{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,8]],"date-time":"2026-07-08T00:13:53Z","timestamp":1783469633061,"version":"3.55.0"},"reference-count":81,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2024,7,4]],"date-time":"2024-07-04T00:00:00Z","timestamp":1720051200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/2.zoppoz.workers.dev:443\/https\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>In this study, we use a dataset collected from eBay to analyze buyers\u2019 negative feedback ratings and associated textual comments. By using text mining and sentiment analysis, we identify seven key reasons why buyers post negative ratings: communication problems, shipping issues, product defects, payment refund problems, customer service issues, fraud, and product packaging. These seven reasons can be classified into three categories: (1) sellers\u2019 malicious fraudulence toward buyers, (2) factors likely under the control of sellers, and (3) factors not likely under the control of sellers. Drawing on these categories, we discuss how sellers can effectively reduce the likelihood that buyers post negative ratings. The most important things sellers can do to avoid negative ratings are to improve communications with buyers and to handle product shipping issues properly. In addition to posting the reasons for their negative ratings of sellers, the textual comments associated with negative feedback ratings may also include direct denouncements of sellers, such as buyers explicitly claiming a seller is a liar and warning other buyers to be cautious of the seller. We collectively call these actions buyers\u2019 denouncements against sellers. These denouncements have significant negative impacts on sellers\u2019 reputations. In this study, we use correlation analysis and logistic regression to investigate the factors that motivate buyers to denounce sellers. We find that, of the three categories of reasons why buyers post negative ratings, sellers\u2019 malicious fraudulence toward buyers and factors likely under the control of sellers are more likely to lead to buyers\u2019 denouncements of sellers, while factors not likely under the control of sellers are not likely to lead to buyers\u2019 denouncements of sellers. In addition, buyers\u2019 strong negative sentiment is also more likely to lead to their denouncement of sellers. Managerial implications of these findings are discussed.<\/jats:p>","DOI":"10.3390\/jtaer19030084","type":"journal-article","created":{"date-parts":[[2024,7,4]],"date-time":"2024-07-04T09:50:32Z","timestamp":1720086632000},"page":"1717-1733","update-policy":"https:\/\/2.zoppoz.workers.dev:443\/https\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":5,"title":["Buyers\u2019 Negative Ratings and Textual Comments on eBay: Reasons for Posting Ratings and Factors in Denouncing Sellers"],"prefix":"10.3390","volume":"19","author":[{"given":"Xubo","family":"Zhang","sequence":"first","affiliation":[{"name":"School of Economics, Wuhan Polytechnic University, Wuhan 430048, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yanbin","family":"Tu","sequence":"additional","affiliation":[{"name":"Rockwell School of Business, Robert Morris University, Moon Township, PA 15108, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mark H.","family":"Haney","sequence":"additional","affiliation":[{"name":"College of Business Administration, University of Pittsburgh, Pittsburgh, PA 15260, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Huawei","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Information Management & Engineering, Shanghai University of Finance and Economics, Shanghai 200433, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2024,7,4]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Resnick, P., and Zeckhauser, R. (2002). Trust among strangers in Internet transactions: Empirical analysis of eBay\u2019s reputation system. The Economics of the Internet and E-Commerce, Emerald Group Publishing Limited.","DOI":"10.1016\/S0278-0984(02)11030-3"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1016\/j.elerap.2008.08.001","article-title":"Fuzzy computational models for trust and reputation systems","volume":"8","author":"Bharadwaj","year":"2009","journal-title":"Electron. Commer. Res. Appl."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"4553","DOI":"10.1080\/00036846.2011.591740","article-title":"Do reputation feedback systems really improve trust among anonymous traders? An experimental study","volume":"44","author":"Masclet","year":"2012","journal-title":"Appl. Econ."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"1033","DOI":"10.25300\/MISQ\/2014\/38.4.05","article-title":"Strategic behavior in online population systems: Evidence from revoking on eBay","volume":"38","author":"Ye","year":"2014","journal-title":"MIS Q."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/j.socec.2012.11.004","article-title":"Buyers pay for and sellers invest in a good reputation: More evidence from eBay","volume":"42","author":"Przepiorka","year":"2013","journal-title":"J. Socio-Econ."