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Navigating the Personalization Paradox: Pathways to Consumer Engagement Through Loyalty and Avoidance in the Digital Era

  • Bárbara Santos , Ana Pinto Pinto Borges ORCID logo EMAIL logo , Paula Rodrigues und Elvira Vieira
Veröffentlicht/Copyright: 24. November 2025
Review of Marketing Science
Aus der Zeitschrift Review of Marketing Science

Abstract

This study investigates the dual dynamics of personalized marketing -personalized brand loyalty (PBL) and non-personalized brand avoidance (NPBA) – and their influence on customer brand engagement (CBE). It addresses the “personalization paradox,” where strategies aimed at improving engagement may provoke resistance. Furthermore to testing direct relationships, it is evaluated the mediating roles of PBL and NPBA in shaping consumer engagement. Data was collected via an online survey involving 406 respondents, analyzed using a PLS-SEM model. Constructs such as privacy concerns, personalization benefits, proactive avoidance, brand-created annoyance were modeled as antecedents of PBL and NPBA, which in turn were hypothesized to mediate their effects on CBE. The results reveal that personalization benefits positively impact both NPBA and PBL, while brand-created annoyance increases NPBA but does not influence PBL. Proactive avoidance drives NPBA without reducing PBL. Notably, PBL significantly enhances CBE, mediating the effect of personalization benefits, whereas NPBA shows no direct effect on CBE but partially mediates the impact of annoyance and avoidance. Some hypothesized paths (e.g. from privacy concerns to NPBA/PBL) were not supported, highlighting consumers’ growing tolerance toward data tracking when personalization benefits are evident.This study advances the understanding of the personalization paradox by theorizing and empirically validating the mediating roles of loyalty and avoidance in consumer-brand relationships It bridges theoretical frameworks and practical applications, offering guidance for brands to maximize engagement and loyalty while addressing privacy concerns and reducing avoidance behaviors.


Corresponding author: Ana Pinto Pinto Borges, ISAG – European Business School, Porto, Portugal; and Research Center in Business Sciences and Tourism (CICET – FCVC), Porto, Portugal, E-mail:

Funding source: FCT/MCTES (PIDDAC)

Award Identifier / Grant number: UID/04752, Applied Management Research Unit (UNIAG

Award Identifier / Grant number: UID/06354, Research Center in Business Sciences and Tourism (CICET - FCVC)

  1. Research funding: This work was supported by national funds through FCT/MCTES (PIDDAC): UID/06354, Research Center in Business Sciences and Tourism (CICET - FCVC). This work was supported by national funds through FCT/MCTES (PIDDAC): UID/04752, Applied Management Research Unit (UNIAG).

References

Acar, O. A., and S. Puntoni. 2016. “Customer Empowerment in the Digital Age.” Journal of Advertising Research 56 (1): 4–8. https://doi.org/10.2501/JAR-2016-007.Suche in Google Scholar

Adeniran, I. A., C. P. Efunniyi, O. S. Osundare, and A. O. Abhulimen. 2024. “Transforming Marketing Strategies with Data Analytics: A Study on Customer Behavior and Personalization.” International Journal of Management & Entrepreneurship Research 6 (8).Suche in Google Scholar

Almestarihi, R., A. Y. A. B. Ahmad, R. Frangieh, I. Abu-AlSondos, K. Nser, and A. Ziani. 2024. “Measuring the ROI of Paid Advertising Campaigns in Digital Marketing and its Effect on Business Profitability.” Uncertain Supply Chain Management 12 (2): 1275–84. https://doi.org/10.5267/j.uscm.2023.11.009.Suche in Google Scholar

Ameen, N., S. Hosany, and J. Paul. 2022. “The personalisation-Privacy Paradox: Consumer Interaction with Smart Technologies and Shopping Mall Loyalty.” Computers in Human Behavior 126: 106976. https://doi.org/10.1016/j.chb.2021.106976.Suche in Google Scholar

