{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,18]],"date-time":"2025-12-18T14:30:36Z","timestamp":1766068236567,"version":"build-2065373602"},"reference-count":99,"publisher":"MDPI AG","issue":"4","license":[{"start":{"date-parts":[[2025,11,3]],"date-time":"2025-11-03T00:00:00Z","timestamp":1762128000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004242","name":"Princess Nourah bint Abdulrahman University","doi-asserted-by":"publisher","award":["FRP-1445-18"],"award-info":[{"award-number":["FRP-1445-18"]}],"id":[{"id":"10.13039\/501100004242","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>Artificial intelligence (AI) has emerged as a transformative force across various sectors, providing innovative solutions and enhancing operational processes. In the e-commerce domain, AI has significantly contributed to customer-centric approaches and strategic decision-making, fostering superior customer experiences. This study investigates the role and impact of AI in the Saudi e-commerce sector, focusing on the perspectives of female customers and retailers. Grounded in sociotechnical theory, the research employs a mixed-methods approach, combining quantitative surveys and semi-structured interviews. The quantitative findings demonstrate that AI-enabled e-commerce positively influences customer experience, customer satisfaction, and operational efficiency. Key AI capabilities, such as task automation, personalized recommendations, and predictive analytics, enhance online retail systems\u2019 performance. The qualitative analysis highlights both the opportunities and challenges associated with AI adoption, emphasizing the need for specialized infrastructure and skilled professionals. Participants recommend addressing the skill gap and adopting phased implementation strategies to optimize AI integration. This study provides actionable insights and strategic recommendations for policymakers and stakeholders in the Saudi e-commerce sector.<\/jats:p>","DOI":"10.3390\/jtaer20040311","type":"journal-article","created":{"date-parts":[[2025,11,3]],"date-time":"2025-11-03T14:00:33Z","timestamp":1762178433000},"page":"311","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Predicting Trends and Maximizing Sales: AI\u2019s Role in Saudi E-Commerce Decision-Making"],"prefix":"10.3390","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9819-7945","authenticated-orcid":false,"given":"Razaz Waheeb","family":"Attar","sequence":"first","affiliation":[{"name":"Management Department, College of Business Administration, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,11,3]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","unstructured":"Fedorko, R., Kr\u00e1\u013e, \u0160., and Ba\u010d\u00edk, R. (2022). Artificial intelligence in e-commerce: A literature review. Congress on Intelligent Systems: Proceedings of CIS 2021, Volume 2, Springer Nature.","DOI":"10.1007\/978-981-16-9113-3_50"},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1007\/s12525-022-00537-z","article-title":"Artificial intelligence in E-Commerce: A bibliometric study and literature review","volume":"32","author":"Bawack","year":"2022","journal-title":"Electron. Mark."},{"key":"ref_3","doi-asserted-by":"crossref","unstructured":"Elareshi, M., Habes, M., Safori, A., Attar, R.W., Al Adwan, M.N., and Al-Rahmi, W.M. (2023). Understanding the Effects of Social Media Marketing on Customers\u2019 Bank Loyalty: A SEM Approach. Electronics, 12.","DOI":"10.3390\/electronics12081822"},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"109428","DOI":"10.1016\/j.ijepes.2023.109428","article-title":"AC Network-Constrained Peer-to-Peer Electricity Market Model in Low-voltage Power Distribution Networks","volume":"154","author":"Yang","year":"2023","journal-title":"Int. J. Electr. Power Energy Syst."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"158","DOI":"10.32628\/CSEIT2390212","article-title":"Exploring the benefits of E-commerce applications for efficient online operations","volume":"9","author":"Parikshith","year":"2023","journal-title":"Int. J. Sci. Res. Comput. Sci. Eng. Inf. Technol."