Digital Marketing and Social Media Open access Peer reviewed

How Negative Online Reviews Shape Consumer Conformity: Psychological Mechanisms in Interactive Digital Marketing

Ying Tan, Yunqi Zhang, Yong Geng, Shubo Liu and 1 more

Journal of theoretical and applied electronic commerce research | May 26, 2026

Abstract

Abstract

In interactive digital commerce environments, negative electronic word-of-mouth (NeWOM)—particularly negative online reviews—profoundly shapes consumer perceptions and brand relationships. Yet, the underlying mechanisms through which NeWOM influences consumer conformity behavior remain underexplored from a qualitative, process-oriented perspective. This study adopts a grounded theory approach to analyze 1405 authentic negative smartphone reviews from a leading Chinese e-commerce platform. Through systematic open, axial, and selective coding, we develop a processual model that reveals how NeWOM triggers two interconnected yet distinct psychological mechanisms: the formation of generalized negative brand schema, driven by service/product failures and the internalization of psychological expectations, driven by unmet brand expectations and poor service attitudes. These mechanisms jointly shape consumer conformity behavior—the tendency to align one’s judgments and actions with perceived peer consensus reflected in negative reviews. Importantly, enterprises’ responsive improvements based on negative feedback operate as a feedback loop that can sustain or restore consumer–brand congruence. By reconceptualizing NeWOM as a dynamic, dialogic trigger within interactive marketing systems, this study extends electronic commerce theory and provides context-sensitive insight into how consumer conformity emerges and evolves in digital marketplaces.

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Authors

Researchers on this paper

Ying Tan

first | Central University of Finance and Economics

Yunqi Zhang

middle | Central University of Finance and Economics

Yong Geng

middle | Central University of Finance and Economics | ORCID 0000-0002-2284-1375

Shubo Liu

middle | Central University of Finance and Economics | ORCID 0000-0003-4338-3171

Hongtao Tang

last | Changsha University of Science and Technology | ORCID 0000-0001-5027-8316

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Citation

BibTeX

@article{Tan2026Negative,
  title = {How Negative Online Reviews Shape Consumer Conformity: Psychological Mechanisms in Interactive Digital Marketing},
  author = {Ying Tan and Yunqi Zhang and Yong Geng and Shubo Liu and Hongtao Tang},
  journal = {Journal of theoretical and applied electronic commerce research},
  year = {2026},
  doi = {10.3390/jtaer21060163},
  url = {https://doi.org/10.3390/jtaer21060163}
}

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