{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,28]],"date-time":"2026-03-28T03:17:24Z","timestamp":1774667844540,"version":"3.50.1"},"reference-count":104,"publisher":"MDPI AG","issue":"2","license":[{"start":{"date-parts":[[2025,2,14]],"date-time":"2025-02-14T00:00:00Z","timestamp":1739491200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computers"],"abstract":"<jats:p>This article provides a comprehensive analysis of the research dynamics on the use of Educational Data Mining (EDM) and predictive modeling (PM) in the era of Artificial Intelligence (AI) based on the review of 793 articles published between 2000 and 2024 in the Scopus database. The study employs bibliometric analysis and systematic literature review to identify emerging trends, methodologies, and applications in these fields. The main objective of the study is to examine the primary methodologies and innovations within AI, especially in the context of EDM and PM. It highlights how these technologies can optimize the prediction of student performance, support personalized learning, and enable timely interventions through the analysis of student data. The study also examines the role of AI in improving teaching practices, ensuring that educators maintain control over the system and minimize potential biases. Furthermore, the article addresses the ethical implications of AI implementation in education, such as privacy protection, algorithm transparency, and equity in access to learning. The findings suggest that AI has the potential to significantly improve educational outcomes and optimize student tracking, resource allocation, and the overall effectiveness of educational institutions. The responsible implementation of AI in education is emphasized to ensure inclusive and fair environments for all students.<\/jats:p>","DOI":"10.3390\/computers14020068","type":"journal-article","created":{"date-parts":[[2025,2,14]],"date-time":"2025-02-14T03:20:52Z","timestamp":1739503252000},"page":"68","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":13,"title":["Educational Data Mining and Predictive Modeling in the Age of Artificial Intelligence: An In-Depth Analysis of Research Dynamics"],"prefix":"10.3390","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0741-5367","authenticated-orcid":false,"given":"Eloy","family":"L\u00f3pez-Meneses","sequence":"first","affiliation":[{"name":"Department of Education and Social Psychology, Pablo de Olavide University, 41013 Sevilla, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8982-2120","authenticated-orcid":false,"given":"Pedro C.","family":"Mellado-Moreno","sequence":"additional","affiliation":[{"name":"Department of Education Sciences, Language, Culture and Arts, Rey Juan Carlos University, Paseo Artilleros s\/n, 28032 Madrid, Spain"}]},{"given":"Celia","family":"Gallardo Herrer\u00edas","sequence":"additional","affiliation":[{"name":"Department of Education, University of Almer\u00eda, 04120 Almer\u00eda, Spain"}]},{"given":"Noelia","family":"Pel\u00edcano-Piris","sequence":"additional","affiliation":[{"name":"Faculty of Education, International University of La Rioja, Av. de la Paz, 137, 26006 Logro\u00f1o, Spain"}]}],"member":"1968","published-online":{"date-parts":[[2025,2,14]]},"reference":[{"key":"ref_1","first-page":"124","article-title":"Education 4.0 using artificial intelligence for students performance analysis","volume":"23","author":"Chen","year":"2020","journal-title":"Intel. Artif."},{"key":"ref_2","doi-asserted-by":"crossref","first-page":"100304","DOI":"10.1016\/j.caeai.2024.100304","article-title":"How to responsibly deploy a predictive modelling dashboard for study advisors? A use case illustrating various stakeholder perspectives","volume":"7","author":"Goudriaan","year":"2024","journal-title":"Comput. Educ. Artif. Intell."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"1","DOI":"10.34190\/ejel.22.5.3467","article-title":"Harnessing AI for Education 4.0: Drivers of Personalized Learning","volume":"22","author":"Castro","year":"2024","journal-title":"Electron. J. E-Learn."},{"key":"ref_4","doi-asserted-by":"crossref","first-page":"7041","DOI":"10.1007\/s11192-022-04299-5","article-title":"Connecting brain and heart: Artificial intelligence for sustainable development","volume":"127","author":"Chavarro","year":"2022","journal-title":"Scientometrics"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"100221","DOI":"10.1016\/j.caeai.2024.100221","article-title":"The impact of generative AI on higher education learning and teaching: A study of educators\u2019 perspectives","volume":"6","author":"Lee","year":"2024","journal-title":"Comput. Educ. Artif. Intell."