DOI QR코드

DOI QR Code

Paying Back to Good Deeds: A Text Mining Approach to Explore Don-jjul as Pro-consumption Behavior

  • Hojin Choo (Qualitative Marketing Research and Text Mining Lab, Dongguk University) ;
  • Sue Hyun Lee (Department of Business Administration, Dongguk University)
  • Received : 2024.01.31
  • Accepted : 2024.06.26
  • Published : 2024.07.31

Abstract

More consumers are choosing pro-consumption for social change, but scholars know little about why and how consumers engage in pro-consumption behaviors. A newly emerged pro-consumption behavior called "Don-jjul," which appeared during the COVID-19 pandemic in South Korea, refers to compensating businesses that have engaged in altruistic actions by boosting their sales. This study used Latent Dirichlet Allocation (LDA) of topic modeling, sentiment analysis, and in-depth interviews to investigate the perceptions, motivations, and emotions regarding Don-jjul. As a result, the study revealed pro-consumers' perceptions of Don-jjul as "collective pro-consumption for contributing to social well-being." Don-jjul has two main motives: "supporting underdogs with difficulties" and "compensating good businesses economically." We also found two ambivalent emotions evoked by Don-jjul: "respect for good business owners" and "concerns regarding the misuse of Don-jjul." The results contribute to pro-consumption research for social well-being, providing business opportunities for retailers and CSR managers with a deep understanding of pro-consumers.

Keywords

References

  1. Adiguzel, Feray and Carmela Donato (2021), "Proud to be Sustainable: Upcycled Versus Recycled Luxury Products," Journal of Business Research, 130, 137-146.
  2. Agrawal, Shiv Ratan and Divya Mittal (2022), "Optimizing Customer Engagement Content Strategy in Retail and E-tail: Available on Online Product Review Videos," Journal of Retailing and Consumer Services, 67, 102966.
  3. Ajzen, Icek (1991), "The Theory of Planned Behavior," Organizational Behavior and Human Decision Processes, 50 (2), 179-211. https://doi.org/10.1016/0749-5978(91)90020-T
  4. Alzate Barricarte, Miriam, Marta Arce-Urriza, and Javier Cebollada Calvo (2022), "Mining the Text of Online Consumer Reviews to Analyze Brand Image and Brand Positioning," Journal of Retailing and Consumer Services, 67, 102989.
  5. Amatulli, Cesare, Alessandro M. Peluso, Andrea Sestino, Gianluigi Guido, and Russell Belk (2023), "The Influence of a Lockdown on Consumption: An Exploratory Study on Generation Z's Consumers," Journal of Retailing and Consumer Services, 73, 103358.
  6. Arirang TV (2022), "[Arirang TV] Donjjul, MZers' Consumer Culture | Knowledge," (accessed December 20, 2023), https://www.youtube.com/watch?v=Ei3_QGG5lPE.
  7. Azer, Jaylan, Lorena Blasco-Arcas, and Paul Harrigan (2021), "# COVID-19: Forms and Drivers of Social Media Users' Engagement Behavior Toward a Global Crisis," Journal of Business Research, 135, 99-111. https://doi.org/10.1016/j.jbusres.2021.06.030
  8. Balderjahn, Ingo, Mathias Peyer, Barbara Seegebarth, Klaus-Peter Wiedmann, and Anja Weber (2018), "The Many Faces of Sustainability-Conscious Consumers: A Category-Independent Typology," Journal of Business Research, 91, 83-93. https://doi.org/10.1016/j.jbusres.2018.05.022
  9. Berger, Jonah and Grant Packard (2023), "Wisdom from Words: The Psychology of Consumer Language," Consumer Psychology Review, 6 (1), 3-16. https://doi.org/10.1002/arcp.1085
  10. Birim, Sule Ozturk, Ipek Kazancoglu, Sachin Kumar Mangla, Aysun Kahraman, Satish Kumar, and Yigit Kazancoglu (2022), "Detecting Fake Reviews through Topic Modelling," Journal of Business Research, 149, 884-900. https://doi.org/10.1016/j.jbusres.2022.05.081
  11. Blei, David M., Andrew Y. Ng, and Michael I. Jordan (2003), "Latent Dirichlet Allocation," Journal of Machine Learning Research, 3 (Jan), 993-1022.