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"243","DOI":"10.2307\/4132332","article-title":"Evidence of the effect of trust building technology in electronic markets: Price premiums and buyer behavior","volume":"26","author":"Ba","year":"2002","journal-title":"MIS Q."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1007\/s10683-006-4309-2","article-title":"The value of reputation on eBay: A controlled experiment","volume":"9","author":"Resnick","year":"2006","journal-title":"Exp. Econ."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"61","DOI":"10.2307\/41166371","article-title":"Reputation in online auctions: The market for trust","volume":"49","author":"Brown","year":"2006","journal-title":"Calif. Manag. Rev."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"581","DOI":"10.1504\/IJEB.2009.029048","article-title":"Buying reputation on eBay: Do recent changes help?","volume":"7","author":"Dini","year":"2009","journal-title":"Int. J. Electron. Bus."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1111\/j.1467-6451.2010.00405.x","article-title":"The dynamics of seller reputation: Evidence from eBay","volume":"58","author":"Cabral","year":"2010","journal-title":"J. Ind. Econ."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1016\/j.dss.2013.06.007","article-title":"Seller heterogeneity in electronic marketplaces: A study of new and experienced sellers in eBay","volume":"56","author":"Goes","year":"2013","journal-title":"Decis. Support Syst."},{"key":"ref_12","first-page":"189","article-title":"Online auction segmentation and effective selling strategy: Trust and information asymmetry perspectives","volume":"18","author":"Tu","year":"2017","journal-title":"J. Electron. Commer. Res."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"564","DOI":"10.1002\/mar.21326","article-title":"The effects of online negative word-of-mouth on dissatisfied customers: A frustration\u2013aggression perspective","volume":"37","author":"Azemi","year":"2020","journal-title":"Psychol. Mark."},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Anastasiei, B., Dospinescu, N., and Dospinescu, O. (2023). Word-of-mouth engagement in online social networks: Influence of network centrality and density. Electronics, 12.","DOI":"10.3390\/electronics12132857"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Khopkar, T., Li, X., and Resnick, P. (2005, January 5\u20138). Self-selection, slipping, salvaging, slacking, and stoning: The impacts of negative feedback at eBay. Proceedings of the 6th ACM conference on Electronic Commerce, Vancouver, BC, Canada.","DOI":"10.1145\/1064009.1064033"},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1609","DOI":"10.1016\/j.jbusres.2004.06.004","article-title":"Exploring the WOW in online-auction feedback","volume":"58","author":"Weinberg","year":"2005","journal-title":"J. Bus. Res."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"353","DOI":"10.1111\/j.1530-9134.2006.00103.x","article-title":"Reputation in auctions: Theory, and evidence from eBay","volume":"15","author":"Houser","year":"2006","journal-title":"J. Econ. Manag. Strategy"},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"51","DOI":"10.1080\/10919390609540290","article-title":"The effect of buyer feedback scores on Internet auction prices","volume":"16","author":"Lee","year":"2006","journal-title":"J. Organ. Comput. Electron. Commer."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"1800","DOI":"10.1016\/j.dss.2006.03.008","article-title":"The roles of players and reputation: Evidence from eBay online auctions","volume":"42","author":"Zhang","year":"2006","journal-title":"Decis. Support Syst."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"405","DOI":"10.1007\/s11187-017-9846-x","article-title":"Factors affecting the long-term survival of eBay ventures: A longitudinal study","volume":"49","author":"Gregg","year":"2017","journal-title":"Small Bus. Econ."},{"key":"ref_21","first-page":"133","article-title":"Online auction fraud and eBay","volume":"19","author":"Bauerly","year":"2009","journal-title":"Mark. Manag. J."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"38","DOI":"10.1002\/dir.10073","article-title":"Electronic word-of-mouth via consumer-opinion platforms: What motivates consumers to articulate themselves on the internet?","volume":"18","author":"Gwinner","year":"2004","journal-title":"J. Interact. Mark."},{"key":"ref_23","doi-asserted-by":"crossref","unstructured":"Ismagilova, E., Dwivedi, Y.K., Slade, E., Williams, M.D., Ismagilova, E., Dwivedi, Y.K., Slade, E., and Williams, M.D. (2017). Electronic Word of Mouth (eWOM) in the Marketing Context: A State of the Art Analysis and Future Directions, Springer International Publishing.","DOI":"10.1007\/978-3-319-52459-7"},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/IJEBR.2017070101","article-title":"After auction\u2019s complete: What will buyers do next?\u2014A case study of feedback rating at eBay","volume":"13","author":"Chen","year":"2017","journal-title":"Int. J. E-Bus. Res."