Towards a Review-Analytics-as-a-Service (RAaaS) Framework for SMEs: A Case Study on Review Fraud Detection and Understanding
Article
Chau, Xuan Truong Du, Nguyen, Thanh Toan, Tran, Vinh Khiem, Quach, Sara, Thaichon, Park, Jo, Jun, Vo, Bay, Tran, Quang Dieu and Nguyen, Quoc Viet Hung. 2024. "Towards a Review-Analytics-as-a-Service (RAaaS) Framework for SMEs: A Case Study on Review Fraud Detection and Understanding
." Australasian Marketing Journal. 32 (1), pp. 76-90. https://doi.org/10.1177/14413582221146004
| Article Title | Towards a Review-Analytics-as-a-Service (RAaaS) Framework for SMEs: A Case Study on Review Fraud Detection and Understanding |
|---|---|
| ERA Journal ID | 19788 |
| Article Category | Article |
| Authors | Chau, Xuan Truong Du, Nguyen, Thanh Toan, Tran, Vinh Khiem, Quach, Sara, Thaichon, Park, Jo, Jun, Vo, Bay, Tran, Quang Dieu and Nguyen, Quoc Viet Hung |
| Journal Title | Australasian Marketing Journal |
| Journal Citation | 32 (1), pp. 76-90 |
| Number of Pages | 15 |
| Year | 01 Feb 2024 |
| Publisher | SAGE Publications Ltd |
| Place of Publication | United Kingdom |
| ISSN | 1441-3582 |
| 1839-3349 | |
| Digital Object Identifier (DOI) | https://doi.org/10.1177/14413582221146004 |
| Web Address (URL) | https://journals.sagepub.com/doi/10.1177/14413582221146004 |
| Abstract | With the advancement of internet technology, customers increasingly rely on online reviews as a valuable source of information. The study aims to develop a marketing data analytics framework to manage online reviews, especially fake reviews, which have become a significant issue undermining the creditability of online review systems. As small and medium-sized enterprises often lack the capabilities to automatically derive customer insights from online reviews, this study proposes a cost-effective, extensible Review-Analytics-as-a-Service (RAaaS) framework that can be operated by non-data specialists to facilitate online review data analytics. We demonstrate the framework’s application by using two datasets with more than 400,000 online reviews from Yelp to simulate live platforms and demonstrate an analytic flow of review fraud detection and understanding. The findings reveal insights into the influence of fake reviews on product ranking and exposure rate. Moreover, it was found that there was a higher concentration of sadness and anger in fake reviews (vs. organic reviews). In addition, fake reviews tend to be shorter, more extreme (with the use of strong adverbs), and have different patterns of topic distribution. This study has important implications for different stakeholder groups including, but not limited to, SMEs, review platforms and customers. |
| Keywords | fake reviews; Big data analytics; marketing decisions; product ranking |
| ANZSRC Field of Research 2020 | 350601. Consumer behaviour |
| Byline Affiliations | Griffith University |
| HUTECH University of Technology, Vietnam | |
| University of Information Technology, Vietnam | |
| Vietnam National University, Vietnam | |
| Ho Chi Minh National Academy of Politics, Vietnam |
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Quach, Sara, Shao, Wei, Ross, Mitchell and Thaichon, Park. 2021. "Customer participation in firm-initiated activities via social media: Understanding the role of experiential value ." Australasian Marketing Journal. 29 (2), pp. 132-141. https://doi.org/10.1016/j.ausmj.2020.05.006Loyalty layers, expectations and the role of knowledge
Quach, Sara, Thaichon, Park, Roberts, Robin E. and Weaven, Scott. 2021. "Loyalty layers, expectations and the role of knowledge ." Marketing Intelligence and Planning. 39 (3), pp. 377-393. https://doi.org/10.1108/MIP-09-2019-0489The experience of regret in small business failure: who's to blame?
