{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,21]],"date-time":"2026-07-21T07:01:21Z","timestamp":1784617281010,"version":"3.55.0"},"reference-count":78,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2024,11,6]],"date-time":"2024-11-06T00:00:00Z","timestamp":1730851200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Ministry of Education of the Republic of Korea and the National Research Foundation of Korea","award":["NRF-2021-R1I1A3054903"],"award-info":[{"award-number":["NRF-2021-R1I1A3054903"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>This study aims to bridge the gap between traditional consumer behavior analysis and modern techniques by integrating big data analysis, eye-tracking technology, and survey methods. The researchers considered that understanding consumer behavior is crucial for creating effective advertisements in the digital age. Initially, a big data analysis was performed to identify significant clusters of consumer sentiment from online reviews generated during a recent seasonal promotional campaign. The key factors were identified and grouped into the \u201cProduct\u201d, \u201cModel\u201d, \u201cPromo\u201d, and \u201cEffect\u201d categories. Using these clusters as a foundation, an eye-tracking analysis measured visual attention metrics such as the fixation duration and count to understand how the participants engaged with the different advertisement content. Subsequently, a survey assessed the same participants\u2019 purchase intentions and preferences related to the identified clusters. The results showed that the sentiment clusters related to products, promotions, and effects positively impacted the customer satisfaction. The eye-tracking data revealed that advertisements featuring products and models garnered the most visual attention, while the survey results indicated that promotional content significantly influenced the purchase intentions. This multi-step approach delivers an in-depth understanding of the factors that affect customer satisfaction and decision-making, providing valuable information for optimizing marketing strategies in the Korean skincare market. The findings emphasize the importance of integrating consumer sentiment analysis with visual engagement metrics to develop more effective and compelling marketing campaigns.<\/jats:p>","DOI":"10.3390\/jtaer19040150","type":"journal-article","created":{"date-parts":[[2024,11,6]],"date-time":"2024-11-06T11:13:37Z","timestamp":1730891617000},"page":"3102-3122","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["Online Reviews Meet Visual Attention: A Study on Consumer Patterns in Advertising, Analyzing Customer Satisfaction, Visual Engagement, and Purchase Intention"],"prefix":"10.3390","volume":"19","author":[{"given":"Aura Lydia","family":"Riswanto","sequence":"first","affiliation":[{"name":"Department of Global Business, Kyungsung University, Busan 48434, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sujin","family":"Ha","sequence":"additional","affiliation":[{"name":"Department of Mass Communication, Kyungsung University, Busan 48434, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sangho","family":"Lee","sequence":"additional","affiliation":[{"name":"Department of Media Content, Kyungsung University, Busan 48434, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mahnwoo","family":"Kwon","sequence":"additional","affiliation":[{"name":"Department of Media Content, Kyungsung University, Busan 48434, Republic of Korea"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2024,11,6]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Alsharif, A.H., Salleh, N.Z.M., Al-Zahrani, S.A., and Khraiwish, A. (2022). Consumer Behaviour to be considered in advertising: A systematic analysis and future agenda. Behav. Sci., 12.","DOI":"10.3390\/bs12120472"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"57","DOI":"10.1057\/s41599-023-01544-x","article-title":"Comparing content marketing strategies of digital brands using machine learning","volume":"10","author":"Chen","year":"2023","journal-title":"Humanit. Soc. Sci. Commun."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Khang, A., Rani, S., Gujrati, R., Uygun, H., and Gupta, S. (2023). Challenges faced by marketers in developing and managing contents in workforce development system. Designing Workforce Management Systems for Industry 4.0: Data-Centric and AI-Enabled Approaches, CRC Press.","DOI":"10.1201\/9781003357070"},{"key":"ref_4","unstructured":"Nayyar, A., Naved, M., and Rameshwar, R. (2023). Implementing digital age experience marketing to make customer relations more sustainable. New Horizons for Industry 4.0 in Modern Business, Springer International Publishing."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"101407 Available online:","DOI":"10.1016\/j.elerap.2024.101407","article-title":"The effects of user and marketer-generated content on customer satisfaction: A textual analysis approach","volume":"65","author":"Li","year":"2024","journal-title":"Electron. Commer. Res. Appl."