},{"key":"ref_6","first-page":"169","article-title":"Predictive Analysis of Computer Science Student Performance: An ACM2013 Knowledge Area Approach","volume":"29","author":"Almiman","year":"2024","journal-title":"Ing. Des Syst. D\u2019information"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"61","DOI":"10.3991\/ijep.v14i1.42421","article-title":"Benefits of Metaverse Application in Education: A Systematic Review","volume":"14","year":"2024","journal-title":"Int. J. Eng. Pedagog."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"2484","DOI":"10.1111\/bjet.12831","article-title":"TAM and stages of adoption of blended learning in higher education by application of data mining techniques","volume":"50","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Aunimo, L., Kauttonen, J., Vahtola, M., and Huttunen, S. (2024). Combining data from a LMS and a student register for exploring factors affecting study duration. J. Comput. High. Educ., 1\u201324.","DOI":"10.1007\/s12528-024-09414-4"},{"key":"ref_10","first-page":"832","article-title":"Scientific mapping of gamification in web of science","volume":"10","year":"2020","journal-title":"Eur. J. Investig. Health Psychol. Educ."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"e781","DOI":"10.7717\/peerj-cs.781","article-title":"Proposal of a remote education model with the integration of an ICT architecture to improve learning management","volume":"7","author":"Villegas","year":"2021","journal-title":"PeerJ Comput. Sci."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1007\/s42979-024-02909-y","article-title":"Cross Classification Matrix to Evaluate the Performance of Machine Learning Algorithms in Predicting Students Performance of Developing Regions","volume":"5","author":"Dad","year":"2024","journal-title":"SN Comput. Sci."},{"key":"ref_13","first-page":"4067721","article-title":"Student Performance Prediction Using Machine Learning Algorithms","volume":"2024","author":"Ahmed","year":"2024","journal-title":"Appl. Comput. Intell. Soft Comput."},{"key":"ref_14","first-page":"337","article-title":"A Systematic Review of Research on the Use of Artificial Intelligence in English Language Teaching and Learning (2015\u20132021): What are the Current Effects?","volume":"21","year":"2022","journal-title":"J. Inf. Technol. Educ. Res."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"119729","DOI":"10.1016\/j.eswa.2023.119729","article-title":"A data mining framework for reporting trends in the predictive contribution of factors related to educational achievement","volume":"221","author":"Brito","year":"2023","journal-title":"Expert Syst. Appl."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"16387","DOI":"10.1007\/s10639-024-12491-8","article-title":"Artificial intelligence in education research during 2013\u20132023: A review based on bibliometric analysis","volume":"29","author":"Guo","year":"2024","journal-title":"Educ. Inf. Technol."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"732","DOI":"10.1007\/s40593-023-00357-y","article-title":"Positive Artificial Intelligence in Education (P-AIED): A Roadmap","volume":"34","author":"Bittencourt","year":"2024","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1186\/s41239-022-00371-5","article-title":"An early warning system to identify and intervene online dropout learners","volume":"20","author":"Cortadas","year":"2023","journal-title":"Int. J. Educ. Technol. High. Educ."},{"key":"ref_19","first-page":"1","article-title":"Strategies for the implementation of aesthetic education in music teaching in colleges and universities under the threshold of big data","volume":"9","author":"Zhu","year":"2024","journal-title":"Appl. Math. Nonlinear Sci."},{"key":"ref_20","first-page":"776","article-title":"Assessment of the Effect of Attitudes of Information Engineering Students on Academic Misconduct","volume":"40","author":"Juan","year":"2024","journal-title":"Int. J. Eng. Educ."},{"key":"ref_21","first-page":"133","article-title":"Applying Markov-based forecasting in enrolment planning","volume":"17","author":"Rouhi","year":"2019","journal-title":"J. Institutional Res. South East Asia"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"713","DOI":"10.1007\/s40593-016-0100-5","article-title":"We\u2019re in this Together: Intentional Design of Social Relationships with AIED Systems","volume":"26","author":"Walker","year":"2016","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_23","first-page":"329","article-title":"Research on the Relationship between the Development of Artificial Intelligence Technology and the Change of Education Goals","volume":"10","author":"Ishak","year":"2022","journal-title":"Int. J. Intell. Syst. Appl. Eng."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"4857","DOI":"10.1007\/s10639-021-10469-4","article-title":"Developing gamification e-quizzes based on an android app: The impact of asynchronous form","volume":"26","author":"Areed","year":"2021","journal-title":"Educ. Inf. Technol."