Quach, Sara, Weaven, Scott K., Thaichon, Park, Grace, Debra, Frazer, Lorelle. and Brown, James R.. 2021. "The experience of regret in small business failure: who's to blame? " European Journal of Marketing. 55 (8), pp. 2201-2238. https://doi.org/10.1108/EJM-12-2019-0917Resilience toward supply disruptions: A stochastic inventory control model with partial backordering under the base stock policy
Taleizadeh, Ata Allah, Tafakkori, Keivan and Thaichon, Park. 2021. "Resilience toward supply disruptions: A stochastic inventory control model with partial backordering under the base stock policy ." Journal of Retailing and Consumer Services. 58. https://doi.org/10.1016/j.jretconser.2020.102291What to expect after the honeymoon: evolutionary psychology of part-time franchising
Thaichon, Park, Weaven, Scott, Quach, Sara, Baker, Brent and Frazer, Lorelle. 2020. "What to expect after the honeymoon: evolutionary psychology of part-time franchising." Journal of Strategic Marketing. 28 (8), pp. 702-726. https://doi.org/10.1080/0965254X.2019.1570315Price image and the sugrophobia effect on luxury retail purchase intention
Cheah, Jun-Hwa, Waller, David, Thaichon, Park, Ting, Hiram and Lim, Xin-Jean. 2020. "Price image and the sugrophobia effect on luxury retail purchase intention." Journal of Retailing and Consumer Services. 57. https://doi.org/10.1016/j.jretconser.2020.102188Host and guest value co-creation and satisfaction in a shared economy: The case of Airbnb
Thaichon, Park, Surachartkumtonkun, Jiraporn, Singhal, Anubhuti and Alabastro, Artem. 2020. "Host and guest value co-creation and satisfaction in a shared economy: The case of Airbnb." Journal of Global Scholars of Marketing Science: Bridging Asia and the World (Quanqiu Yingxiao Kexue Yanjiuyuan Xuebao). 30 (4), pp. 407-422. https://doi.org/10.1080/21639159.2020.1752278Special issue introduction: online relationship marketing
Thaichon, Park, Brown, James R. and Weaven, Scott. 2020. "Special issue introduction: online relationship marketing." Marketing Intelligence and Planning. 38 (6), pp. 673-675. https://doi.org/10.1108/MIP-09-2020-623Customer engagement and co-created value in social media
Quach, Sara, Shao, Wei, Ross, Mitchell and Thaichon, Park. 2020. "Customer engagement and co-created value in social media." Marketing Intelligence and Planning. 38 (6), pp. 730-744. https://doi.org/10.1108/MIP-04-2019-0218Online relationship marketing: evolution and theoretical insights into online relationship marketing
Thaichon, Park, Liyanaarachchi, Gajendra, Quach, Sara, Weaven, Scott and Bu, Yi. 2020. "Online relationship marketing: evolution and theoretical insights into online relationship marketing ." Marketing Intelligence and Planning. 38 (6), pp. 676-698. https://doi.org/10.1108/MIP-04-2019-0232Toward a theory of outside-in marketing: Past, present, and future
Quach, Sara, Thaichon, Park, Lee, Ju-Yeon, Weaven, Scott and Palmatier, Robert W.. 2020. "Toward a theory of outside-in marketing: Past, present, and future ." Industrial Marketing Management. 89, pp. 107-128. https://doi.org/10.1016/j.indmarman.2019.10.016To donate or to waste it: Understanding posthumous organ donation attitude
Alassaf, Amani, Fry, Marie-Louise and Thaichon, Park. 2020. "To donate or to waste it: Understanding posthumous organ donation attitude." Australasian Marketing Journal. 28 (3), pp. 87-97. https://doi.org/10.1016/j.ausmj.2020.04.001Examining antecedents of reconciliation following service failure and recovery
Radu, Alexandru, Surachartkumtonkun, Jiraporn, Weaven, Scott and Thaichon, Park. 2020. "Examining antecedents of reconciliation following service failure and recovery ." Journal of Strategic Marketing. 28 (5), pp. 417-433. https://doi.org/10.1080/0965254X.2018.1518920Storytelling, the scale of persuasion and retention: A neuromarketing approach
Hamelin, Nicolas, Thaichon, Park, Abrahams, Christopher, Driver, Nicholas, Lipscombe, Joe and Pillai, Jayarethanam. 2020. "Storytelling, the scale of persuasion and retention: A neuromarketing approach." Journal of Retailing and Consumer Services. 55. https://doi.org/10.1016/j.jretconser.2020.102099Triadic relationship between customers, service providers and government in a highly regulated industry
Quach, Sara, Thaichon, Park and Hewege, Chandana. 2020. "Triadic relationship between customers, service providers and government in a highly regulated industry ." Journal of Retailing and Consumer Services. 55. https://doi.org/10.1016/j.jretconser.2020.102148Enrichment for retail businesses: How female entrepreneurs and masculine traits enhance business success
Moudry, Dann Vit and Thaichon, Park. 2020. "Enrichment for retail businesses: How female entrepreneurs and masculine traits enhance business success ." Journal of Retailing and Consumer Services. 54. https://doi.org/10.1016/j.jretconser.2020.102068Female franchisees; a lost opportunity for franchising sector growth?
Thaichon, Park, Weaven, Scott, Quach, Sara, Bodey, Kelli, Merrilees, Bill and Frazer, Lorelle. 2020. "Female franchisees; a lost opportunity for franchising sector growth?" Journal of Strategic Marketing. 28 (2), pp. 107-122. https://doi.org/10.1080/0965254X.2018.1482946B2B purchase engagement: Examining the key drivers and outcomes in professional services
Nyadzayo, Munyaradzi W., Casidy, Riza and Thaichon, Park. 2020. "B2B purchase engagement: Examining the key drivers and outcomes in professional services ." Industrial Marketing Management. 85, pp. 197-208. https://doi.org/10.1016/j.indmarman.2019.11.007Gratitude in franchisor-franchisee relationships: does personality matter?