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Stalidis, G., Karaveli, I., Diamantaras, K., Delianidi, M., Christantonis, K., Tektonidis, D., Katsalis, A., and Salampasis, M. (2023). Recommendation systems for e-shopping: Review of techniques for retail and sustainable marketing. Sustainability, 15.","DOI":"10.3390\/su152316151"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1108\/MD-01-2023-0099","article-title":"Exploring social responsibility, social marketing and happiness using artificial intelligence, automated text analysis and correspondence analysis","volume":"62","year":"2024","journal-title":"Manag. Decis."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1177\/10946705231190867","article-title":"Visual modality of engagement: Conceptualization, typology of forms, and outcomes","volume":"27","author":"Azer","year":"2024","journal-title":"J. Serv. Res."},{"key":"ref_9","first-page":"46","article-title":"A study on the visual attention of banner advertising on portal site using eye tracking","volume":"26","author":"Hwang","year":"2023","journal-title":"J. Multimed. Inf. Syst."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"2319","DOI":"10.3390\/jtaer16060128","article-title":"Eye tracking and an A\/B split test for social media marketing optimization: The connection between the user profile and ad creative components","volume":"16","author":"Nichifor","year":"2021","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"1325","DOI":"10.1080\/00207179.2023.2204969","article-title":"A comparison of centrality measures and their role in controlling the spread in epidemic networks","volume":"97","author":"Dudkina","year":"2024","journal-title":"Int. J. Control"},{"key":"ref_12","unstructured":"Menache, A., and Bailleux, V. (2021). The Korean Skincare Conquest: A Qualitative Study About Korean Skincare Product\u2019s Popularity in France. [Master\u2019s Thesis, Independen, Business Administration, Ume\u00e5 School of Business and Economics (USBE), Faculty of Social Sciences, Ume\u00e5 University]. Available online: http:\/\/umu.diva-portal.org\/smash\/get\/diva2:1601766\/FULLTEXT01.pdf."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1186\/s40691-020-00239-0","article-title":"The impact of K-beauty social media influencers, sponsorship, and product exposure on consumer acceptance of new products","volume":"8","author":"Wang","year":"2021","journal-title":"Fash Text"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"854","DOI":"10.1108\/JCM-10-2022-5654","article-title":"Market segmentation based on customer experience dimensions extracted from online reviews using data mining","volume":"40","author":"Pandey","year":"2023","journal-title":"J. Consum. Mark."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"69","DOI":"10.12928\/dpphj.v17i1.7218","article-title":"Literature review: K-beauty effect on health behavior and Korean cosmetics purchasing in Indonesia","volume":"17","author":"Widyaningrum","year":"2023","journal-title":"Dis. Prev. Public Health J."},{"key":"ref_16","first-page":"165","article-title":"Influence of celebrities on the image building of luxury brands","volume":"2","author":"Chen","year":"2024","journal-title":"Highlights Bus. Econ. Manag."},{"key":"ref_17","unstructured":"Jobst, N. (2024, September 20). Statista. Leading H&B Retailers South Korea 2022, by Store Numbers. Available online: https:\/\/www.statista.com\/statistics\/973313\/south-korea-leading-hb-retailers-by-store-numbers\/."},{"key":"ref_18","unstructured":"Kim, G. (2024, September 20). The Herald Insight. CJ Olive Young Thrives as the Number One \u201cK-Beauty\u201d Retailer. Available online: https:\/\/www.heraldinsight.co.kr\/news\/articleView.html?idxno=4145."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1108\/MIP-03-2023-0118","article-title":"Are \u201cbuy X get X free\u201d price promotions effective? An acquisition-transaction value perspective","volume":"41","author":"Bhatt","year":"2023","journal-title":"Mark. Intell. Plan."},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"113951","DOI":"10.1016\/j.jbusres.2023.113951","article-title":"When is celebrity endorsement effective? Exploring the role of celebrity endorsers in enhancing key brand associations","volume":"164","author":"Jun","year":"2023","journal-title":"J. Bus. Res."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Riswanto, A.L., and Kim, H.S. (2023). An investigation of the key attributes of Korean wellness tourism customers based on online reviews. Sustainability, 15.","DOI":"10.3390\/su15086702"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"514","DOI":"10.1080\/10941665.2019.1591473","article-title":"Cruising in Asia: What can we dig from online cruiser reviews to understand their experience and satisfaction","volume":"24","author":"Tao","year":"2019","journal-title":"Asia Pacific J. Tour. Res."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1108\/JSM-10-2018-0295","article-title":"Making sense of customer service experiences: A text mining review","volume":"33","author":"Mahr","year":"2019","journal-title":"J. Serv. Mark."},{"key":"ref_24","unstructured":"(2024, September 20). Media Use in the Information Age: Emerging Patterns of Adoption and Consumer Use. Available online: https:\/\/api.semanticscholar.org\/CorpusID:166326985."