Anaza, N. A., J. Luis Saavedra, J. F. Hair, R. Bagherzadeh, M. Rawal, and C. Nedu Osakwe. 2021. “Customer-Brand Disidentification: Conceptualization, Scale Development and Validation.” Journal of Business Research 133: 116–31. https://doi.org/10.1016/j.jbusres.2021.03.064.Suche in Google Scholar

Appel, G., L. Grewal, R. Hadi, and A. T. Stephen. 2020. “The Future of Social Media in Marketing.” Journal of the Academy of Marketing Science 48 (1): 79–95. https://doi.org/10.1007/s11747-019-00695-1.Suche in Google Scholar

Ashrafuzzaman, M., A. S. A. H. Rishat, M. S. Hossain, and M. T. Alam. 2022. “The Impact of Social Media and Digital Marketing on Consumer Behavior.” In Handbook of Research on Consumer Behavior Change and Data Analytics in the Socio-Digital Era, 275–94. IGI Global.10.4018/978-1-6684-4168-8.ch012Suche in Google Scholar

Barclay, D., C. Higgins, and R. Thompson. 1995. “The Partial Least Squares (PLS) Approach to Causal Modeling: Personal Computer Adoption and Use as an Illustration.” Technology Studies 2 (2): 285–309.Suche in Google Scholar

Barth, S., and M. D. T. de Jong. 2017. “The Privacy Paradox: Investigating Discrepancies Between Expressed Privacy Concerns and Actual Online behavior – A Systematic Literature Review.” Telematics and Informatics 34 (7): 1038–58. https://doi.org/10.1016/j.tele.2017.04.013.Suche in Google Scholar

Bleier, A., and M. Eisenbeiss. 2015. “The Importance of Trust for Personalized Online Advertising.” Journal of Retailing 91 (3): 390–409. https://doi.org/10.1016/j.jretai.2015.04.001.Suche in Google Scholar

Bubphapant, J., and A. Brandão. 2024. “Content Marketing Research: A Review and Research Agenda.” International Journal of Consumer Studies 48 (1): e12984. https://doi.org/10.1111/ijcs.12984.Suche in Google Scholar

Cavdar Aksoy, N., E. Tumer Kabadayi, C. Yilmaz, and A. Kocak Alan. 2021. “A Typology of Personalization Practices in Marketing in the Digital Age.” Journal of Marketing Management 37 (11–12): 1091–122. https://doi.org/10.1080/0267257X.2020.1866647.Suche in Google Scholar

Chandra, S., S. Verma, W. M. Lim, S. Kumar, and N. Donthu. 2022. “Personalization in Personalized Marketing: Trends and Ways Forward.” Psychology and Marketing 39 (8): 1529–62. https://doi.org/10.1002/mar.21670.Suche in Google Scholar

Chen, X., J. Sun, and H. Liu. 2022. “Balancing Web Personalization and Consumer Privacy Concerns: Mechanisms of Consumer Trust and Reactance.” Journal of Consumer Behaviour 21 (3): 572–82. https://doi.org/10.1002/cb.1947.Suche in Google Scholar

Cho, C.-H., and H. J. Cheon. 2004. “Why do People Avoid Advertising on the Internet?” Journal of Advertising 33 (4): 89–97. https://doi.org/10.1080/00913367.2004.10639175.Suche in Google Scholar

Chung, Y. J., and E. Kim. 2021. “Predicting Consumer Avoidance of Native Advertising on Social Networking Sites: A Survey of Facebook Users.” Journal of Promotion Management 27 (1): 1–26. https://doi.org/10.1080/10496491.2020.1809590.Suche in Google Scholar

Cloarec, J., C. Boukacem-Zeghmouri, and I. Robert. 2022. “How does Privacy Calculus Theory Apply to Consumer Concerns and Brand Trust on Personalization?” Journal of Consumer Behaviour 21 (6): 1490–502. https://doi.org/10.1002/cb.2199.Suche in Google Scholar

Demirağ, F. 2024. “Web Personalization: Consumer Perspective.” In Globalized Consumer Insights in the Digital Era, 169–85. IGI Global.10.4018/979-8-3693-3811-7.ch008Suche in Google Scholar