  12. Boerman, Sophie C., Eva A. Van Reijmersdal, Esther Rozendaal, and Alexandra L. Dima (2018), "Development of the Persuasion Knowledge Scales of Sponsored Content (PKS-SC)," International Journal of Advertising, 37 (5), 671-697. https://doi.org/10.1080/02650487.2018.1470485
  13. Calderon-Monge, Esther, Ivan Pastor-Sanz, and F. Javier Sendra Garcia (2020), "Analysis of Sustainable Consumer Behavior as a Business Opportunity," Journal of Business Research, 120, 74-81. https://doi.org/10.1016/j.jbusres.2020.07.039
  14. Carrington, Michal J., Benjamin A. Neville, and Gregory J. Whitwell (2014), "Lost in Translation: Exploring the Ethical Consumer Intention-Behavior Gap," Journal of Business Research, 67 (1), 2759-2767. https://doi.org/10.1016/j.jbusres.2012.09.022
  15. Coplan, Amy (2004), "Empathic Engagement with Narrative Fictions," The Journal of Aesthetics and Art Criticism, 62 (2), 141-152. https://doi.org/10.1111/j.1540-594X.2004.00147.x
  16. Chakraborty, Amrita and Arpan Kumar Kar (2021), "How did COVID-19 Impact Working Professionals-A Typology of Impacts Focused on Education Sector," The International Journal of Information and Learning Technology, 38 (3), 273-282. https://doi.org/10.1108/IJILT-06-2020-0125
  17. Chatterjee, Swagato (2019), "Explaining Customer Ratings and Recommendations by Combining Qualitative and Quantitative User Generated Contents," Decision Support Systems, 119, 14-22. https://doi.org/10.1016/j.dss.2019.02.008
  18. Chatterjee, Swagato, Divesh Goyal, Atul Prakash, and Jiwan Sharma (2021), "Exploring Healthcare/Health-Product Ecommerce Satisfaction: A Text Mining and Machine Learning Application," Journal of Business Research, 131, 815-825. https://doi.org/10.1016/j.jbusres.2020.10.043
  19. Cheong, Hyuk Jun and Margaret A. Morrison (2008), "Consumers' Reliance on Product Information and Recommendations Found in UGC," Journal of Interactive Advertising, 8 (2), 38-49. https://doi.org/10.1080/15252019.2008.10722141
  20. Cho, Yoon-Na, Anastasia Thyroff, Molly I. Rapert, Seong-Yeon Park, and Hyun Ju Lee (2013), "To Be or Not to Be Green: Exploring Individualism and Collectivism as Antecedents of Environmental Behavior," Journal of Business Research, 66 (8), 1052-1059. https://doi.org/10.1016/j.jbusres.2012.08.020
  21. Choi, Hansol and Hyemi Lee (2024), "Literature Review of Extended Reality Research in Consumer Experience Insight From Semantic Network Analysis and Topic Modeling," Asia Marketing Journal, 26 (1), 45-59. https://doi.org/10.53728/2765-6500.1627
  22. Choi, Jasmine (2023), "YouTube, Google Threaten Kakao, Naver's Dominance in South Korea," Businesskorea, [available at https://www.businesskorea.co.kr/news/articleView.html?idxno=115998].
  23. Das, Lipsa and Sambashiva Rao Kunja (2024), "Why do Consumers Return Products? A Qualitative Exploration of Online Product Return Behaviour of Young Consumers," Journal of Retailing and Consumer Services, 78, 103770.
  24. Di Domenico, Giandomenico, Jason Sit, Alessio Ishizaka, and Daniel Nunan (2021), "Fake News, Social Media and Marketing: A Systematic Review," Journal of Business Research, 124, 329-341. https://doi.org/10.1016/j.jbusres.2020.11.037
  25. Diwanji, Vaibhav S. and Juliann Cortese (2020), "Contrasting User Generated Videos Versus Brand Generated Videos in Ecommerce," Journal of Retailing and Consumer Services, 54, 102024.