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Vrabie, C. (2023). E-Government 3.0: An AI model to use for enhanced local democracies. Sustainability, 15.","DOI":"10.3390\/su15129572"},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1108\/IMR-09-2022-0203","article-title":"Omnichannel management capabilities in international marketing: The effects of word of mouth on customer engagement and customer equity","volume":"41","author":"Akter","year":"2024","journal-title":"Int. Mark. Rev."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"e1597","DOI":"10.1002\/wics.1597","article-title":"Cluster analysis: A modern statistical review","volume":"15","author":"Jaeger","year":"2022","journal-title":"WIREs Comput. Stat."},{"key":"ref_28","first-page":"100145","article-title":"Knowledge-based topic retrieval for recommendations and tourism promotions","volume":"3","author":"Mishra","year":"2023","journal-title":"Int. J. Inf. Manag. Data Insights"},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"660","DOI":"10.1080\/02681102.2022.2046533","article-title":"Digital citizen empowerment: A systematic literature review of theories and development models","volume":"28","author":"Sharma","year":"2022","journal-title":"Inf. Technol. Dev."},{"key":"ref_30","first-page":"1","article-title":"Educational data mining using cluster analysis and decision tree technique: A case study","volume":"12","year":"2020","journal-title":"Int. J. Eng. Bus. Manag."},{"key":"ref_31","doi-asserted-by":"crossref","unstructured":"Riswanto, A.L., Kim, S., and Kim, H.S. (2023). Analyzing online reviews to uncover customer satisfaction factors in Indian cultural tourism destinations. Behav. Sci., 13.","DOI":"10.3390\/bs13110923"},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"707","DOI":"10.1016\/j.dsx.2020.05.026","article-title":"Impact of complete lockdown on total infection and death rates: A hierarchical cluster analysis","volume":"14","author":"Ghosal","year":"2020","journal-title":"Diabetes Metab. Syndr."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"782","DOI":"10.1016\/j.energy.2018.06.049","article-title":"Exploring the effects of influencing factors on energy efficiency in the industrial sector using cluster analysis and panel regression model","volume":"158","author":"Liao","year":"2018","journal-title":"Energy"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"417","DOI":"10.1016\/j.tourman.2019.01.002","article-title":"What do hotel customers complain about? Text analysis using a structural topic model","volume":"72","author":"Hu","year":"2019","journal-title":"Tour. Manag."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1016\/j.inffus.2022.10.004","article-title":"Aspect-level sentiment analysis: A survey of graph convolutional network methods","volume":"91","author":"Phan","year":"2023","journal-title":"Inf. Fusion"},{"key":"ref_36","unstructured":"Sehgal, D., and Agarwal, A.K. (2024, September 20). Real-Time Sentiment Analysis of Big Data Applications Using Twitter Data with Hadoop Framework. Available online: https:\/\/api.semanticscholar.org\/CorpusID:67090525."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"103865","DOI":"10.1016\/j.jretconser.2024.103865","article-title":"Predicting e-commerce customer satisfaction: Traditional machine learning vs. deep learning approaches","volume":"79","author":"Zaghloul","year":"2024","journal-title":"J. Retail Consum. Serv."},{"key":"ref_38","doi-asserted-by":"crossref","unstructured":"Popping, R. (2000). Computer-Assisted Text Analysis, SAGE Publications.","DOI":"10.4135\/9781849208741"},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1016\/j.jretai.2024.02.005","article-title":"Utilising eye-tracking data in retailing field research: A practical guide","volume":"100","author":"Ahlbom","year":"2024","journal-title":"J. Retail"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"721","DOI":"10.1080\/10447318.2022.2047318","article-title":"Understanding online consumer behavior at e-commerce portals using eye-gaze tracking","volume":"39","author":"Modi","year":"2023","journal-title":"Int. J. Human\u2013Comput. Interact."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"2092","DOI":"10.3390\/jtaer18040105","article-title":"Investigation of web-based eye-tracking system performance under different lighting conditions for neuromarketing","volume":"18","year":"2023","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"153","DOI":"10.33851\/JMIS.2023.10.2.153","article-title":"Eye perception and preference differences between different emotional content on TikTok and Twitter platforms","volume":"10","author":"Guo","year":"2023","journal-title":"J. Multimed. Inf. Syst."