Quach, Sara, Weaven, Scott K., Thaichon, Park, Baker, Brent and Edwards, Chase Jeremiah. 2020. "Gratitude in franchisor-franchisee relationships: does personality matter?" European Journal of Marketing. 54 (1), pp. 109-144. https://doi.org/10.1108/EJM-07-2018-0458A model of entrepreneurship education in franchising - application of outside-in marketing with a behavioural focus
Quach, Sara, Weaven, Scott, Thaichon, Park, Grace, Debra and Frazer, Lorelle. 2020. "A model of entrepreneurship education in franchising - application of outside-in marketing with a behavioural focus." Journal of Business and Industrial Marketing. 35 (1), pp. 116-133. https://doi.org/10.1108/JBIM-07-2018-0210Consumer behaviour and disposition decisions: The why and how of smartphone disposition
Ting, Hiram, Thaichon, Park, Chuah, Francis and Tan, Sharon Rebecca. 2019. "Consumer behaviour and disposition decisions: The why and how of smartphone disposition." Journal of Retailing and Consumer Services. 51, pp. 212-220. https://doi.org/10.1016/j.jretconser.2019.06.002The effects of e-commerce on franchising: Practical implications and models
Kremez, Z., Frazer, Lorelle and Thaichon, Park. 2019. "The effects of e-commerce on franchising: Practical implications and models." Australasian Marketing Journal. 27 (3), pp. 158-168. https://doi.org/10.1016/j.ausmj.2019.04.002Emerging from my youth - intra-cohort segmentation
Pentecost, Robin, Donoghue, Sune and Thaichon, Park. 2019. "Emerging from my youth - intra-cohort segmentation." International Journal of Retail and Distribution Management. 47 (5), pp. 571-588. https://doi.org/10.1108/IJRDM-06-2018-0113How much effort is enough? Unlocking customer fanaticism in services industries
Quach, Sara, Hewege, Chandana Rathnasiri and Thaichon, Park. 2019. "How much effort is enough? Unlocking customer fanaticism in services industries." Marketing Intelligence and Planning. 37 (3), pp. 325-338. https://doi.org/10.1108/MIP-06-2018-0226Enhancing client-agency relationship quality in the advertising industry - an application of project management
Levin, Elizabeth, Quach, Thu Nguyen and Thaichon, Park. 2019. "Enhancing client-agency relationship quality in the advertising industry - an application of project management." Journal of Business and Industrial Marketing. 34 (2), pp. 463-473. https://doi.org/10.1108/JBIM-08-2017-0186A survey of itemset mining
Fournier-Viger, Philippe, Lin, Jerry Chun-Wei, Vo, Bay, Chi, Tin Truong, Zhang, Ji and Le, Hoai Bac. 2017. "A survey of itemset mining." WIREs Data Mining and Knowledge Discovery. 7 (4). https://doi.org/10.1002/widm.1207The role of creativity and project management in enhancing service quality of advertising agencies: A qualitative approach
Levin, Elizabeth, Thaichon, Park, Quach, Sara and Lobo, Antonio. 2018. "The role of creativity and project management in enhancing service quality of advertising agencies: A qualitative approach ." Australasian Marketing Journal. 26 (1), pp. 31-40. https://doi.org/10.1016/j.ausmj.2017.10.002Are You a Chocolate Lover? An Investigation of the Repurchase Behavior of Chocolate Consumers
Thaichon, Park, Jebarajakirthy, Charles, Tatuu, Puja and Gajbhiyeb, Rahul Gautam. 2018. "Are You a Chocolate Lover? An Investigation of the Repurchase Behavior of Chocolate Consumers ." Journal of Food Products Marketing: innovations in food advertising, food promotion, food publicity, food sales promotion. 24 (2), pp. 163-176. https://doi.org/10.1080/10454446.2017.1266551Hybrid sales structures in the age of e-commerce
Thaichon, Park, Surachartkumtonkun, Jiraporn, Quach, Sara, Weaven, Scott and Palmatier, Robert W.. 2018. "Hybrid sales structures in the age of e-commerce." Journal of Personal Selling and Sales Management. 38 (3), pp. 277-302. https://doi.org/10.1080/08853134.2018.1441718Dark motives-counterfeit selling framework An investigate on the supply side of the non-deceptive market
Quach, Sara and Thaichon, Park. 2018. "Dark motives-counterfeit selling framework An investigate on the supply side of the non-deceptive market ." Marketing Intelligence and Planning. 36 (2), pp. 245-259. https://doi.org/10.1108/MIP-04-2017-0069From connoisseur luxury to mass luxury: Value co-creation and co-destruction in the online environment
Quach, Sara and Thaichon, Park. 2017. "From connoisseur luxury to mass luxury: Value co-creation and co-destruction in the online environment." Journal of Business Research. 81, pp. 163-172. https://doi.org/10.1016/j.jbusres.2017.06.015Aesthetic labor and visible diversity: The role in retailing service encounters