},{"key":"ref_6","doi-asserted-by":"crossref","unstructured":"Necula, S.C., and P\u0103v\u0103loaia, V.D. (2023). AI-Driven Recommendations: A Systematic Review of the State of the Art in E-Commerce. Appl. Sci., 13.","DOI":"10.3390\/app13095531"},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Beyari, H., and Garamoun, H. (2022). The effect of artificial intelligence on end-user online purchasing decisions: Toward an integrated conceptual framework. Sustainability, 14.","DOI":"10.3390\/su14159637"},{"key":"ref_8","doi-asserted-by":"crossref","unstructured":"Attar, R.W., Habes, M., Almusharraf, A., Alhazmi, A.H., and Attar, R.W. (2024). Exploring the Impact of Smart cities on improving the quality of life for people with disabilities in Saudi Arabia. Front. Built Environ., 10.","DOI":"10.3389\/fbuil.2024.1398425"},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"35","DOI":"10.5539\/ijbm.v15n12p35","article-title":"The effect of the use and knowledge of ai on the advanced entrepreneurship in saudis small business and startups","volume":"15","author":"Mashat","year":"2020","journal-title":"Int. J. Bus. Manag."},{"key":"ref_10","doi-asserted-by":"crossref","unstructured":"Khrais, L.T. (2020). Role of artificial intelligence in shaping consumer demand in E-commerce. Futur. Internet, 12.","DOI":"10.3390\/fi12120226"},{"key":"ref_11","first-page":"152","article-title":"Artificial intelligence techniques in E-commerce: The possibility of exploiting them in Saudi Arabia","volume":"12","author":"Alqahtani","year":"2022","journal-title":"Int. J. Eng. Manag. Res."},{"key":"ref_12","first-page":"68","article-title":"Willingness to use e-commerce during coronavirus pandemic in Saudi Arabia","volume":"5","author":"Albliwi","year":"2021","journal-title":"Mark. Manag. Innov."},{"key":"ref_13","doi-asserted-by":"crossref","unstructured":"Habes, M., Tahat, K., Tahat, D., Attar, R.W., Mansoori, A., and Ketbi, N. (2023, January 19\u201322). The Theory of Planned Behavior Regarding Artificial Intelligence in Recommendations and Selection of YouTube News Content. Proceedings of the 2023 International Conference on Multimedia Computing, Networking and Applications (MCNA), Valencia, Spain.","DOI":"10.1109\/MCNA59361.2023.10185878"},{"key":"ref_14","doi-asserted-by":"crossref","unstructured":"Al Jwaniat, M., Tahat, D., AlMomany, R., Tahat, K., Habes, M., Mansoori, A., and Maysari, I. (2023, January 19\u201322). Examining Journalistic Practices in Online Newspapers in the Era of Artificial Intelligence. Proceedings of the 2023 International Conference on Intelligent Computing, Communication, Networking and Services (ICCNS), Valencia, Spain.","DOI":"10.1109\/ICCNS58795.2023.10193607"},{"key":"ref_15","doi-asserted-by":"crossref","unstructured":"Bdoor, S.Y., and Habes, M. (2025). Meta-Analysis of Ethical Challenges in the Use of Artificial Intelligence in Arab Media Institutions. Generative AI in Creative Industries, Springer.","DOI":"10.1007\/978-3-031-89175-5_9"},{"key":"ref_16","doi-asserted-by":"crossref","unstructured":"Almesafri, A., and Habes, M. (2023). Understanding the Use of Artificial Intelligence (AI) for Human Resources in the Dubai Government. Digitalisation: Opportunities and Challenges for Business: Volume 1, Springer.","DOI":"10.1007\/978-3-031-26953-0_39"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"Habes, M., Ali, S., Elareshi, M., Tahat, K.M., and Ziani, A. (2021, January 4\u20136). Understanding Users\u2019 Social TV Content using Artificial Intelligence Approach: A Survey. Proceedings of the 2021 International Conference of Modern Trends in Information and Communication Technology Industry (MTICTI), Sana\u2019a, Yemen.","DOI":"10.1109\/MTICTI53925.2021.9664762"},{"key":"ref_18","doi-asserted-by":"crossref","unstructured":"Sakas, D.P., Kamperos, I.D.G., and Reklitis, P. (2021). Estimating risk perception