  26. Eisend, Martin, Eva A. Van Reijmersdal, Sophie C. Boerman, and Farid Tarrahi (2020), "A Meta-Analysis of the Effects of Disclosing Sponsored Content," Journal of Advertising, 49 (3), 344-366. https://doi.org/10.1080/00913367.2020.1765909
  27. Englis, Basil G. and Diane M. Phillips (2013), "Does Innovativeness Drive Environmentally Conscious Consumer Behavior?" Psychology & Marketing, 30 (2), 160-172. https://doi.org/10.1002/mar.20595
  28. Feng, Yang and Huan Chen (2022), "Evolving Consumer Responses to Social Issue Campaigns: A Data-Mining Case of COVID-19 Ads on YouTube," Journal of Interactive Advertising, 22 (2), 195-206. https://doi.org/10.1080/15252019.2022.2063770
  29. Feng, Yang and Linwan Wu (2021), "Commenting on Brand Posts During a Crisis: The Relationship between Context-Induced Moods and Brand Message Processing across Three Social Media Platforms," Journal of Interactive Advertising, 21 (3), 243-255. https://doi.org/10.1080/15252019.2021.1994060
  30. Fernandes, Daniel (2020), "Politics at the Mall: The Moral Foundations of Boycotts," Journal of Public Policy & Marketing, 39 (4), 494-513. https://doi.org/10.1177/0743915620943178
  31. Fernando, Angeline Gautami and Eugene Cheng-Xi Aw (2023), "What do Consumers Want? A Methodological Framework to Identify Determinant Product Attributes from Consumers' Online Questions," Journal of Retailing and Consumer Services, 73, 103335.
  32. Friedman, Monroe (1996), "A Positive Approach to Organized Consumer Action/The 'Buycott' as an Alternative to the Boycott," Journal of Consumer Policy, 19 (4), 439-451. https://doi.org/10.1007/BF00411502
  33. Garner, Benjamin, Corliss Thornton, Anita Luo Pawluk, Roberto Mora Cortez, Wesley Johnston, and Cesar Ayala (2022), "Utilizing Text-Mining to Explore Consumer Happiness within Tourism Destinations," Journal of Business Research, 139, 1366-1377. https://doi.org/10.1016/j.jbusres.2021.08.025
  34. Gerrath, Maximilian HEE, Alexander Mafael, Aulona Ulqinaku, and Alessandro Biraglia (2023), "Service Failures in Times of Crisis: An Analysis of eWOM Emotionality," Journal of Business Research, 154, 113349.
  35. Goncalves, Helena Martins, Tiago Ferreira Lourenco, and Graca Miranda Silva (2016), "Green Buying Behavior and the Theory of Consumption Values: A Fuzzy-Set Approach," Journal of Business Research, 69 (4), 1484-1491. https://doi.org/10.1016/j.jbusres.2015.10.129
  36. Gungor, Aysegul Sagkaya and Tugce Ozansoy Cadirci (2022), "Understanding Digital Consumer: A Review, Synthesis, and Future Research Agenda," International Journal of Consumer Studies, 46 (5), 1829-1858. https://doi.org/10.1111/ijcs.12809
  37. Hajek, Petr, Lubica Hikkerova, and Jean-Michel Sahut (2023), "Fake Review Detection in e-Commerce Platforms Using Aspect-Based Sentiment Analysis," Journal of Business Research, 167, 114143.
  38. He, Yi, Ya You, and Qimei Chen (2020), "Our Conditional Love for the Underdog The Effect of Brand Positioning and the Lay Theory of Achievement on WOM," Journal of Business Research, 118, 210-222 https://doi.org/10.1016/j.jbusres.2020.06.007
  39. Hoffmann, Stefan, Ingo Balderjahn, Barbara Seegebarth, Robert Mai, and Mathias Peyer (2018), "Under which Conditions are Consumers Ready to Boycott or Buycott? The Roles of Hedonism and Simplicity," Ecological Economics, 147, 167-178. https://doi.org/10.1016/j.ecolecon.2018.01.004
  40. Hossain, Md Shamim and Mst Farjana Rahman (2022), "Detection of Potential Customers' Empathy Behavior Towards Customers' Reviews," Journal of Retailing and Consumer Services, 65, 102881.
