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Who Gets Heard? Analyzing online restaurant reviews to understand the representation of vulnerable consumers

Author

Listed:
  • Wang, Yiru
  • Kuchmaner, Christina A.
  • Xu, Xun
  • Xu, Ran

Abstract

The marketing literature has called for a better understanding of vulnerable consumer behavior as the purchasing power of these segments grows. However, current literature has not systematically examined the online review writing behavior of vulnerable consumer groups, creating a gap in our understanding of how frequently these consumers contribute their voices to influential online brand conversations. This work examines the representativeness of a restaurant's customer base using a custom dataset of online restaurant reviews combined with geospatial data on vulnerable consumers. We find that consumers in households with the elderly and/or disabled, racial/ethnic minorities, or suboptimal living conditions are more likely to write restaurant reviews, while consumers in households with low socioeconomic status are less likely to write reviews. However, only those consumers in suboptimal living conditions put more effort into their reviews. We suggest that these effects are driven by vulnerable consumers' perceived empowerment or lack thereof.

Suggested Citation

  • Wang, Yiru & Kuchmaner, Christina A. & Xu, Xun & Xu, Ran, 2026. "Who Gets Heard? Analyzing online restaurant reviews to understand the representation of vulnerable consumers," Journal of Retailing and Consumer Services, Elsevier, vol. 89(PA).
  • Handle: RePEc:eee:joreco:v:89:y:2026:i:pa:s0969698925003455
    DOI: 10.1016/j.jretconser.2025.104566
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    References listed on IDEAS