Dijkstra, T. K., and J. Henseler. 2015. “Consistent Partial Least Squares Path Modeling.” MIS Quarterly 39 (2): 297–316. https://doi.org/10.25300/misq/2015/39.2.02.Suche in Google Scholar

Dilshodovna, A. D. 2023. “The Rise of Personalization in Marketing: How Brands are Tailoring their Strategies to Individual Customers.” Web of Discoveries: Journal of Analysis and Inventions 1 (6): 14–7.Suche in Google Scholar

Dwivedi, Y. K., E. Ismagilova, D. L. Hughes, J. Carlson, R. Filieri, J. Jacobson, et al.. 2021. “Setting the Future of Digital and Social Media Marketing Research: Perspectives and Research Propositions.” International Journal of Information Management 59: 102168. https://doi.org/10.1016/j.ijinfomgt.2020.102168.Suche in Google Scholar

Eg, R., Ö. Demirkol Tønnesen, and M. K. Tennfjord. 2023. “A Scoping Review of Personalized User Experiences on Social Media: The Interplay Between Algorithms and Human Factors.” Computers in Human Behavior Reports 9: 100253. https://doi.org/10.1016/J.CHBR.2022.100253.Suche in Google Scholar

Eggers, F., F. T. Beke, P. C. Verhoef, and J. E. Wieringa. 2023. “The Market for Privacy: Understanding how Consumers Trade off Privacy Practices.” Journal of Interactive Marketing 58 (4): 341–60. https://doi.org/10.1177/10949968221140061.Suche in Google Scholar

Fornell, C., and D. F. Larcker. 1981. “Evaluating Structural Equation Models with Unobservable Variables and Measurement Error.” Journal of Marketing Research 18 (1): 39–50. https://doi.org/10.1177/002224378101800104.Suche in Google Scholar

Fridh, D., and T. Dahl. 2019. A Consumer Perspective of Personalized Marketing: An Exploratory Study on Consumer Perception of Personalized Marketing and how it Affects the Purchase Decision Making. Högskolan Kristianstad.Suche in Google Scholar

Hair, Jr, J. F., M. Sarstedt, C. M. Ringle, and S. P. Gudergan. 2017a. Advanced Issues in Partial Least Squares Structural Equation Modeling. saGe publications.Suche in Google Scholar

Hair, J. F., G. T. M. Hult, C. M. Ringle, and M. Sarstedt. 2017b. A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM), 2nd ed. Thousand Oaks: SAGE.Suche in Google Scholar

Hair, J. F., J. J. Risher, M. Sarstedt, and C. M. Ringle. 2019. “When to Use and how to Report the Results of PLS-SEM.” European Business Review 31 (1): 2–24. https://doi.org/10.1108/EBR-11-2018-0203.Suche in Google Scholar

Hair, J. F., G. T. M. Hult, C. M. Ringle, M. Sarstedt, N. P. Danks, and S. Ray. 2021. Partial Least Squares Structural Equation Modeling (PLS-SEM) Using R: A Workbook. Cham: Springer.10.1007/978-3-030-80519-7Suche in Google Scholar

Harrigan, P., U. Evers, M. Miles, and T. Daly. 2017. “Customer Engagement with Tourism Social Media Brands.” Tourism Management 59: 597–609. https://doi.org/10.1016/J.TOURMAN.2016.09.015.Suche in Google Scholar

Henseler, J., C. M. Ringle, and M. Sarstedt. 2015. “A New Criterion for Assessing Discriminant Validity in Variance-Based Structural Equation Modeling.” Journal of the Academy of Marketing Science 43: 115–35. https://doi.org/10.1007/s11747-014-0403-8.Suche in Google Scholar

Horn, I. S., T. Taros, S. Dirkes, L. Hüer, M. Rose, R. Tietmeyer, et al.. 2015. “Business Reputation and Social Media: A Primer on Threats and Responses.” Journal of Direct, Data and Digital Marketing Practice 16: 193–208. https://doi.org/10.1057/dddmp.2015.1.Suche in Google Scholar