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"1095","DOI":"10.3390\/jtaer19020057","article-title":"Eye tracking as an instrument in consumer research to investigate food from a marketing perspective: A bibliometric and visual analysis","volume":"19","author":"Ruppenthal","year":"2024","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"1165","DOI":"10.3390\/jtaer16050066","article-title":"Influence of regulatory fit theory on persuasion from Google ads: An eye tracking study","volume":"16","year":"2021","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"1648","DOI":"10.3390\/jtaer16050093","article-title":"Do you see it clearly? The effect of packaging and label format on Google ads","volume":"16","author":"Paramio","year":"2021","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1108\/S1548-6435(2008)0000004009","article-title":"A review of eye-tracking research in marketing","volume":"4","author":"Wedel","year":"2017","journal-title":"Rev. Mark. Res."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"285","DOI":"10.1002\/asi.24410","article-title":"How users\u2019 knowledge of advertisements influences their viewing and selection behavior in search engines","volume":"72","author":"Lewandowski","year":"2021","journal-title":"J. Assoc. Inf. Sci. Technol."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Davis, F.D., Riedl, R., vom Brocke, J., L\u00e9ger, P.M., Randolph, A., and Fischer, T. (2020). Adaptation of visual attention: Effects of information presentation in idea selection processes. Information Systems and Neuroscience, Springer International Publishing.","DOI":"10.1007\/978-3-030-28144-1"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"119217","DOI":"10.1016\/j.eswa.2022.119217","article-title":"Defining gaze patterns for process model literacy\u2014Exploring visual routines in process models with diverse mappings","volume":"213","author":"Winter","year":"2023","journal-title":"Expert Syst. Appl."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"1921","DOI":"10.1007\/s10660-021-09523-7","article-title":"The processing of native advertising compared to banner advertising: An eye-tracking experiment","volume":"23","author":"Dens","year":"2023","journal-title":"Electron. Commer. Res."},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"149","DOI":"10.1007\/s10648-020-09567-5","article-title":"Investigating visual perception in teaching and learning with advanced eye-tracking methodologies: Rewards and challenges of an innovative research paradigm","volume":"33","year":"2021","journal-title":"Educ. Psychol. Rev."},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"103779","DOI":"10.1016\/j.compedu.2019.103779","article-title":"Does visual attention to the instructor in online video affect learning and learner perceptions? An eye-tracking analysis","volume":"146","author":"Wang","year":"2020","journal-title":"Comput. Educ."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"S57","DOI":"10.1111\/j.1460-2466.2006.00283.x","article-title":"Using the limited capacity model of motivated mediated message processing to design effective cancer communication messages","volume":"56","author":"Lang","year":"2006","journal-title":"J. Commun."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1080\/02699930903205698","article-title":"The effects of emotion on attention: A review of attentional processing of emotional information","volume":"24","author":"Yiend","year":"2010","journal-title":"Cogn. Emot."},{"key":"ref_55","first-page":"601","article-title":"Identifying restaurant satisfiers and dissatisfiers: Suggestions from online reviews","volume":"27","author":"Bilgihan","year":"2018","journal-title":"J. Hosp. Mark. Manag."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"10345","DOI":"10.1007\/s10462-023-10419-1","article-title":"Impact of word embedding models on text analytics in deep learning environment: A review","volume":"56","author":"Asudani","year":"2023","journal-title":"Artif. Intell. Rev."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1016\/0378-8733(78)90021-7","article-title":"Centrality in social networks conceptual clarification","volume":"1","author":"Freeman","year":"1978","journal-title":"Soc. Networks"},{"key":"ref_58","doi-asserted-by":"crossref","unstructured":"Wasserman, S., and Faust, K. (1994). Social Network Analysis: Methods and Applications, Cambridge University Press. Available online: https:\/\/www.cambridge.org\/core\/product\/90030086891EB3491D096034684EFFB8.","DOI":"10.1017\/CBO9780511815478"},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"21582440241245230","DOI":"10.1177\/21582440241245233","article-title":"Derivation of key attributes and clusters of Korean Taekwondo policies and systems on social media: Comparative big data analysis based on regime change","volume":"14","author":"Park","year":"2024","journal-title":"Sage Open"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"e1630","DOI":"10.1002\/wics.1630","article-title":"A systematic review of exploratory factor analysis packages in R software","volume":"16","author":"Govindasamy","year":"2024","journal-title":"WIREs Comput. Stat."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1111\/lang.12518","article-title":"Calculating the relative importance of multiple regression predictor variables using dominance analysis and random forests","volume":"73","author":"Mizumoto","year":"2023","journal-title":"Lang. Learn."