  41. Hosta, Maja and Vesna Zabkar (2021), "Antecedents of Environmentally and Socially Responsible Sustainable Consumer Behavior," Journal of Business Ethics, 171 (2), 273-293. https://doi.org/10.1007/s10551-019-04416-0
  42. Hovy, Dirk, Shiri Melumad, and J. Jeffrey Inman (2021), "Wordify: A Tool for Discovering and Differentiating Consumer Vocabularies," Journal of Consumer Research, 48 (3), 394-414. https://doi.org/10.1093/jcr/ucab018
  43. Huang, Xun, Zhongqiang Huang, and Robert S. Wyer Jr. (2018), "The Influence of Social Crowding on Brand Attachment," Journal of Consumer Research, 44 (5), 1068-1084. https://doi.org/10.1093/jcr/ucx087
  44. Humphreys, Ashlee and Rebecca Jen-Hui Wang (2018), "Automated Text Analysis for Consumer Research," Journal of Consumer Research, 44 (6), 1274-1306. https://doi.org/10.1093/jcr/ucx104
  45. Iyer, Rajesh and James A. Muncy (2016), "Attitude toward Consumption and Subjective Well-Being," Journal of Consumer Affairs, 50 (1), 48-67. https://doi.org/10.1111/joca.12079
  46. Johnstone, Leanne and Cecilia Lindh (2022), "Sustainably Sustaining (online) Fashion Consumption: Using Influencers to Promote Sustainable (Un) Planned Behaviour in Europe's Millennials," Journal of Retailing and Consumer Services, 64, 102775.
  47. Kaur, Tavleen and Michael G. Luchs (2022), "Mindfulness Enhances the Values that Promote Sustainable Consumption," Psychology & Marketing, 39 (5), 990-1006. https://doi.org/10.1002/mar.21636
  48. Khan, Farheen Mujeeb, Suhail Ahmad Khan, Khalid Shamim, Yuvika Gupta, and Shariq I. Sherwani (2023), "Analysing Customers' Reviews and Ratings for Online Food Deliveries: A Text Mining Approach," International Journal of Consumer Studies, 47 (3), 953-976. https://doi.org/10.1111/ijcs.12877
  49. Khan, M. Laeeq (2017), "Social Media Engagement: What Motivates User Participation and Consumption on YouTube?" Computers in Human Behavior, 66, 236-247. https://doi.org/10.1016/j.chb.2016.09.024
  50. Kim, Changju and Akihiro Kinoshita (2023), "Do You Punish or Forgive Socially Responsible Companies A Cross-Country Analysis of Boycott Campaigns," Journal of Retailing and Consumer Services, 71, 1.
  51. Kim, Da Yeon and Sang Yong Kim (2022), "The Impact of Customer-Generated Evaluation Information on Sales in Online Platform-Based Markets," Journal of Retailing and Consumer Services, 68, 103016.
  52. Kim, Hyung-Suk (2022), "A Study on Determinants of 'Money-scold/DonJJul' Buycott and Boycott Consumption Behavior," Journal of Knowledge Information Technology and Systems (JKITS), 17 (1), 43-54.
  53. Kim, Jiyoung, Kiseol Yang, Jihye Min, and Brechey White (2022), "Hope, Fear, and Consumer Behavioral Change Amid COVID-19: Application of Protection Motivation Theory," International Journal of Consumer Studies, 46 (2), 558-574. https://doi.org/10.1111/ijcs.12700
  54. Kim, Taeyong, Seungsoo Hwang, and Minkyung Kim (2022), "Text Analysis of Online Customer Reviews for Products in the FCB Quadrants: Procedure, Outcomes, and Implications," Journal of Business Research, 150, 676-689. https://doi.org/10.1016/j.jbusres.2022.05.077
  55. KOCIS (2021), "[Nov] Ask Us about Korea: 'Don-jjul'," (accessed May 20, 2022), https://www.kocis.go.kr/eng/fpcBoard/view.do?seq=1039806&page=3&pageSize=10&photoPageSize=6&totalCount=0&searchType=&searchText=.
  56. KoNLPy (2022), "Morphological Analysis and POS Tagging," (accessed June 24, 2023), https://konlpy.org/en/latest/morph/.
  57. Kumar, Avinash, Shibashish Chakraborty, and Pradip Kumar Bala (2023), "Text Mining Approach to Explore Determinants of Grocery Mobile App Satisfaction Using Online Customer Reviews," Journal of Retailing and Consumer Services, 73, 103363.
  58. Ladhari, Riadh and Nina Michele Tchetgna (2017), "Values, Socially Conscious Behaviour and Consumption Emotions as Predictors of Canadians' Intent to Buy Fair Trade Products," International Journal of Consumer Studies, 41 (6), 696-705. https://doi.org/10.1111/ijcs.12382
  59. Lee, Inyoung, Jisu Yi, and Sang-Hoon Kim (2023), "Standing the Test of Time: What Makes a Book Survive on the Bestseller List?," Journal of Business Research, 164, 114013.