effects on courier companies\u2019 online customer behavior during a crisis, using crowdsourced data. Sustainability, 13.","DOI":"10.3390\/su132212725"},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1108\/JEIM-04-2012-0011","article-title":"Technology acceptance model (TAM) and social media usage: An empirical study on Facebook","volume":"27","author":"Rauniar","year":"2014","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref_20","first-page":"159","article-title":"How Jordanian youth perceive social networks influence?","volume":"1","year":"2013","journal-title":"Comput. Sci. Inf. Technol."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s40561-022-00205-x","article-title":"Is Metaverse in education a blessing or a curse: A combined content and bibliometric analysis","volume":"9","author":"Tlili","year":"2022","journal-title":"Smart Learn. Environ."},{"key":"ref_22","first-page":"200","article-title":"Estudo de caso: Implementa\u00e7\u00e3o do e-commerce em uma empresa do varejo supermercadista","volume":"3","author":"Pereira","year":"2022","journal-title":"Rev. Adm. Empres. Eletr\u00f4nica-RAEE"},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"103587","DOI":"10.1016\/j.jretconser.2023.103587","article-title":"How do e-commerce anchors\u2019 characteristics influence consumers\u2019 impulse buying? An emotional contagion perspective","volume":"76","author":"Li","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.5539\/ijbm.v19n4p1","article-title":"The impact of e-commerce on organizational and financial performance in SMEs: Evidence from Saudi Arabia","volume":"19","author":"Almuwallad","year":"2024","journal-title":"Int. J. Bus. Manag."},{"key":"ref_25","first-page":"354","article-title":"The impact of E-commerce on traditional businesses in Saudi Arabia","volume":"17","author":"Abuali","year":"2024","journal-title":"J. Serv. Sci. Manag."},{"key":"ref_26","first-page":"288","article-title":"The Impact of Social Media Marketing Activities on Purchase Intention","volume":"14","author":"Alnaser","year":"2024","journal-title":"Int. Rev. Manag. Mark."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"102110","DOI":"10.1016\/j.techsoc.2022.102110","article-title":"Smart interaction and social TV used by Jordanian University students","volume":"71","author":"Habes","year":"2022","journal-title":"Technol. Soc."},{"key":"ref_28","doi-asserted-by":"crossref","unstructured":"Ezmigna, I., Alghizzawi, M., Habes, M., and Salloum, S.A. (2025). Application of Data Mining and AI for Supply Chain Inventory Forecasting: A Qualitative Approach. Generative AI in Creative Industries, Springer Nature.","DOI":"10.1007\/978-3-031-89175-5_18"},{"key":"ref_29","doi-asserted-by":"crossref","unstructured":"Alfaisal, R., Abousamra, R., Mansoori, A., Tahat, K., Tahat, D.N., Habes, M., and Salloum, S.A. (2025). Analysis of Machine Learning Models for Market Action Prediction: A Case Study with K-Means Clustering and Light Gradient Boosting Machine. Generative AI in Creative Industries, Springer Nature.","DOI":"10.1007\/978-3-031-89175-5_20"},{"key":"ref_30","first-page":"100","article-title":"Online Trust Determinants, Consumer Perception, and Purchase Intent in Saudi E-Commerce: Exploring Determinants and Evidence","volume":"25","author":"Helmi","year":"2024","journal-title":"Sci. J. King Faisal Univ. Humanit. Manag. Sci."},{"key":"ref_31","unstructured":"Almalki, A. (2023). SMEs and Their Impact on Job Creations: Employment Perspectives from Saudi Arabia. [Doctoral Dissertation, The University of Manchester]."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Alhanatleh, H., Alghizzawi, M., Habes, M., Tahat, K., and Tahat, D.N. (2023, January 21\u201324). The impact of digital marketing through the TikTok application on purchase intent. Proceedings of the 2023 Tenth International Conference on Social Networks Analysis, Management and Security (SNAMS), Abu Dhabi, United Arab Emirates.","DOI":"10.1109\/SNAMS60348.2023.10375451"},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"28","DOI":"10.36348\/sjbms.2021.v06i02.001","article-title":"The effect of social media on consumer buying behavior in commercial banks","volume":"6","author":"Tashtoush","year":"2021","journal-title":"Saudi J. Bus. Manag. Stud."