},{"key":"ref_25","first-page":"1254","article-title":"Recent advances, key techniques and future challenges of knowledge graph","volume":"42","author":"Ma","year":"2020","journal-title":"Chin. J. Eng."},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Tolentino, R., Rodriguez, C., Hersson-Edery, F., Lane, J., and Abbasgholizadeh Rahimi, S. (2024). Perspectives on virtual interviews and emerging technologies integration in family medicine residency programs: A cross-sectional survey study. BMC Med. Educ., 24.","DOI":"10.1186\/s12909-024-05874-5"},{"key":"ref_27","first-page":"102","article-title":"Gender Differences in Cognitive Load when Applying Game Based Learning with Intelligent Robots","volume":"24","author":"Chen","year":"2021","journal-title":"Educ. Technol. Soc."},{"key":"ref_28","first-page":"491","article-title":"A Comprehensive Pedagogical Framework for Teaching IoS App Design Course","volume":"37","author":"Lokare","year":"2024","journal-title":"J. Eng. Educ. Transform."},{"key":"ref_29","doi-asserted-by":"crossref","first-page":"992","DOI":"10.1007\/s40593-022-00323-0","article-title":"A Survey of Current Machine Learning Approaches to Student Free-Text Evaluation for Intelligent Tutoring","volume":"33","author":"Bai","year":"2023","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Yu, J.H., and Chauhan, D. (2024). Trends in NLP for personalized learning: LDA and sentiment analysis insights. Educ. Inf. Technol., 1\u201342.","DOI":"10.1007\/s10639-024-12988-2"},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"173","DOI":"10.5430\/jct.v13n4p173","article-title":"Taxonomy of Educational Objectives: Teaching, Learning, and Assessing in the Information and Artificial Intelligence Era","volume":"13","author":"AlAfnan","year":"2024","journal-title":"J. Curric. Teach."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1186\/s41239-024-00451-8","article-title":"Exploring intention of undergraduate students to embrace chatbots: From the vantage point of Lesotho","volume":"21","author":"Ayanwale","year":"2024","journal-title":"Int. J. Educ. Technol. High. Educ."},{"key":"ref_33","doi-asserted-by":"crossref","first-page":"179273","DOI":"10.1109\/ACCESS.2019.2956157","article-title":"EduRSS: A Blockchain-Based Educational Records Secure Storage and Sharing Scheme","volume":"7","author":"Li","year":"2019","journal-title":"IEEE Access"},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1718","DOI":"10.1109\/COMST.2018.2867288","article-title":"Security and Privacy of Smart Cities: A Survey, Research Issues and Challenges","volume":"21","author":"Sookhak","year":"2019","journal-title":"IEEE Commun. Surv. Tutor."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"80","DOI":"10.1515\/comp-2019-0005","article-title":"Privacy-aware blockchain for personal data sharing and tracking","volume":"9","author":"Onik","year":"2019","journal-title":"Open Comput. Sci."},{"key":"ref_36","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1108\/LHTN-03-2024-0048","article-title":"Impact of artificial intelligence on health information literacy: Guidance for healthcare professionals","volume":"41","author":"Adegboye","year":"2024","journal-title":"Libr. Hi Tech News"},{"key":"ref_37","first-page":"198","article-title":"Computer vision for visual arts collections: Looking at algorithmic bias, transparency, and labor","volume":"40","author":"Craig","year":"2021","journal-title":"Art Doc."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"2075","DOI":"10.1111\/bjet.13508","article-title":"Vulnerable student digital well-being in AI-powered educational decision support systems (AI-EDSS) in higher education","volume":"55","author":"Prinsloo","year":"2024","journal-title":"Br. J. Educ. Technol."},{"key":"ref_39","doi-asserted-by":"crossref","unstructured":"Vega-Gonzalo, M., and Christidis, P. (2022). Fair Models for Impartial Policies: Controlling Algorithmic Bias in Transport Behavioural Modelling. Sustainability, 14.","DOI":"10.3390\/su14148416"},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"137","DOI":"10.1007\/s11423-023-10203-6","article-title":"Teachers\u2019 AI digital competencies and twenty-first century skills in the post-pandemic world","volume":"71","author":"Ng","year":"2023","journal-title":"Educ. Technol. Res. Dev."},{"key":"ref_41","first-page":"578","article-title":"Using Artificial Intelligence Tools in Teaching a Foreign Language in Higher Technical Institutions","volume":"12","author":"Nikonova","year":"2023","journal-title":"Eur. J. Contemp. Educ."