},{"key":"ref_25","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.jbusres.2022.07.036","article-title":"Brand hate, rage, anger & co.: Exploring the relevance and characteristics of negative consumer emotions toward brands","volume":"52","author":"Haase","year":"2022","journal-title":"J. Bus. Res."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"628","DOI":"10.1016\/j.jbusres.2020.01.051","article-title":"When in Rome! Complaint contagion effect in multi-actor service ecosystems","volume":"121","author":"Chen","year":"2020","journal-title":"J. Bus. Res."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"2528","DOI":"10.1111\/ijcs.12962","article-title":"Four decades of negative word-of-mouth and negative electronic word-of-mouth: A morphological analysis","volume":"47","author":"Ribeiro","year":"2023","journal-title":"Int. J. Consum. Stud."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1007\/s11002-019-09487-7","article-title":"Sniping in soft-close online auctions: Empirical evidence from Overstock","volume":"30","author":"Cao","year":"2019","journal-title":"Mark. Lett."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"441","DOI":"10.1142\/S0217590809003422","article-title":"An analysis of strategic behavior in eBay auctions","volume":"54","author":"Gonzalez","year":"2009","journal-title":"Singap. Econ. Rev."},{"key":"ref_30","doi-asserted-by":"crossref","first-page":"223","DOI":"10.1111\/j.1467-6451.2007.00309.x","article-title":"Pennies from eBay: The determinants of price in online auctions","volume":"55","author":"Bryan","year":"2007","journal-title":"J. Ind. Econ."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"822","DOI":"10.1111\/1756-2171.12297","article-title":"Reputation and adverse selection: Theory and evidence from eBay","volume":"50","author":"Saeedi","year":"2019","journal-title":"RAND J. Econ."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Do, D.K.X., and Bowden, J.L.H. (2023). Negative customer engagement behaviour in a service context. Serv. Ind. J., 1\u201324.","DOI":"10.1080\/02642069.2022.2159945"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"370","DOI":"10.1080\/0965254X.2021.1919180","article-title":"Negative customer engagement in emerging markets: Cognitive dimension","volume":"31","author":"Do","year":"2023","journal-title":"J. Strateg. Mark."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"181","DOI":"10.1108\/QROM-07-2021-2173","article-title":"Who knows it better? Reassessing human qualitative analysis with text mining","volume":"18","author":"Marcolin","year":"2023","journal-title":"Qual. Res. Organ. Manag."},{"key":"ref_35","first-page":"730","article-title":"Compatibility between text mining and qualitative research in the perspectives of grounded theory, Content Analysis, and Reliability","volume":"6","author":"Yu","year":"2011","journal-title":"Qual. Rep."},{"key":"ref_36","first-page":"2","article-title":"Low cost text mining as a strategy for qualitative researchers","volume":"15","author":"Rose","year":"2017","journal-title":"Electron. J. Bus. Res. Methods"},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1016\/j.chb.2015.11.040","article-title":"Beyond positive or negative: Qualitative sentiment analysis of social media reactions to unexpected stressful events","volume":"56","author":"Gaspar","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"4629","DOI":"10.1007\/s10639-022-11349-1","article-title":"Using sentiment analysis to evaluate qualitative students\u2019 responses","volume":"28","author":"Dake","year":"2023","journal-title":"Educ. Inf. Technol."},{"key":"ref_39","unstructured":"Rambocas, M., and Gama, J. (2013). Marketing Research: The Role of Sentiment Analysis, Universidade do Porto, Faculdade de Economia do Porto. Available online: https:\/\/2.zoppoz.workers.dev:443\/https\/ideas.repec.org\/p\/por\/fepwps\/489.html."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"532","DOI":"10.1108\/08876041011081087","article-title":"Causes for complaining behaviour intentions: The moderator effect of previous customer experience of the restaurant","volume":"24","year":"2010","journal-title":"J. Serv. Mark."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1080\/02672570903512502","article-title":"Complainers versus non-complainers: A multi-national investigation of individual and situational influences on customer complaint behaviour","volume":"26","author":"Sharma","year":"2010","journal-title":"J. Mark. Manag."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"495","DOI":"10.1016\/j.ijhm.2010.07.005","article-title":"Customer complaints in restaurants: Do they differ by service stages and loyalty levels?","volume":"30","author":"Namkung","year":"2011","journal-title":"Int. J. Hosp. Manag."},{"key":"ref_43","first-page":"67","article-title":"The effects of service quality, image, and customer satisfaction on customer complaints and loyalty in high-speed rail service in Turkey: A proposal of the structural equation model","volume":"13","author":"Yilmaz","year":"2017","journal-title":"Transp. A: Transp. Sci."