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"771","DOI":"10.1007\/s11186-020-09405-1","article-title":"Digital hyperconnectivity and the self","volume":"49","author":"Brubaker","year":"2020","journal-title":"Theory Soc."},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Ahlborg, H., Ruiz-Mercado, I., Molander, S., and Masera, O. (2019). Bringing technology into social-ecological systems research\u2014Motivations for a socio-technical-ecological systems approach. Sustainability, 11.","DOI":"10.3390\/su11072009"},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"7","DOI":"10.21511\/pmf.5(2).2016.01","article-title":"A critique and potency of socio-technical systems theory: A quest for broadband growth and penetration","volume":"5","author":"Gorejena","year":"2016","journal-title":"Public Munic. Financ."},{"key":"ref_37","doi-asserted-by":"crossref","first-page":"452","DOI":"10.1108\/00251749710173823","article-title":"Socio-technical systems theory: An intervention strategy for organizational development","volume":"35","author":"Appelbaum","year":"1997","journal-title":"Manag. Decis."},{"key":"ref_38","unstructured":"Holdsworth, M., and Zaghloul, F. (2022, January 19\u201321). The Impact of AI in the UK Healthcare Industry: A Socio-Technical System Theory Perspective. Proceedings of the 8th International Workshop on Socio-Technical Perspective in IS Development (STPIS 2022), Reykjavik, Iceland."},{"key":"ref_39","first-page":"142","article-title":"A Socio-Technical Perspective on the Digital Era","volume":"4","author":"Govers","year":"2019","journal-title":"Lowl. View"},{"key":"ref_40","first-page":"193","article-title":"The effect of social media on researchers\u2019 academic performance through collaborative learning in Malaysian higher education","volume":"6","author":"Othman","year":"2015","journal-title":"Mediterr. J. Soc. Sci."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"64283","DOI":"10.1109\/ACCESS.2022.3180329","article-title":"An E-commerce Control Unit for Addressing Online Transactions in Developing Countries: Saudi Arabia-Case Study","volume":"10","author":"Gharibi","year":"2022","journal-title":"IEEE Access"},{"key":"ref_42","unstructured":"Anderson, J., and Johnson, D. (2024, July 22). The Role of Artificial Intelligence in Enhancing E-Commerce Customer Experience. EasyChair Preprints, Available online: https:\/\/easychair.org\/publications\/preprint\/gpn84."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"133","DOI":"10.21786\/bbrc\/14.5\/26","article-title":"Team Convergence in Prevention and Reduction of Stunting Rate in Malang District, East Java, Indonesia","volume":"14","author":"Diadjeng","year":"2021","journal-title":"Biosci. Biotechnol. Res. Commun."},{"key":"ref_44","first-page":"22","article-title":"The role of artificial intelligence on enhancing customer experience","volume":"9","author":"Daqar","year":"2019","journal-title":"Int. Rev. Manag. Mark."},{"key":"ref_45","doi-asserted-by":"crossref","unstructured":"Al Olaimat, F., Habes, M., Hadeed, A., Yahya, A., and Al Jwaniat, M.I. (2022). Reputation management through social networking platforms for PR purposes: A SEM-based study in the Jordan. Front. Commun., 11.","DOI":"10.3389\/fcomm.2022.1009359"},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Alghizzawi, M., Habes, M., Hailat, K.Q., Safori, A., and Angawi, M. (2024). Understanding the Effectiveness of Digital Media Marketing on Sports Brand Loyalty: A Review. Business Analytical Capabilities and Artificial Intelligence-Enabled Analytics: Applications and Challenges in the Digital Era, Volume 1, Springer.","DOI":"10.1007\/978-3-031-56015-6_17"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"12751","DOI":"10.1007\/s13132-023-01593-2","article-title":"Transitioning from information sharing to knowledge services: Unpacking the evolution of rural media within the context of media integration","volume":"15","author":"Wang","year":"2024","journal-title":"J. Knowl. Econ."