},{"key":"ref_42","doi-asserted-by":"crossref","unstructured":"Mondragon-Estrada, E., Kirschning, I., Nolazco-Flores, J.A., and Camacho-Zu\u00f1iga, C. (2023). Fostering digital transformation in education: Technology enhanced learning from professors\u2019 experiences in emergency remote teaching. Front. Educ., 8.","DOI":"10.3389\/feduc.2023.1250461"},{"key":"ref_43","doi-asserted-by":"crossref","unstructured":"Abdullahi, I., Longo, S., and Samie, M. (2024). Towards a Distributed Digital Twin Framework for Predictive Maintenance in Industrial Internet of Things (IIoT). Sensors, 24.","DOI":"10.3390\/s24082663"},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"101491","DOI":"10.1016\/j.tsc.2024.101491","article-title":"Development of a design course for medical curriculum: Using design thinking as an instructional design method empowered by constructive alignment and generative AI","volume":"52","author":"Aboutajeddine","year":"2024","journal-title":"Think. Ski. Creat."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"51787","DOI":"10.1007\/s11042-023-17587-w","article-title":"The effect of consanguineous marriage on reading disability based on deep neural networks","volume":"83","author":"Talaat","year":"2024","journal-title":"Multimed. Tools Appl."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1177\/23476311241290894","article-title":"Integrating Artificial Intelligence with NHEQF Descriptors for Pedagogical Excellence","volume":"12","author":"Namboothiri","year":"2025","journal-title":"High. Educ. Future"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1145\/3675416","article-title":"Toward Effective AI Support for Developers","volume":"22","author":"Khemka","year":"2024","journal-title":"Queue"},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"416","DOI":"10.26803\/ijlter.23.6.19","article-title":"Exploring an Innovative Educational Governance Framework: Leveraging Artificial Intelligence in a Stakeholder-Driven \u00abOpen Campus Model\u00bb in South East Nigerian Universities","volume":"23","author":"Ukeje","year":"2024","journal-title":"Int. J. Learn. Teach. Educ. Res."},{"key":"ref_49","doi-asserted-by":"crossref","unstructured":"van Eck, N.J., and Waltman, L. (2014). Visualizing Bibliometric Networks. Measuring Scholarly Impact, Springer International Publishing.","DOI":"10.1007\/978-3-319-10377-8_13"},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1007\/s11192-009-0146-3","article-title":"Software survey: VOSviewer, a computer program for bibliometric mapping","volume":"84","author":"Waltman","year":"2010","journal-title":"Scientometrics"},{"key":"ref_51","doi-asserted-by":"crossref","first-page":"1053","DOI":"10.1007\/s11192-017-2300-7","article-title":"Citation-based clustering of publications using CitNetExplorer and VOSviewer","volume":"111","author":"Waltman","year":"2017","journal-title":"Scientometrics"},{"key":"ref_52","first-page":"164","article-title":"La Realidad Aumentada como recurso creativo en la educaci\u00f3n: Una revisi\u00f3n global","volume":"32","year":"2020","journal-title":"Rev. Creat. Y Soc."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"190","DOI":"10.1177\/11356405241235087","article-title":"Analysing the teaching-learning process in the university virtual classroom at the beginning of the COVID-19 pandemic","volume":"36","year":"2024","journal-title":"Cult. Educ."},{"key":"ref_54","first-page":"1275","article-title":"Some bibliometric procedures for analyzing and evaluating research fields","volume":"48","author":"Cobo","year":"2018","journal-title":"Appl. Intell."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"9","DOI":"10.3233\/JIFS-179058","article-title":"Smart data mining algorithm for intelligent education","volume":"37","author":"Wang","year":"2019","journal-title":"J. Intell. Fuzzy Syst."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1080\/09523987.2015.1095522","article-title":"Competence and usage of Web 2.0 technologies by higher education faculty","volume":"52","author":"Soomro","year":"2015","journal-title":"Educ. Media Int."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"e12835","DOI":"10.2196\/12835","article-title":"Exploring Efficacy of a Serious Game (Tobbstop) for Smoking Cessation During Pregnancy: Randomized Controlled Trial","volume":"7","author":"Duch","year":"2019","journal-title":"JMIR Serious Games"},{"key":"ref_58","first-page":"1","article-title":"Classification model for student dropouts using machine learning: A case study","volume":"10","year":"2023","journal-title":"EAI Endorsed Trans. Scalable Inf. Syst."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"17","DOI":"10.3917\/jie.pr1.0126","article-title":"Enabling Responsible Banking through the Application of Blockchain","volume":"41","author":"Griffiths","year":"2023","journal-title":"J. Innov. Econ. Manag."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"2368997","DOI":"10.1080\/2331186X.2024.2368997","article-title":"Leading the digitalization in K\u201312 education at the municipality level","volume":"11","year":"2024","journal-title":"Cogent Educ."