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/j.matpr.2021.03.188","article-title":"Impact of promotional marketing using Web 2.0 tools on purchase decision of Gen Z","volume":"81","author":"Vasan","year":"2023","journal-title":"Mater. Today Proc."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1108\/JSM-07-2014-0248","article-title":"The consumer\u2019s perspective on evaluating products: Service is the key","volume":"29","author":"Oliver","year":"2015","journal-title":"J. Serv. Mark."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"1383","DOI":"10.1007\/s11423-024-10342-4","article-title":"Using eye-tracking in education: Review of empirical research and technology","volume":"72","author":"Ke","year":"2024","journal-title":"Educ. Technol. Res. Dev."},{"key":"ref_65","first-page":"934","article-title":"How celebrities can be used in advertising to the best advantage?","volume":"58","author":"Sliburyte","year":"2009","journal-title":"World Acad. Sci. Eng. Technol."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"14747049211032816","DOI":"10.1177\/14747049211032816","article-title":"Attentional bias in humans toward human and bonobo expressions of emotion","volume":"19","author":"Kret","year":"2021","journal-title":"Evol. Psychol."},{"key":"ref_67","unstructured":"Marcus, A., Rosenzweig, E., and Soares, M.M. (2023). Usage and application of heatmap visualizations on usability user testing: A systematic literature review. Design, User Experience, and Usability, Springer Nature."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"577","DOI":"10.18280\/isi.270407","article-title":"User-centered\/user experience UC\/UX design thinking approach for designing a university information management system","volume":"27","author":"Alao","year":"2022","journal-title":"Ing\u00e9nierie Syst\u00e8mes d\u2019Inf."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1469","DOI":"10.1002\/pan3.10648","article-title":"The nature gaze: Eye-tracking experiment reveals well-being benefits derived from directing visual attention towards elements of nature","volume":"6","author":"Fleming","year":"2024","journal-title":"People Nat."},{"key":"ref_70","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1177\/02666669211027206","article-title":"Understanding consumers\u2019 purchase intention towards online paid courses","volume":"39","author":"Chen","year":"2021","journal-title":"Inf. Dev."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"103492","DOI":"10.1016\/j.jretconser.2023.103492","article-title":"Understanding the factors affecting consumers\u2019 behaviour when purchasing refurbished products: A chaordic perspective","volume":"75","author":"Alyahya","year":"2023","journal-title":"J. Retail Consum. Serv."},{"key":"ref_72","first-page":"52","article-title":"Data mining and natural language processing methods for extracting opinions from customer reviews","volume":"3","author":"Hannan","year":"2012","journal-title":"Int. J. Intell. Secur. Public Aff."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1080\/10864415.2003.11044291","article-title":"Internet pricing, price satisfaction, and customer satisfaction","volume":"8","author":"Cao","year":"2003","journal-title":"Int. J. Electron. Commer."},{"key":"ref_74","doi-asserted-by":"crossref","unstructured":"Zhang, X., and Kim, H.S. (2021). Customer experience and satisfaction of Disneyland hotel through big data analysis of online customer reviews. Sustainability, 13.","DOI":"10.3390\/su132212699"},{"key":"ref_75","unstructured":"Holmqvist, K., and Andersson, R. (2017). Eye-Tracking: A Comprehensive Guide to Methods, Paradigms and Measures, Lund Eye-Tracking Research Institute, Lund University."},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"261","DOI":"10.1007\/s10339-012-0499-z","article-title":"Gaze and eye-tracking solutions for psychological research","volume":"13","author":"Mele","year":"2012","journal-title":"Cogn. Process."},{"key":"ref_77","first-page":"24","article-title":"Evaluating communication effectiveness through eye tracking: Benefits, state of the art, and unresolved questions","volume":"60","year":"2020","journal-title":"Int. J. Bus. Commun."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"1404","DOI":"10.1108\/APJML-06-2021-0456","article-title":"When do price discounts become attractive? A study comparing discount strategies on consumer perceptions","volume":"35","author":"Tan","year":"2023","journal-title":"Asia Pac. J. Mark. Logist."}],"container-title":["Journal of Theoretical and Applied Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/0718-1876\/19\/4\/150\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T16:27:31Z","timestamp":1760113651000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/0718-1876\/19\/4\/150"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,6]]},"references-count":78,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2024,12]]}},"alternative-id":["jtaer19040150"],"URL":"https:\/\/doi.org\/10.3390\/jtaer19040150","relation":{},"ISSN":["0718-1876"],"issn-type":[{"value":"0718-1876","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,11,6]]}}}