Quach, Sara, Jebarajakirthy, Charles and Thaichon, Park. 2017. "Aesthetic labor and visible diversity: The role in retailing service encounters." Journal of Retailing and Consumer Services. 38, pp. 34-43. https://doi.org/10.1016/j.jretconser.2017.05.004Emotion and advertising effectiveness: A novel facial expression analysis approach
Hamelin, Nicolas, El Moujahid, Othmane and Thaichon, Park. 2017. "Emotion and advertising effectiveness: A novel facial expression analysis approach." Journal of Retailing and Consumer Services. 36, pp. 103-111. https://doi.org/10.1016/j.jretconser.2017.01.001Consumer socialization process: The role of age in children's online shopping behavior
Thaichon, Park. 2017. "Consumer socialization process: The role of age in children's online shopping behavior." Journal of Retailing and Consumer Services. 34, pp. 38-47. https://doi.org/10.1016/j.jretconser.2016.09.007An analysis of product-place co-branding: the case of Ceylon Tea
Ranasinghe, Wasanee Tharanga, Thaichon, Park and Ranasinghe, Malanee. 2017. "An analysis of product-place co-branding: the case of Ceylon Tea." Asia Pacific Journal of Marketing and Logistics. 29 (1), pp. 200-214. https://doi.org/10.1108/APJML-10-2015-0156Dark motives-counterfeit purchase framework: Internal and external motives behind counterfeit purchase via digital platforms
Thaichon, Park and Quach, Sara. 2016. "Dark motives-counterfeit purchase framework: Internal and external motives behind counterfeit purchase via digital platforms." Journal of Retailing and Consumer Services. 33, pp. 82-91. https://doi.org/10.1016/j.jretconser.2016.08.003Consumer motives and impact of western media on the Moroccan luxury buyer
Hamelin, Nicolas and Thaichon, Park. 2016. "Consumer motives and impact of western media on the Moroccan luxury buyer ." Journal of Retailing and Consumer Services. 32, pp. 164-170. https://doi.org/10.1016/j.jretconser.2016.06.010Internet service providers' service quality and its effect on customer loyalty of different usage patterns
Quach, Thu Nguyen, Thaichon, Paramaporn and Jebarajakirthy, Charles. 2016. "Internet service providers' service quality and its effect on customer loyalty of different usage patterns." Journal of Retailing and Consumer Services. 29, pp. 104-113. https://doi.org/10.1016/j.jretconser.2015.11.012Marketing microcredit to bottom of the pyramid market Investigating determinants and the role of self-identity: the case of youth in post-war context
Jebarajakirthy, Charles and Thaichon, Paramaporn. 2016. "Marketing microcredit to bottom of the pyramid market Investigating determinants and the role of self-identity: the case of youth in post-war context." International Journal of Bank Marketing. 34 (2), pp. 191-215. https://doi.org/10.1108/IJBM-12-2014-0176The impact of creative competence and project management on longevity of the client-advertising agency relationship
Levin, Elizabeth, Thaichon, Paramaporn and Quach, Thu Nguyen. 2016. "The impact of creative competence and project management on longevity of the client-advertising agency relationship." Journal of Business and Industrial Marketing. 31 (2), pp. 274-286. https://doi.org/10.1108/JBIM-11-2014-0220Evaluating specific service quality aspects which impact on customers’ behavioural loyalty in high-tech internet services
Thaichon, Paramaporn and Jebarajakirthy, Charles. 2016. "Evaluating specific service quality aspects which impact on customers’ behavioural loyalty in high-tech internet services." Asia Pacific Journal of Marketing and Logistics. 28 (1), pp. 141-159. https://doi.org/10.1108/APJML-02-2015-0027The effects of service quality on internet service provider customers' behaviour A mixed methods study
Quach, Thu Nguyen, Jebarajakirthy, Charles and Thaichon, Park. 2016. "The effects of service quality on internet service provider customers' behaviour A mixed methods study." Asia Pacific Journal of Marketing and Logistics. 28 (3), pp. 435-463. https://doi.org/10.1108/APJML-03-2015-0039The influence of relationship marketing orientation on brand equity in banks
Yoganathan, Dhanushanthini, Jebarajakirthy, Charles and Thaichon, Paramaporn. 2015. "The influence of relationship marketing orientation on brand equity in banks." Journal of Retailing and Consumer Services. 26, pp. 14-22. https://doi.org/10.1016/j.jretconser.2015.05.006This item comprises data from the following sources: Web of Science