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"10","DOI":"10.1016\/j.jretai.2018.10.003","article-title":"Antecedents and consequences of customer satisfaction: Do they differ across online and offline purchases?","volume":"95","author":"Hult","year":"2019","journal-title":"J. Retail."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"113344","DOI":"10.1016\/j.dss.2020.113344","article-title":"Examining the role of emotion in online consumer reviews of various attributes in the surprise box shopping model","volume":"136","author":"Xu","year":"2020","journal-title":"Decis. Support Syst."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3389\/fpsyg.2023.1135369","article-title":"In their own words: Deception detection by victims and near victims of fraud","volume":"14","author":"Junger","year":"2023","journal-title":"Front. Psychol."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"140","DOI":"10.1016\/j.ijlcj.2011.05.003","article-title":"Internet auction fraud: The evolving nature of online auctions criminality and the mitigating framework to address the threat","volume":"39","author":"Aleem","year":"2011","journal-title":"Int. J. Law Crime Justice"},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Hummer, D., and Byrne, J. (2023). Online auction fraud. Handbook on Crime and Technology, Edward Elgar Publishing.","DOI":"10.4337\/9781800886643"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"307","DOI":"10.1509\/jmkr.43.3.307","article-title":"Modeling the psychology of consumer and firm behavior with behavioral economics","volume":"43","author":"Ho","year":"2006","journal-title":"J. Mark. Res."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"515","DOI":"10.1007\/s12144-023-04292-y","article-title":"Illusion of control in service failure situations: Customer satisfaction\/dissatisfaction, complaints, and behavioural intentions","volume":"43","author":"Ayyildiz","year":"2024","journal-title":"Curr. Psychol."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"362","DOI":"10.1177\/1094670517728339","article-title":"Service employee responses to angry customer complaints: The roles of customer status and service climate","volume":"20","author":"Jerger","year":"2017","journal-title":"J. Serv. Res."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4067\/S0718-18762012000200002","article-title":"Distrust, fear and emotional learning: An online auction perspective","volume":"7","author":"Bewsell","year":"2012","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/j.jretai.2014.09.004","article-title":"Managing complaints to improve customer profitability","volume":"91","author":"Melero","year":"2015","journal-title":"J. Retail."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1509\/jm.12.0317","article-title":"Customer Complaints and Recovery Effectiveness: A Customer Base Approach","volume":"78","author":"Knox","year":"2014","journal-title":"J. Mark."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.1080\/02642069.2018.1429415","article-title":"The impacts of complaint efforts on customer satisfaction and loyalty","volume":"38","author":"Cai","year":"2018","journal-title":"Serv. Ind. J."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"847","DOI":"10.1007\/s11628-015-0295-9","article-title":"Can complaint-handling efforts promote customer engagement?","volume":"10","year":"2016","journal-title":"Serv. Bus."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"375","DOI":"10.1016\/j.bushor.2018.01.007","article-title":"Timeliness, transparency, and trust: A framework for managing online customer complaints","volume":"61","author":"Stevens","year":"2018","journal-title":"Bus. Horiz."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"79","DOI":"10.1177\/0022242920929029","article-title":"Turning complaining customers into loyal customers: Moderators of the complaint handling\u2013customer loyalty relationship","volume":"84","author":"Morgeson","year":"2020","journal-title":"J. Mark."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"183","DOI":"10.1016\/j.elerap.2009.09.003","article-title":"Online auction service failures in Taiwan: Typologies and recovery strategies","volume":"10","author":"Kuo","year":"2011","journal-title":"Electron. Commer. Res. Appl."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"69","DOI":"10.1145\/1330311.1330326","article-title":"A typology of complaints about eBay sellers","volume":"51","author":"Gregg","year":"2008","journal-title":"Commun. ACM"},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1108\/09564231111106947","article-title":"Negative emotions and their effect on customer complaint behaviour","volume":"22","author":"Tronvoll","year":"2011","journal-title":"J. Serv. Manag."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1108\/09564230510601387","article-title":"Customer frustration in loyalty programs","volume":"16","author":"Stauss","year":"2005","journal-title":"Int. J. Serv. Ind. Manag."