Hutmacher, F., and M. Appel. 2023. “The Psychology of Personalization in Digital Environments: From Motivation to Well-Being – A Theoretical Integration.” Review of General Psychology 27 (1): 26–40. https://doi.org/10.1177/10892680221105663.Suche in Google Scholar

Jahari, N. A., Y. Chen, and Y. Li. 2022. “Privacy Concerns and Brand Loyalty: An Examination through the Lens of Privacy Calculus Theory.” Journal of Consumer Behaviour 21 (4): 125–39. https://doi.org/10.1002/cb.2078.Suche in Google Scholar

Joshi, Y., W. M. Lim, K. Jagani, and S. Kumar. 2025. “Social Media Influencer Marketing: Foundations, Trends, and Ways Forward.” Electronic Commerce Research 25: 1199–253, https://doi.org/10.1007/s10660-023-09719-z.Suche in Google Scholar

Jozani, M., E. Ayaburi, M. Ko, and K. K. R. Choo. 2020. “Privacy Concerns and Benefits of Engagement with Social Media-Enabled Apps: A Privacy Calculus Perspective.” Computers in Human Behavior 107: 106260. https://doi.org/10.1016/j.chb.2020.106260.Suche in Google Scholar

Kaplan, A. M., and M. Haenlein. 2010. “Users of the World, Unite! The Challenges and Opportunities of Social Media.” Business Horizons 53 (1): 59–68. https://doi.org/10.1016/j.bushor.2009.09.003.Suche in Google Scholar

Kock, N., and P. Hadaya. 2018. “Minimum Sample Size Estimation in PLS-SEM: The Inverse Square Root and Gamma-Exponential Methods.” Information Systems Journal 28 (1): 227–61. https://doi.org/10.1111/isj.12131.Suche in Google Scholar

Kotler, P. 2021. “Marketing 5.0: Tecnologia Para a Humanidade.” Actual Editora.Suche in Google Scholar

Kuanr, A., D. Pradhan, T. Lyngdoh, and M. S. W. Lee. 2022. “Why do Consumers Subvert Brands? Investigating the Influence of Subjective Well Being on Brand Avoidance.” Psychology and Marketing 39 (3): 612–33. https://doi.org/10.1002/mar.21606.Suche in Google Scholar

Lambillotte, L., and I. Poncin. 2023. “Customers Facing Companies’ Content Personalisation Attempts: Paradoxical Tensions, Strategies and Managerial Insights.” Journal of Marketing Management 39 (3–4): 213–43. https://doi.org/10.1080/0267257x.2022.2105384.Suche in Google Scholar

Lee, J. M., and J. Y. Rha. 2016. “Personalization–Privacy Paradox and Consumer Conflict with the Use of Location-Based Mobile Commerce.” Computers in Human Behavior 63: 453–62. https://doi.org/10.1016/j.chb.2016.05.056.Suche in Google Scholar

Lee, M. S. W., J. Motion, and D. Conroy. 2009. “Anti-Consumption and Brand Avoidance.” Journal of Business Research 62 (2): 169–80. https://doi.org/10.1016/j.jbusres.2008.01.024.Suche in Google Scholar

Lemon, K. N., and P. C. Verhoef. 2016. “Understanding Customer Experience Throughout the Customer Journey.” Journal of Marketing 80 (6): 69–96. https://doi.org/10.1509/jm.15.0420.Suche in Google Scholar

Liadeli, G., F. Sotgiu, and P. W. Verlegh. 2023. “A Meta-Analysis of the Effects of Brands’ Owned Social Media on Social Media Engagement and Sales.” Journal of Marketing 87 (3): 406–27. https://doi.org/10.1177/00222429221123250.Suche in Google Scholar

Lim, W. M., and T. Rasul. 2022. “Customer Engagement and Social Media: Revisiting the Past to Inform the Future.” Journal of Business Research 148: 325–42. https://doi.org/10.1016/j.jbusres.2022.04.068.Suche in Google Scholar