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"101404","DOI":"10.1016\/j.elerap.2024.101404","article-title":"How extended reality influences e-commerce consumers: A literature review","volume":"65","author":"Chen","year":"2024","journal-title":"Electron. Commer. Res. Appl."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"Metsai, A.I., Tabakis, I.-M., Karamitsios, K., Kotrotsios, K., Chatzimisios, P., Stalidis, G., and Goulianas, K. (2022). Customer journey: Applications of AI and machine learning in E-commerce. New Realities, Mobile Systems and Applications, Springer International Publishing.","DOI":"10.1007\/978-3-030-96296-8_12"},{"key":"ref_50","doi-asserted-by":"crossref","unstructured":"Chie, L.A., Jalaludin, F.W., Seah, C.S., Loh, Y.X., and Hen, K.W. (2023). Customer satisfaction towards the application of artificial intelligence in e-commerce. Proc. Comput. Sci., 1.","DOI":"10.55092\/pcs2023020019"},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Qin, M., Zhu, W., Zhao, S., and Zhao, Y. (2022). Is artificial intelligence better than manpower? The effects of different types of online customer services on customer purchase intentions. Sustainability, 14.","DOI":"10.3390\/su14073974"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Mansoori, A., Tahat, K., Tahat, D.N., Habes, M., and Salloum, S.A. (2024). Optimizing News Categorization with Machine Learning: A Comprehensive Study Using Naive Bayes (MultinomialNB) Classifier. Achieving Sustainable Business Through AI, Technology Education and Computer Science: Volume 1: Computer Science, Business Sustainability, and Competitive Advantage, Springer.","DOI":"10.1007\/978-3-031-70855-8_15"},{"key":"ref_53","doi-asserted-by":"crossref","unstructured":"Tran, B.X., Vu, G.T., Ha, G.H., Vuong, Q.-H., Ho, M.-T., Vuong, T.-T., La, V.-P., Ho, M.-T., Nghiem, K.-C.P., and Nguyen, H.L.T. (2019). Global evolution of research in artificial intelligence in health and medicine: A bibliometric study. J. Clin. Med., 8.","DOI":"10.3390\/jcm8030360"},{"key":"ref_54","unstructured":"Alareeni, B., and Hamdan, A. (2024). Ben Enhancing public satisfaction: The impact of interactive marketing in social institutions (the UAE ministry of community development). Technology: Toward Business Sustainability, Springer."},{"key":"ref_55","first-page":"235","article-title":"Manu Artifical intelligence in E-commerce: Applications, implications and challenges","volume":"13","author":"Vaishnava","year":"2022","journal-title":"Asian J. Manag."},{"key":"ref_56","first-page":"3022280","article-title":"Research on optimization of cross-border e-commerce logistics distribution network in the context of artificial intelligence","volume":"2022","author":"Shi","year":"2022","journal-title":"Mob. Inf. Syst."},{"key":"ref_57","doi-asserted-by":"crossref","unstructured":"Alghizzawi, M., Jarrah, M.A.A.L., Al-Gasawneh, J., Habes, M., Elareshi, M., Ziani, A., and Alsridi, H. (2024, January 21\u201322). The Effects of Digitalization Features on Work Performance. Proceedings of the International Conference on Business and Technology, Oxford, UK.","DOI":"10.1007\/978-3-032-00450-5_50"},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"1","DOI":"10.4018\/IJEBR.294111","article-title":"A review of AI (artificial intelligence) tools and customer experience in online fashion retail","volume":"18","author":"Pillarisetty","year":"2022","journal-title":"Int. J. E-Bus. Res."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"6","DOI":"10.1177\/1094428120968614","article-title":"An updated guideline for assessing discriminant validity","volume":"25","author":"Cho","year":"2022","journal-title":"Organ. Res. Methods"},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s43621-025-01830-5","article-title":"The impact of scarcity and uniqueness on luxury products purchasing intention moderated by FoMO and social comparison","volume":"6","author":"Abdrabbo","year":"2025","journal-title":"Discov. Sustain."