    as
    1. Pantano, Eleonora & Viassone, Milena & Boardman, Rosy & Dennis, Charles, 2022. "Inclusive or exclusive? Investigating how retail technology can reduce old consumers’ barriers to shopping," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    2. Young Woong Park & Glenn B. Voss & Zannie Giraud Voss, 2023. "Advancing customer diversity, equity, and inclusion: Measurement, stakeholder influence, and the role of marketing," Journal of the Academy of Marketing Science, Springer, vol. 51(1), pages 174-197, January.
    3. Yang Wang & Marco Shaojun Qin & Xueming Luo & Yu (Eric) Kou, 2022. "Frontiers: How Support for Black Lives Matter Impacts Consumer Responses on Social Media," Marketing Science, INFORMS, vol. 41(6), pages 1029-1044, November.
    4. Andrey Simonov & Szymon Sacher & Jean-Pierre Dubé & Shirsho Biswas, 2022. "Frontiers: The Persuasive Effect of Fox News: Noncompliance with Social Distancing During the COVID-19 Pandemic," Marketing Science, INFORMS, vol. 41(2), pages 230-242, March.
    5. Rituparna Basu & Anil Kumar & Satish Kumar, 2023. "Twenty‐five years of consumer vulnerability research: Critical insights and future directions," Journal of Consumer Affairs, Wiley Blackwell, vol. 57(1), pages 673-695, January.
    6. Lee Cronbach, 1951. "Coefficient alpha and the internal structure of tests," Psychometrika, Springer;The Psychometric Society, vol. 16(3), pages 297-334, September.
    7. Chen, Stephen & Lin, Nidthida, 2019. "The effect of inter- and intra-organizational distances on success of offshored outsourced innovation: A configurational approach," Journal of Business Research, Elsevier, vol. 103(C), pages 519-529.
    8. Rezaee Vessal, Saeedeh & Partouche-Sebban, Judith & Schiavone, Francesco & Raïes, Karine, 2022. "We link, you link: Social alliances and community engagement among vulnerable consumers in oncology," Journal of Business Research, Elsevier, vol. 143(C), pages 36-45.
    9. Yi, Jisu & Oh, Yun Kyung, 2022. "The informational value of multi-attribute online consumer reviews: A text mining approach," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
    10. Hu, Han-fen & Krishen, Anjala S., 2019. "When is enough, enough? Investigating product reviews and information overload from a consumer empowerment perspective," Journal of Business Research, Elsevier, vol. 100(C), pages 27-37.
    11. Matson-Barkat, Sheila & Puncheva-Michelotti, Petya & Koetz, Clara & Hennekam, Sophie, 2022. "Destigmatisation through social sharing of emotions and empowerment: The case of disabled athletes and consumers of disability sports," Journal of Business Research, Elsevier, vol. 149(C), pages 77-84.
    12. Andrija Javor & Monika Koller & Nick Lee & Hans Breiter, 2023. "Vulnerable consumers: marketing research needs to pay more attention to the brain health of consumers," Marketing Letters, Springer, vol. 34(2), pages 337-342, June.
    13. Christopher P. Furner & Tom E. Yoon & Robert Zinko & Samuel H. Goh, 2021. "The Influence of Reviewer and Consumer Congruence in Online Word-of-Mouth Transactions," Journal of Electronic Commerce in Organizations (JECO), IGI Global Scientific Publishing, vol. 19(3), pages 1-15, July.
    14. Edwards, Karen & Rosenbaum, Mark S. & Brosdahl, Deborah & Hughes, Patrick, 2018. "Designing retail spaces for inclusion," Journal of Retailing and Consumer Services, Elsevier, vol. 44(C), pages 182-190.
    15. Sai Vijay Tata & Sanjeev Prashar & Chandan Parsad, 2021. "Typology of Online Reviewers Based on Their Motives for Writing Online Reviews," Journal of Electronic Commerce in Organizations (JECO), IGI Global Scientific Publishing, vol. 19(2), pages 74-88, April.
    16. Lynn Sudbury-Riley & Philippa Hunter-Jones & Ahmed Al-Abdin & Michael Haenlein, 2024. "When the road is rocky: Investigating the role of vulnerability in consumer journeys," Journal of the Academy of Marketing Science, Springer, vol. 52(4), pages 1045-1068, July.
    17. Sheila Matson-Barkat & Petya Puncheva-Michelotti & Clara Koetz & Sophie Hennekam, 2022. "Destigmatisation through social sharing of emotions and empowerment: The case of disabled athletes and consumers of disability sports," Post-Print hal-03699211, HAL.
    18. Fletcher-Brown, Judith & Turnbull, Sarah & Viglia, Giampaolo & Chen, Tom & Pereira, Vijay, 2021. "Vulnerable consumer engagement: How corporate social media can facilitate the replenishment of depleted resources," International Journal of Research in Marketing, Elsevier, vol. 38(2), pages 518-529.
    19. Labrecque, Lauren I. & vor dem Esche, Jonas & Mathwick, Charla & Novak, Thomas P. & Hofacker, Charles F., 2013. "Consumer Power: Evolution in the Digital Age," Journal of Interactive Marketing, Elsevier, vol. 27(4), pages 257-269.
    20. Dixit, Saumya & Jyoti Badgaiyan, Anant & Khare, Arpita, 2019. "An integrated model for predicting consumer's intention to write online reviews," Journal of Retailing and Consumer Services, Elsevier, vol. 46(C), pages 112-120.
    21. Dandan Qiao & Shun-Yang Lee & Andrew B. Whinston & Qiang Wei, 2020. "Financial Incentives Dampen Altruism in Online Prosocial Contributions: A Study of Online Reviews," Information Systems Research, INFORMS, vol. 31(4), pages 1361-1375, December.
    22. Abhishek Borah & Gerard J. Tellis, 2014. "Make, Buy, or Ally? Choice of and Payoff from Announcements of Alternate Strategies for Innovations," Marketing Science, INFORMS, vol. 33(1), pages 114-133, January.
    23. Ran Xu & Kenneth A. Frank & Spiro J. Maroulis & Joshua M. Rosenberg, 2019. "konfound: Command to quantify robustness of causal inferences," Stata Journal, StataCorp LLC, vol. 19(3), pages 523-550, September.
    24. Edith Shalev & Vicki G. Morwitz, 2012. "Influence via Comparison-Driven Self-Evaluation and Restoration: The Case of the Low-Status Influencer," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 38(5), pages 964-980.
    25. Christoph Rohde & Alexander Kupfer & Steffen Zimmermann, 2022. "Explaining reviewing effort: Existing reviews as potential driver," Electronic Markets, Springer;IIM University of St. Gallen, vol. 32(3), pages 1169-1185, September.
    26. A. Camilleri & R. Filieri, 2023. "Customer satisfaction and loyalty with online consumer reviews: Factors affecting revisit intentions," Post-Print hal-04779131, HAL.
    27. Zeynep Arsel & David Crockett & Maura L Scott, 2022. "Diversity, Equity, and Inclusion (DEI) in the Journal of Consumer Research: A Curation and Research Agenda [When Feeling Younger Depends on Others: The Effects of Social Cues on Older Consumers]," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 48(5), pages 920-933.
    28. Sandra E. Cha & Laura Morgan Roberts, 2019. "Leveraging Minority Identities at Work: An Individual-Level Framework of the Identity Mobilization Process," Organization Science, INFORMS, vol. 30(4), pages 735-760, July.
    29. Ferraro, Carla & Hemsley, Alicia & Sands, Sean, 2023. "Embracing diversity, equity, and inclusion (DEI): Considerations and opportunities for brand managers," Business Horizons, Elsevier, vol. 66(4), pages 463-479.
    30. Sterling A. Bone & Glenn L. Christensen & Jerome D. Williams, 2014. "Rejected, Shackled, and Alone: The Impact of Systemic Restricted Choice on Minority Consumers' Construction of Self," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 41(2), pages 451-474.
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