Lopes, A. R., and B. Casais. 2022. “Digital Content Marketing: Conceptual Review and Recommendations for Practitioners.” Academy of Strategic Management Journal 21 (2): 1–17.Suche in Google Scholar

Lund, N. F., S. A. Cohen, and C. Scarles. 2018. “The Power of Social Media Storytelling in Destination Branding.” Journal of Destination Marketing & Management 8: 271–80. https://doi.org/10.1016/j.jdmm.2017.05.003.Suche in Google Scholar

Martin, G., and S. Roberts. 2021. “Exploring Legacies of the Baby Boomers in the Twenty-First Century.” The Sociological Review 69 (4): 727–42. https://doi.org/10.1177/00380261211006326.Suche in Google Scholar

McKee, K. M., A. J. Dahl, and J. W. Peltier. 2024. “Gen Z’s Personalization Paradoxes: A Privacy Calculus Examination of Digital Personalization and Brand Behaviors.” Journal of Consumer Behaviour 23 (2): 405–22. https://doi.org/10.1002/cb.2199.Suche in Google Scholar

Mehta, J. (2023). The Future of Website Personalization. Abmatic AI.Suche in Google Scholar

Morimoto, M. 2017. “Personalization, Perceived Intrusiveness, Irritation, and Avoidance in Digital Advertising.” In Digital Advertising, 110–23. Routledge.10.4324/9781315623252-7Suche in Google Scholar

Nunnally, B., and I. Bernstein. 1994. Psychometric Theory. New York: Oxford Univer. In: Press.Suche in Google Scholar

Odoom, R., J. P. Kosiba, C. T. Djamgbah, and L. Narh. 2019. “Brand Avoidance: Underlying Protocols and a Practical Scale.” The Journal of Product and Brand Management 28 (5): 586–97. https://doi.org/10.1108/JPBM-03-2018-1777.Suche in Google Scholar

Okorie, G. N., Z. E. Egieya, U. Ikwue, C. A. Udeh, E. M. Adaga, O. D. DaraOjimba, et al.. 2024. “Leveraging Big Data for Personalized Marketing Campaigns: A Review.” International Journal of Management & Entrepreneurship Research 6 (1): 216–42. https://doi.org/10.51594/ijmer.v6i1.778.Suche in Google Scholar

Peck, J., and A. W. Luangrath. 2023. “A Review and Future Avenues for Psychological Ownership in Consumer Research.” Consumer Psychology Review 6 (1): 52–74. https://doi.org/10.1002/arcp.1084.Suche in Google Scholar

Proença, M., and T. S. Martins. 2024. “The Role of Absorptive Capacity in the Use of Digital Marketing Analytics for Effective Marketing Decisions.” Journal of Marketing Analytics 12 (3): 687–700. https://doi.org/10.1057/s41270-023-00224-8.Suche in Google Scholar

Rather, R. A., L. D. Hollebeek, T. Vo Thanh, H. Ramkissoon, A. Leppiman, and D. Smith. 2022. “Shaping Customer Brand Loyalty During the Pandemic: The Role of Brand Credibility, Value Congruence, Experience, Identification, and Engagement.” Journal of Consumer Behaviour 21 (5): 1175–89. https://doi.org/10.1002/cb.2070.Suche in Google Scholar

Rather, R. A., H. Ramkissoon, L. D. Hollebeek, and S. M. C. Loureiro. 2023. “Customer Engagement in Tourism and Hospitality Research.” In Handbook of Customer Engagement in Tourism Marketing, 1–24. Edward Elgar Publishing.10.4337/9781802203943.00010Suche in Google Scholar

Rodrigues, J. 2021. “Understanding the Impact of Personalized Recommendations on Customer Satisfaction, Likelihood to Recommend and Repurchase Intentions.” Master’s thesis, Universidade Católica Portuguesa. ProQuest Dissertations & Theses Global. (30840376)Suche in Google Scholar

Ross, M. Q., S. R. Müller, and J. B. Bayer. 2022. “The Psychology of Mobile Technology and Daily Mobility.” In Em the Psychology of Technology: Social Science Research in the Age of Big Data, 125–54. American Psychological Association.10.1037/0000290-005Suche in Google Scholar