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1386\/jdmp_00175_1","article-title":"Data journalism usages in the Middle East (Jordan): Practices, policies and challenges","volume":"16","author":"Jwaniat","year":"2025","journal-title":"J. Digit. Media Policy"},{"key":"ref_62","first-page":"2526005","article-title":"Evolving media consumption: Integrating \u201cSubscription Video-on-demand\u201d (SVOD) and social TV through a uses and gratifications perspective","volume":"11","author":"Habes","year":"2025","journal-title":"Cogent Soc. Sci."},{"key":"ref_63","doi-asserted-by":"crossref","unstructured":"Qudah, M., Murad, H.A., Habes, M., and Elareshi, M. (2025). How Deutsche Welle Shapes Knowledge and Behaviour of Syrian Diaspora. Journal. Media, 6.","DOI":"10.3390\/journalmedia6020092"},{"key":"ref_64","doi-asserted-by":"crossref","unstructured":"Al Hadeed, A.Y.B., Al-khatib, A.W., Al Olaimat, F., Habes, M., Alhammad, K.L., and Valeri, M. (2024). Fostering Organizational Image: The direct roles of Big Data Analytics, Radical Innovation, and Incremental Innovation Capabilities. Knowledge Management and Knowledge Sharing: Business Strategies and an Emerging Theoretical Field, Springer.","DOI":"10.1007\/978-3-031-37868-3_5"},{"key":"ref_65","doi-asserted-by":"crossref","unstructured":"Kreishan, F.M., Al-Shibly, M.S., Abou Elseoud, M.S., AlWadi, B.M., Alghizzawi, M., Tahat, D.N., Tahat, K., and Habes, M. (2024, January 9\u201311). Bridging the Gap: Enhancing Entrepreneurship Education in Jordanian Universities. Proceedings of the 2024 11th International Conference on Social Networks Analysis, Management and Security (SNAMS), Gran Canaria, Spain.","DOI":"10.1109\/SNAMS64316.2024.10883799"},{"key":"ref_66","doi-asserted-by":"crossref","unstructured":"Al Ketbi, N., Habes, M., Attar, R.W., Tahat, D., and Alhazmi, A.H. (2025). The Impact of Social Media Use on Tolerance, Community Peace, Online Ethical Awareness among Adolescents in the United Arab Emirates. Front. Psychol., 16.","DOI":"10.3389\/fpsyg.2025.1500727"},{"key":"ref_67","first-page":"87","article-title":"Motivation-Hygiene Theory: Applicability on Teachers","volume":"7","author":"Islam","year":"2013","journal-title":"J. Manag. Sci."},{"key":"ref_68","first-page":"20","article-title":"Determining Sample Size for Research Activities: The Case of Organizational Research","volume":"2","year":"2017","journal-title":"Bus. Rev."},{"key":"ref_69","doi-asserted-by":"crossref","unstructured":"Etikan, I., and Bala, K. (2017). Sampling and sampling methods. Biom. Biostat. Int. J., 5.","DOI":"10.15406\/bbij.2017.05.00149"},{"key":"ref_70","first-page":"28","article-title":"Validity and reliability of the research instrument; how to test the validation of a questionnaire\/survey in a research","volume":"5","author":"Taherdoost","year":"2016","journal-title":"Int. J. Acad. Res. Manag."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"1560","DOI":"10.1177\/00187267211070769","article-title":"Survey response rates: Trends and a validity assessment framework","volume":"75","author":"Holtom","year":"2022","journal-title":"Hum. Relat."},{"key":"ref_72","first-page":"255","article-title":"The role of E-commerce as an innovative solutions in the development of the Saudi economy","volume":"14","author":"Ismail","year":"2023","journal-title":"Mark. Manag. Innov."},{"key":"ref_73","first-page":"545","article-title":"Use ChatGPT in media content production digital newsrooms perspective","volume":"Volume 144","author":"Salloum","year":"2024","journal-title":"Studies in Big Data"},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"42","DOI":"10.46303\/repam.2022.3","article-title":"Sample size for interview in qualitative research in social sciences: A guide to novice researchers","volume":"4","author":"Bekele","year":"2022","journal-title":"Res. Educ. Policy Manag."