  60. Lee, Shinhyoung (2024), "Observer Responses to Others' Charitable Donations: Effects of the Donor Social Class-Donation Type Interaction," Asia Marketing Journal, 26 (1), 31-44. https://doi.org/10.53728/2765-6500.1626
  61. Li, Jiawen, Lu Meng, Zelin Zhang, and Kejia Yang (2023), "Low-Frequency, High-Impact: Discovering Important Rare Events from UGC," Journal of Retailing and Consumer Services, 70, 103153.
  62. Li, Muzhen, Li Zhao, and Sharan Srinivas (2023), "It is About Inclusion! Mining Online Reviews to Understand the Needs of Adaptive Clothing Customers," International Journal of Consumer Studies, 47 (3), 1157-1172. https://doi.org/10.1111/ijcs.12895
  63. Luong, Van Ha, Annalisa Tarquini, Yaprak Anadol, Philipp Klaus, and Aikaterini Manthiou (2024), "Is Digital Fashion the Future of the Metaverse? Insights from YouTube Comments," Journal of Retailing and Consumer Services, 79, 103780.
  64. Majumder, Madhumita Guha, Sangita Dutta Gupta, and Justin Paul (2022), "Perceived Usefulness of Online Customer Reviews: A Review Mining Approach using Machine Learning & Exploratory Data Analysis," Journal of Business Research, 150, 147-164. https://doi.org/10.1016/j.jbusres.2022.06.012
  65. Malbois, Elodie (2023), "What is Sympathy? Understanding the Structure of Other-Oriented Emotions," Emotion Review, 15 (1), 85-95. https://doi.org/10.1177/17540739221140404
  66. Malodia, Suresh, Puneet Kaur, Peter Ractham, Mototaka Sakashita, and Amandeep Dhir (2022), "Why Do People Avoid and Postpone the Use of Voice Assistants for Transactional Purposes? A Perspective from Decision Avoidance Theory," Journal of Business Research, 146, 605-618. https://doi.org/10.1016/j.jbusres.2022.03.045
  67. McGinnis, Lee Phillip and James W. Gentry (2009), "Underdog Consumption: An Exploration into Meanings and Motives," Journal of Business Research, 62 (2), 191-199. https://doi.org/10.1016/j.jbusres.2008.01.026
  68. McKinsey (2023), "Consumers Care about Sustainability-and Back It up with Their Wallets," (accessed December 15, 2023), https://www.mckinsey.com/industries/consumer-packaged-goods/our-insights/consumers-care-about-sustainabilityand-back-it-up-with-their-wallets.
  69. McNeill, Lisa S. and Brittany Venter (2019), "Identity, Self-Concept and Young Women's Engagement with Collaborative, Sustainable Fashion Consumption Models," International Journal of Consumer Studies, 43 (4), 368-378. https://doi.org/10.1111/ijcs.12516
  70. Mead, Nicole L. and Lawrence E. Williams (2023), "The Pursuit of Meaning and the Preference for Less Expensive Options," Journal of Consumer Research, 49 (5), 741-761. https://doi.org/10.1093/jcr/ucac019
  71. Meyer, Eva Andrea, Philipp Sandner, Bernard Cloutier, and Isabell M. Welpe (2023), "High on Bitcoin: Evidence of Emotional Contagion in the YouTube Crypto Influencer Space," Journal of Business Research, 164, 113850.
  72. Minton, Elizabeth A. and Frank G. Cabano (2023), "Loving My Local Business as My Neighbor: Religiosity's Influence on Local Business Support during a Crisis," International Journal of Consumer Studies, 47 (2), 689-702. https://doi.org/10.1111/ijcs.12858
  73. Muncy, James A. and Rajesh Iyer (2020), "The Impact of the Implicit Theories of Social Optimism and Social Pessimism on Macro Attitudes Towards Consumption," Psychology & Marketing, 37 (2), 216-231. https://doi.org/10.1002/mar.21304
  74. Muncy, James A. and Rajesh Iyer (2022), "Anti-Consumers, ProConsumers, and Two Social Paradigms of Consumption," in Routledge eBooks, 83-99.
