B2B markets: review, synthesis, and recommendations for future research," Journal of Business Research, Elsevier, vol. 201(C).
    2. Tan, Teck Ming & Salo, Jari & Aspara, Jaakko, 2024. "You fooled me, so I’ll tell you about myself! personnel-related brand betrayal experiences and disclosure of personal information," Journal of Business Research, Elsevier, vol. 171(C).
    3. Zhang, Liangbo & Wang, Xueying & Majeed, Salman & Zhou, Zhimin, 2025. "How do sales promotions, communication agents, and psychological contracts determine purchase hesitation? Evidence from live stream influencers’ fan groups," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
    4. Szocs, Courtney & Kim, Yeseul & Lim, Mikyoung & Mera, Christian Arroyo & Biswas, Dipayan, 2023. "The store of the future: Engaging customers through sensory elements, personalized atmospherics, and interpersonal interaction," Journal of Retailing, Elsevier, vol. 99(4), pages 605-620.
    5. Rizwan Raheem Ahmed & Rana Salman Anwar & Dalia Streimikiene & Justas Streimikis, 2026. "The role of artificial intelligence in shaping entrepreneurial consumer behavior," International Entrepreneurship and Management Journal, Springer, vol. 22(1), pages 1-32, March.
    6. Pillai, Rajasshrie & Sivathanu, Brijesh & Rana, Nripendra P., 2025. "Unveiling virtual interactive marketplaces: Shopping motivations in the Metaverse through the lens of uses and gratifications theory," Journal of Business Research, Elsevier, vol. 190(C).

    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. Qu, Yan & Mardani, Abbas, 2023. "Market orientation, technological opportunity, and new product innovation performance," Journal of Business Research, Elsevier, vol. 162(C).
    2. Chen, Shih-Chih & Hung, Chung-Wen, 2016. "Elucidating the factors influencing the acceptance of green products: An extension of theory of planned behavior," Technological Forecasting and Social Change, Elsevier, vol. 112(C), pages 155-163.
    3. Daunt, Kate L. & Harris, Lloyd C., 2011. "Customers acting badly: Evidence from the hospitality industry," Journal of Business Research, Elsevier, vol. 64(10), pages 1034-1042, October.
    4. Ivan De Battista & Franco Curmi & Emanuel Said, 2021. "Influencing Factors Affecting Young People’s Attitude Towards Online Advertising: A Systematic Literature Review," International Review of Management and Marketing, Econjournals, vol. 11(3), pages 58-72.
    5. Moritz Paulus & Slawka Jordanow & Jan Andre Millemann, 2022. "Adoption Factors of Digital Services—A Systematic Literature Review," Service Science, INFORMS, vol. 14(4), pages 318-350, December.
    6. Waleed Yahya Yousef, 2023. "The Influence of a Country’s Sustainable Development on Likeability, Intention to Travel, and Country Image: A Case Study from Saudi Arabia," Sustainability, MDPI, vol. 15(7), pages 1-17, March.
    7. Sarker, Prianka & Hughes, Laurie & Malik, Tegwen & Dwivedi, Yogesh K., 2025. "Examining consumer adoption of social commerce: An extended META-UTAUT model," Technological Forecasting and Social Change, Elsevier, vol. 212(C).
    8. Leenshya Gunnoo & Eric Bindah & Ushad Agathee Subadar & Sheereen Banon Fauzel, 2026. "Exploring adoption intention of mobile fintech services among merchants in a small island state: The mediating role of attitude," International Journal of Business and Management (IJBM), International Emerging Scholars Society (IESS), New Zealand, vol. 5(1), pages 113-148, February.
    9. Abid, Aman & Harrigan, Paul, 2020. "An exploration of social media-enabled voter relationships through uses and gratifications theory, psychological contract and service-dominant orientation," Australasian marketing journal, Elsevier, vol. 28(2), pages 71-82.
    10. Shankar, Amit & Dhir, Amandeep & Talwar, Shalini & Islam, Nazrul & Sharma, Piyush, 2022. "Balancing food waste and sustainability goals in online food delivery: Towards a comprehensive conceptual framework," Technovation, Elsevier, vol. 117(C).
    11. Pablo Angel-Rodriguez & Jose Antonio Vicente-Pascual, 2026. "Exploring the adoption of mobile payments: a hybrid literature review and future research agenda," Future Business Journal, Springer, vol. 12(1), pages 1-28, December.
    12. Kuttimani Tamilmani & Nripendra P. Rana & Robin Nunkoo & Vishnupriya Raghavan & Yogesh K. Dwivedi, 2022. "Indian Travellers’ Adoption of Airbnb Platform," Information Systems Frontiers, Springer, vol. 24(1), pages 77-96, February.
    13. Francisco Liébana-Cabanillas & Francisco Muñoz-Leiva & Sebastián Molinillo & Elena Higueras-Castillo, 2022. "Do biometric payment systems work during the COVID-19 pandemic? Insights from the Spanish users' viewpoint," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 8(1), pages 1-25, December.
    14. Huynh, Minh-Tay & Veglio, Valerio & Gunkel, Marjaana, 2025. "Conceptualizing the data-driven mindset: An application of the mindset theory of action phases," Technovation, Elsevier, vol. 146(C).
    15. Lütjens, Henk & Eisenbeiss, Maik & Fiedler, Maximilian & Bijmolt, Tammo, 2022. "Determinants of consumers’ attitudes towards digital advertising – A meta-analytic comparison across time and touchpoints," Journal of Business Research, Elsevier, vol. 153(C), pages 445-466.
    16. Maria Asif & Muhammad Hashim & Sajjad Ahmad Baig & Muhammad Muzummil Sibtain, 2026. "Unlocking customer actual behavior: exploring omnichannel dimensions with brand perceived value," Future Business Journal, Springer, vol. 12(1), pages 1-18, December.
    17. Paul Pierce & Francesca Ricciardi & Alessandro Zardini, 2017. "Smart Cities as Organizational Fields: A Framework for Mapping Sustainability-Enabling Configurations," Sustainability, MDPI, vol. 9(9), pages 1-21, August.
    18. Hsu, Jack Shih-Chieh & Cheng, Kuang-Ting & Li, Yuzhu & Brading, Ryan, 2025. "Team resilience capability in information systems development (ISD) project teams," Technological Forecasting and Social Change, Elsevier, vol. 217(C).
    19. McLaughlin, Christopher & McCauley, Laura Bradley & Prentice, Garry & Verner, Emma-Jayne & Loane, Sharon, 2020. "Gender differences using online auctions within a generation Y sample: An application of the Theory of Planned Behaviour," Journal of Retailing and Consumer Services, Elsevier, vol. 56(C).
    20. Rajak, Manindra & Shaw, Krishnendu, 2021. "An extension of technology acceptance model for mHealth user adoption," Technology in Society, Elsevier, vol. 67(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    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:161:y:2023:i:c:s0148296323001698. 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.