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"1425","DOI":"10.1016\/j.ipm.2018.04.003","article-title":"Examining the relationship between specific negative emotions and the perceived helpfulness","volume":"56","author":"Ren","year":"2019","journal-title":"Inf. Process. Manag."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"544","DOI":"10.1108\/IntR-12-2016-0394","article-title":"Reviews\u2019 length and sentiment as correlates of online reviews\u2019 ratings","volume":"28","author":"Ghasemaghaei","year":"2018","journal-title":"Internet Res."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"2257","DOI":"10.3390\/jtaer18040114","article-title":"Are eBay\u2019s Feedback Ratings Consistent with the Sentiments Embedded in Textual Comments? An Empirical Study","volume":"18","author":"Zhang","year":"2023","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_66","first-page":"44","article-title":"Sentiment analysis and text mining for social media microblogs using open source tools: An empirical study","volume":"112","author":"Younis","year":"2015","journal-title":"Int. J. Comput. Appl."},{"key":"ref_67","first-page":"16","article-title":"Sentiment analysis of virtual brand communities for effective tribal marketing","volume":"11","author":"Pathak","year":"2017","journal-title":"J. Res. Interact. Mark."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Kauffmann, E., Peral, J., Gil, D., Ferr\u00e1ndez, A., Sellers, R., and Mora, H. (2019). Managing marketing decision-making with sentiment analysis: An evaluation of the main product features using text data mining. Sustainability, 11.","DOI":"10.3390\/su11154235"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"778","DOI":"10.1016\/j.jbusres.2011.09.018","article-title":"Farm tourism experiences in travel reviews: A cross-comparison of three alternative methods for data analysis","volume":"66","author":"Capriello","year":"2011","journal-title":"J. Bus. Res."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"885","DOI":"10.1080\/10548408.2015.1071688","article-title":"Using twitter data for cruise tourism marketing and research","volume":"33","author":"Park","year":"2016","journal-title":"J. Travel Tour. Mark."},{"key":"ref_71","first-page":"492","article-title":"Predicting the future with social media","volume":"1","author":"Asur","year":"2010","journal-title":"Web Intell. Intell. Agent Technol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1016\/j.ijhm.2016.02.001","article-title":"Twitter sentiment analysis: Capturing sentiment from integrated resort tweets","volume":"55","author":"Philandera","year":"2016","journal-title":"Int. J. Hosp. Manag."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"477","DOI":"10.1080\/13683500.2013.841656","article-title":"Opinion mining of hotel customer-generated contents in Chinese weblogs","volume":"18","author":"Chiu","year":"2015","journal-title":"Curr. Issues Tour."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"480","DOI":"10.1108\/JCM-03-2017-2141","article-title":"Social media sentiment analysis: Lexicon versus machine learning","volume":"34","author":"Dhaoui","year":"2017","journal-title":"J. Consum. Mark."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"1244","DOI":"10.1080\/10447318.2022.2058780","article-title":"Alexa, Is My Data Safe? The (ir)relevance of privacy in smart speakers reviews","volume":"39","author":"Maccario","year":"2023","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"430","DOI":"10.1080\/0965254X.2020.1749875","article-title":"Exploring values affecting e-learning adoption from the user-generated-content: A consumption-value-theory perspective","volume":"29","author":"Ray","year":"2021","journal-title":"J. Strateg. Mark."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"1071","DOI":"10.1080\/07421222.2019.1661093","article-title":"Adherence to clinical guidelines, electronic health record use, and online reviews","volume":"36","author":"Saifee","year":"2019","journal-title":"J. Manag. Inf. Syst."},{"key":"ref_78","doi-asserted-by":"crossref","unstructured":"Fayyaz, Z., Ebrahimian, M., Nawara, D., Ibrahim, A., and Kashef, R. (2020). Recommendation systems: Algorithms, challenges, metrics, and business opportunities. Appl. Sci., 10.","DOI":"10.3390\/app10217748"},{"key":"ref_79","doi-asserted-by":"crossref","unstructured":"Srifi, M., Oussous, A., Lahcen, A.A., and Mouline, S. (2020). Recommender systems based on collaborative filtering using review texts\u2014A survey. Information, 11.","DOI":"10.3390\/info11060317"},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"1808","DOI":"10.1002\/mar.21856","article-title":"There\u2019s not much to tell: The impact of emotional resilience on negative word-of-mouth following service failure","volume":"40","author":"Lteif","year":"2023","journal-title":"Psychol. Mark."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1016\/j.jretai.2009.04.002","article-title":"Customer rage episodes: Emotions, expressions and behaviors","volume":"85","author":"Patterson","year":"2009","journal-title":"J. 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