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"373","DOI":"10.1017\/S1049023X21000649","article-title":"Population research: Convenience sampling strategies","volume":"36","author":"Stratton","year":"2021","journal-title":"Prehosp. Disaster Med."},{"key":"ref_76","doi-asserted-by":"crossref","unstructured":"Dooly, M., Moore, E., and Vallejo, C. (2017). Research ethics. Qualitative Approaches to Research on Plurilingual Education\/Enfocaments Qualitatius per a la Recerca en Educaci\u00f3 Pluriling\u00fce\/Enfoques Cualitativos para la Investigaci\u00f3n en Educaci\u00f3n Pluriling\u00fce, Research-publishing.net.","DOI":"10.14705\/rpnet.2017.emmd2016.9781908416476"},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Khoali, M., Tali, A., and Laaziz, Y. (2021). A survey of artificial intelligence-based E-commerce recommendation system. Emerging Trends in ICT for Sustainable Development: The Proceedings of NICE2020 International Conference, Springer International Publishing.","DOI":"10.1007\/978-3-030-53440-0_12"},{"key":"ref_78","first-page":"1936","article-title":"Influence of artificial intelligence (AI) on customer experience and loyalty: Mediating role of personalization","volume":"38","author":"Ifekanandu","year":"2023","journal-title":"J. Data Acquis. Process."},{"key":"ref_79","doi-asserted-by":"crossref","unstructured":"Alam, A., and Mohanty, A. (2022). Metaverse and Posthuman Animated Avatars for Teaching-Learning Process: Interperception in Virtual Universe for Educational Transformation. International Conference on Innovations in Intelligent Computing and Communications, Springer.","DOI":"10.1007\/978-3-031-23233-6_4"},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"2050015","DOI":"10.1142\/S021964922050015X","article-title":"Designing a customer feedback service channel through AI to improve customer satisfaction in the supermarket industry","volume":"19","author":"Omisakin","year":"2020","journal-title":"J. Inf. Knowl. Manag."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"272","DOI":"10.1111\/j.1365-2648.2008.04774.x","article-title":"Competency measurements: Testing convergent validity for two measures","volume":"64","author":"Cowin","year":"2008","journal-title":"J. Adv. Nurs."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"12706","DOI":"10.5465\/AMBPP.2017.12706abstract","article-title":"Current approaches for assessing convergent and discriminant validity with SEM: Issues and solutions","volume":"Volume 2017","author":"Cheung","year":"2017","journal-title":"Academy of Management Proceedings"},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"1850","DOI":"10.1890\/09-1387.1","article-title":"On goodness-of-fit measure for dendrogram-based analyses","volume":"91","author":"Durbec","year":"2010","journal-title":"Ecology"},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"12085","DOI":"10.1088\/1742-6596\/1874\/1\/012085","article-title":"Discriminant validity: A comparison of CBSEM and consistent PLS using Fornell & Larcker and HTMT approaches","volume":"1874","author":"Afthanorhan","year":"2021","journal-title":"J. Phys. Conf. Ser."},{"key":"ref_85","unstructured":"Kozlovskaia, E. (2019). E-Commerce Effect on Last Mile Logistics in Smart Cities and Opportunities for Case Company X. [Bachelor\u2019s Thesis, Haaga-Helia University of Applied Sciences]."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"871","DOI":"10.1080\/14783360802159543","article-title":"Component-based structural equation modelling","volume":"19","author":"Tenenhaus","year":"2008","journal-title":"Total Qual. Manag. Bus. Excel."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1016\/j.csda.2004.03.005","article-title":"PLS path modeling","volume":"48","author":"Tenenhaus","year":"2005","journal-title":"Comput. Stat. Data Anal."