  75. Mustak, Mekhail, Joni Salminen, Loic Ple, and Jochen Wirtz (2021), "Artificial Intelligence in Marketing: Topic Modeling, Scientometric Analysis, and Research Agenda," Journal of Business Research, 124, 389-404. https://doi.org/10.1016/j.jbusres.2020.10.044
  76. Nasiri, Mohammad Sadegh and Sajjad Shokouhyar (2021), "Actual Consumers' Response to Purchase Refurbished Smartphones: Exploring Perceived Value from Product Reviews in Online Retailing," Journal of Retailing and Consumer Services, 62, 102652.
  77. Neilson, Lisa A. (2010), "Boycott or Buycott? Understanding Political Consumerism," Journal of Consumer Behaviour, 9 (3), 214-227. https://doi.org/10.1002/cb.313
  78. Nguyen, Ninh and Simon Pervan (2020), "Retailer Corporate Social Responsibility and Consumer Citizenship Behavior: The Mediating Roles of Perceived Consumer Effectiveness and Consumer Trust," Journal of Retailing and Consumer Services, 55, 102082.
  79. Oh, Yun Kyung and Jung-Min Kim (2022), "What Improves Customer Satisfaction in Mobile Banking Apps an Application of Text Mining Analysis," Asia Marketing Journal, 23 (4), 28-37. https://doi.org/10.53728/2765-6500.1581
  80. Ozer, Mehmet, Alper Ozer, and Akin Kocak (2022), "Comparing the Antecedents of Boycotts and Buycotts: Mediating Role of Self-Esteem on Subjective Well-Being and the Moderating Effects of Materialism," Journal of Marketing Management, 38 (17-18), 1873-1906. https://doi.org/10.1080/0267257X.2022.2065334
  81. Papaoikonomou, Eleni, Mireia Valverde, and Gerard Ryan (2012), "Articulating the Meanings of Collective Experiences of Ethical Consumption," Journal of Business Ethics, 110, 15-32. https://doi.org/10.1007/s10551-011-1144-y
  82. Park, Sang-Min, Chul-Won Na, Min-Seong Choi, Da-Hee Lee, and Byung-Won On (2018), "KNU Korean Sentiment Lexicon: Bi-LSTM-Based Method for Building a Korean Sentiment Lexicon," Journal of Intelligence and Information Systems, 24 (4), 219-240. https://doi.org/10.13088/JIIS.2018.24.4.219
  83. Pashchenko, Yana, Mst Farjana Rahman, Md Shamim Hossain, Md Kutub Uddin, and Tarannum Islam (2022), "Emotional and the Normative Aspects of Customers' Reviews," Journal of Retailing and Consumer Services, 68, 103011.
  84. Ray, Arghya, Pradip Kumar Bala, and Nripendra P. Rana (2021), "Exploring the Drivers of Customers' Brand Attitudes of Online Travel Agency Services: A Text-Mining Based Approach," Journal of Business Research, 128, 391-404. https://doi.org/10.1016/j.jbusres.2021.02.028
  85. Roth, Philip L., Philip Bobko, Guohou Shan, Rebecca W. Roth, Emily Ferrise, and Jason B. Thatcher (2024), "Doxing, Political Affiliation, and Type of Information: Effects on Suspicion, Perceived Similarity, and Hiring-Related Judgments," Journal of Applied Psychology, 109 (5), 730-754. https://doi.org/10.1037/apl0001153
  86. Rozenkowska, Katarzyna (2023), "Theory of Planned Behavior in Consumer Behavior Research: A Systematic Literature Review," International Journal of Consumer Studies, 47 (6), 2670-2700. https://doi.org/10.1111/ijcs.12970
  87. Saura, Jose Ramon, Domingo Ribeiro-Soriano, and Pablo Zegarra Saldana (2022), "Exploring the Challenges of Remote Work on Twitter Users' Sentiments: From Digital Technology Development to a Post-Pandemic Era," Journal of Business Research, 142, 242-254. https://doi.org/10.1016/j.jbusres.2021.12.052
  88. Schmitt, Bernd, J. Josko Brakus, and Alessandro Biraglia (2022), "Consumption Ideology," Journal of Consumer Research, 49 (1), 74-95. https://doi.org/10.1093/jcr/ucab044
  89. Schouten, John W. (1991), "Selves in Transition: Symbolic Consumption in Personal Rites of Passage and Identity Reconstruction," Journal of Consumer Research, 17 (4), 412-425. https://doi.org/10.1086/208567
  90. Shaw, Deirdre, Terry Newholm, and Roger Dickinson (2006), "Consumption as Voting: An Exploration of Consumer Empowerment," European Journal of Marketing, 40 (9/10), 1049-1067. https://doi.org/10.1108/03090560610681005