Rowley, J., C. J. Ashworth, and J. McCarthy. 2014. “Using Social Media to Create Engagement: A Social Marketing Review.” Journal of Social Marketing 9 (2): 204–24. https://doi.org/10.1108/JSOCM-05-2018-0046.Suche in Google Scholar

Roy, S. K., A. Sharma, S. Bose, and G. Singh. 2022. “Consumer-Brand Relationship: A Brand Hate Perspective.” Journal of Business Research 144: 1293–304. https://doi.org/10.1016/j.jbusres.2022.02.065.Suche in Google Scholar

Rust, R. T., W. Rand, M.-H. Huang, A. T. Stephen, G. Brooks, and T. Chabuk. 2021. “Real-Time Brand Reputation Tracking Using Social Media.” Journal of Marketing 85 (4): 21–43. https://doi.org/10.1177/0022242921995173.Suche in Google Scholar

Shanahan, T., T. P. Tran, and E. C. Taylor. 2019. “Getting to Know you: Social Media Personalization as a Means of Enhancing Brand Loyalty and Perceived Quality.” Journal of Retailing and Consumer Services 47: 57–65. https://doi.org/10.1016/j.jretconser.2018.10.007.Suche in Google Scholar

Shawky, S., K. Kubacki, T. Dietrich, and S. Weaven. 2019. “Using Social Media to Create Engagement: A Social Marketing Review.” Journal of Social Marketing 9 (2): 204–24. https://doi.org/10.1108/JSOCM-05-2018-0046.Suche in Google Scholar

Sheng, H., F. Nah, and K. Siau. 2008. “An Experimental Study on Ubiquitous Commerce Adoption: Impact of Personalization and Privacy Concerns.” Journal of the Association for Information Systems 9 (6): 344–76. https://doi.org/10.17705/1jais.00161.Suche in Google Scholar

Strycharz, J., G. van Noort, N. Helberger, and E. Smit. 2019. “Contrasting Perspectives–Practitioner’s Viewpoint on Personalised Marketing Communication.” European Journal of Marketing 53 (4): 635–60. https://doi.org/10.1108/ejm-11-2017-0896.Suche in Google Scholar

Tam, K. Y., and S. Y. Ho. 2006. “Understanding the Impact of Web Personalization on User Information Processing and Decision Outcomes.” MIS Quarterly 30 (4): 865–90. https://doi.org/10.2307/25148757.Suche in Google Scholar

Terho, H., J. Mero, L. Siutla, and E. Jaakkola. 2022. “Digital Content Marketing in Business Markets: Activities, Consequences, and Contingencies Along the Customer Journey.” Industrial Marketing Management 105: 294–310. https://doi.org/10.1016/j.indmarman.2022.06.006.Suche in Google Scholar

Tran, T. P., M. van Solt, and J. E. Zemanek Jr. 2020. “How does Personalization Affect Brand Relationship in Social Commerce? A Mediation Perspective.” Journal of Consumer Marketing 37 (5): 473–86. https://doi.org/10.1108/JCM-12-2017-2499.Suche in Google Scholar

Wottrich, V. M., E. A. van Reijmersdal, and E. G. Smit. 2018. “The Privacy Trade-off for Personalized Advertising: How Negative Consumer Perceptions of Online Tracking can Reduce Advertising Effectiveness.” Computers in Human Behavior 87: 44–55. https://doi.org/10.1016/j.chb.2018.05.002.Suche in Google Scholar

Yi, Z., and X. Chen. 2022. “Personal Privacy Protection Problems in the Digital Age.” ArXiv. https://doi.org/10.48550/arXiv.2211.09591.Suche in Google Scholar

Received: 2025-06-14
Accepted: 2025-11-04
Published Online: 2025-11-24

© 2025 Walter de Gruyter GmbH, Berlin/Boston

Heruntergeladen am 17.1.2026 von https://www.degruyterbrill.com/document/doi/10.1515/roms-2025-0075/pdf
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