},{"key":"ref_88","doi-asserted-by":"crossref","first-page":"307","DOI":"10.51594\/ijmer.v6i2.772","article-title":"Ai-driven Predictive Analytics in retail: A review of emerging trends and Customer Engagement Strategies","volume":"6","author":"Ajiga","year":"2024","journal-title":"Int. J. Manag. Entrep. Res."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"62","DOI":"10.3126\/nelta.v25i1-2.49731","article-title":"Thematic Analysis Approach: A Step-by-Step Guide for ELT Research Practitioners","volume":"25","author":"Dawadi","year":"2020","journal-title":"J. NELTA"},{"key":"ref_90","first-page":"1557","article-title":"The Textual-Visual Thematic Analysis: A Framework to Analyze the Conjunction and Interaction of Visual and Textual Data","volume":"27","author":"Trombeta","year":"2022","journal-title":"Qual. Rep."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"1139","DOI":"10.2478\/picbe-2023-0102","article-title":"Improving customer experience using Artificial Intelligence in online retail","volume":"17","author":"Tiutiu","year":"2023","journal-title":"Proc. Int. Conf. Bus. Excell."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"102207","DOI":"10.1016\/j.jretconser.2020.102207","article-title":"Shopping intention at AI-powered automated retail stores (AIPARS)","volume":"57","author":"Pillai","year":"2020","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_93","doi-asserted-by":"crossref","unstructured":"Chen, D., Esperan\u00e7a, J.P., and Wang, S. (2022). The impact of artificial intelligence on firm performance: An application of the resource-based view to e-commerce firms. Front. Psychol., 13.","DOI":"10.3389\/fpsyg.2022.884830"},{"key":"ref_94","doi-asserted-by":"crossref","unstructured":"Zhao, C., Shen, H., and Zhang, Y. (2022). The study on the impact of short video tourism vloggers at social media platform on online sharing intention. Front. Psychol., 13.","DOI":"10.3389\/fpsyg.2022.905002"},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"121598","DOI":"10.1016\/j.techfore.2022.121598","article-title":"How AI revolutionizes innovation management\u2013Perceptions and implementation preferences of AI-based innovators","volume":"178","author":"Hutter","year":"2022","journal-title":"Technol. Forecast. Soc. Change"},{"key":"ref_96","first-page":"2610","article-title":"Applications of artificial intelligence in business management, e-commerce and finance","volume":"80","author":"Pallathadka","year":"2023","journal-title":"Mater. Today"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"238","DOI":"10.1007\/s13278-024-01404-9","article-title":"Social network and linguistic analysis of the# nutrition discourse on the social network platform X, formerly known as Twitter","volume":"14","author":"Ellis","year":"2024","journal-title":"Soc. Netw. Anal. Min."},{"key":"ref_98","doi-asserted-by":"crossref","first-page":"155","DOI":"10.24818\/EA\/2021\/56\/155","article-title":"Consumer acceptance of the use of artificial intelligence in online shopping: Evidence from Hungary","volume":"23","author":"Nagy","year":"2021","journal-title":"Amfiteatru Econ."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"66","DOI":"10.30574\/gscarr.2024.18.3.0090","article-title":"E-commerce and consumer behavior: A review of AI-powered personalization and market trends","volume":"18","author":"Raji","year":"2024","journal-title":"GSC Adv. Res. Rev."}],"container-title":["Journal of Theoretical and Applied Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/0718-1876\/20\/4\/311\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,3]],"date-time":"2025-11-03T15:07:30Z","timestamp":1762182450000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/0718-1876\/20\/4\/311"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,3]]},"references-count":99,"journal-issue":{"issue":"4","published-online":{"date-parts":[[2025,12]]}},"alternative-id":["jtaer20040311"],"URL":"https:\/\/doi.org\/10.3390\/jtaer20040311","relation":{},"ISSN":["0718-1876"],"issn-type":[{"value":"0718-1876","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,3]]}}}