  91. Shin, Jiwon (2022), "Social Responsibility (CSR) Activities of Small Business Owners, Relationship between Brand Assets, Consumer Ethics, and Continued Use Intention - Focusing on the Korean Phenomenon of 'DONJUL'," The Korean Society of Culture and Convergence, 44 (4), 1093-1112. 10.33645/cnc.2022.04.44.4.1093
  92. Sun, Bing, Min Kang, and Shunyao Zhao (2023), "How Online Reviews with Different Influencing Factors Affect the Diffusion of New Products," International Journal of Consumer Studies, 47 (4), 1377-1396. https://doi.org/10.1111/ijcs.12915
  93. Sykora, Martin, Suzanne Elayan, Ian R. Hodgkinson, Thomas W. Jackson, and Andrew A. West (2022), "The Power of Emotions: Leveraging User Generated Content for Customer Experience Management," Journal of Business Research, 144, 997-1006. https://doi.org/10.1016/j.jbusres.2022.02.048
  94. Tang, Tanya, Eric Fang, and Feng Wang (2014), "Is Neutral Really Neutral? The Effects of Neutral User-Generated Content on Product Sales," Journal of Marketing, 78 (4), 41-58. https://doi.org/10.1509/jm.13.0301
  95. Toti, Jean-Francois, Mbaye Fall Diallo, and Richard Huaman-Ramirez (2021), "Ethical Sensitivity in Consumers' Decision-Making: The Mediating and Moderating Role of Internal Locus of Control," Journal of Business Research, 131, 168-182. https://doi.org/10.1016/j.jbusres.2021.03.045
  96. Van Tonder, E., S. Fullerton, L. T. De Beer, and S. G. Saunders (2023), "Social and Personal Factors Influencing Green Customer Citizenship Behaviours: The Role of Subjective Norm, Internal Values and Attitudes," Journal of Retailing and Consumer Services, 71, 103190.
  97. Verkijika, Silas Formunyuy and Brownhilder Ngek Neneh (2021), "Standing Up for or Against: A Text-Mining Study on the Recommendation of Mobile Payment Apps," Journal of Retailing and Consumer Services, 63, 102743.
  98. Wallace, Elaine and Isabel Buil (2023), "Antecedents and Consequences of Conspicuous Green Behavior on Social Media: Incorporating the Virtual Self-Identity into the Theory of Planned Behavior," Journal of Business Research, 157, 113549.
  99. Walther, Joseph B., David DeAndrea, Jinsuk Kim, and James C. Anthony (2010), "The Influence of Online Comments on Perceptions of Antimarijuana Public Service Announcements on YouTube," Human Communication Research, 36 (4), 469-492. https://doi.org/10.1111/j.1468-2958.2010.01384.x
  100. Wankhade, Mayur, Annavarapu Chandra Sekhara Rao, and Chaitanya Kulkarni (2022), "A Survey on Sentiment Analysis Methods, Applications, and Challenges," Artificial Intelligence Review, 55 (7), 5731-5780. https://doi.org/10.1007/s10462-022-10144-1
  101. Webster Jr., Frederick E. (1975), "Determining the Characteristics of the Socially Conscious Consumer," Journal of consumer research, 2 (3), 188-196. https://doi.org/10.1086/208631
  102. Wilson, Jennifer L. and Nancy J. Hodges (2022), "What does it mean to 'Shop Local'? Examining the Experiences of Shoppers and Store Owners Within the Framework of Downtown Revitalization," Journal of Retailing and Consumer Services, 65, 102890.
  103. Wispe, Lauren (1986), "The Distinction between Sympathy and Empathy: To Call Forth a Concept, a Word Is Needed," Journal of Personality and Social Psychology, 50 (2), 314-321. https://doi.org/10.1037/0022-3514.50.2.314
  104. Xiao, Jing, Zhi Yang, Zhen Li, and Zhi Chen (2023), "A Review of Social Roles in Green Consumer Behaviour," International Journal of Consumer Studies, 47 (6), 2033-2070. https://doi.org/10.1111/ijcs.12865
  105. Yu, Chung-En (2020), "Humanlike Robots as Employees in the Hotel Industry: Thematic Content Analysis of Online Reviews," Journal of Hospitality Marketing & Management, 29 (1), 22-38. https://doi.org/10.1080/19368623.2019.1592733