},{"key":"ref_61","first-page":"7250","article-title":"A \u00abmissing\u00bb family of classical orthogonal polynomials","volume":"58","author":"Vinet","year":"2010","journal-title":"Antimicrob. Agents Chemother."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"370","DOI":"10.26803\/ijlter.23.5.19","article-title":"Impact of Artificial Intelligence on Teacher Training in Open Distance and Electronic Learning","volume":"23","author":"Mbambo","year":"2024","journal-title":"Int. J. Learn. Teach. Educ. Res."},{"key":"ref_63","first-page":"279","article-title":"Academic Identity Development of Doctoral Scholars in an Online Writing Group","volume":"17","author":"Subedi","year":"2022","journal-title":"Int. J. Dr. Stud."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"5633","DOI":"10.1080\/10494820.2021.2012813","article-title":"Understanding students\u2019 participation of intelligent teaching: An empirical study considering artificial intelligence usefulness, interactive reward, satisfaction, university support and enjoyment","volume":"31","author":"Wang","year":"2023","journal-title":"Interact. Learn. Environ."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"3866006","DOI":"10.1155\/2021\/3866006","article-title":"Blockchain-Envisioned Secure Authentication Approach in AIoT: Applications, Challenges, and Future Research","volume":"2021","author":"Wazid","year":"2021","journal-title":"Wirel. Commun. Mob. Comput."},{"key":"ref_66","first-page":"116","article-title":"Evolution Toward Artificial Intelligence of Things Under 6G Ubiquitous-X","volume":"27","author":"Zhang","year":"2020","journal-title":"J. Harbin Inst. Technol."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1445","DOI":"10.47974\/JDMSC-1998","article-title":"Investigation on the analysis of integration of IoT and AI technologies with information security for advanced education 4.0","volume":"27","author":"Upreti","year":"2024","journal-title":"J. Discret. Math. Sci. Cryptogr."},{"key":"ref_68","doi-asserted-by":"crossref","unstructured":"Kondoyanni, M., Loukatos, D., Arvanitis, K.G., Lygkoura, K.-A., Symeonaki, E., and Maraveas, C. (2024). Adding Machine-Learning Functionality to Real Equipment for Water Preservation: An Evaluation Case Study in Higher Education. Sustainability, 16.","DOI":"10.3390\/su16083261"},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"294","DOI":"10.26599\/BDMA.2021.9020030","article-title":"Predicting Students\u2019 Final Performance Using Artificial Neural Networks","volume":"5","author":"Ahajjam","year":"2022","journal-title":"Big Data Min. Anal."},{"key":"ref_70","first-page":"100","article-title":"Toward Educational Sustainability: An AI System for Identifying and Preventing Student Dropout","volume":"19","author":"Brand","year":"2024","journal-title":"Rev. Iberoam. Tecnol. Aprendiz."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"3821","DOI":"10.37418\/amsj.9.6.61","article-title":"Prediction of student dropout using enhanced machine learning algorithm","volume":"9","author":"Sallan","year":"2020","journal-title":"Adv. Math. Sci. J."},{"key":"ref_72","first-page":"1","article-title":"Evaluation of the Established IoT Smart Home Robot Teaching Module Based on Embedded Thematic-Approach Strategy","volume":"2020","author":"Yao","year":"2020","journal-title":"Math. Probl. Eng."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"10473","DOI":"10.1007\/s10639-023-12229-y","article-title":"Design of a future scenarios toolkit for an ethical implementation of artificial intelligence in education","volume":"29","author":"Mouta","year":"2024","journal-title":"Educ. Inf. Technol."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"17411432241240604","DOI":"10.1177\/17411432241240604","article-title":"Teacher leadership in professional learning communities in early childhood education: A Chinese perspective","volume":"2024","author":"Wang","year":"2024","journal-title":"Educ. Manag. Adm. Leadersh."},{"key":"ref_75","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1016\/j.ecresq.2006.07.007","article-title":"Preschool experience in 10 countries: Cognitive and language performance at age 7","volume":"21","author":"Montie","year":"2006","journal-title":"Early Child. Res. Q."},{"key":"ref_76","first-page":"661","article-title":"Academics\u2019 attitudes towards online education amidst the Covid-19 outbreak","volume":"36","author":"Dassanayaka","year":"2022","journal-title":"Int. J. Educ. Manag."},{"key":"ref_77","doi-asserted-by":"crossref","unstructured":"Ebrahim, E.A., and Cengiz, M.A. (2022). Predicting Verbal Learning and Memory Assessments of Older Adults Using Bayesian Hierarchical Models. Front. Psychol., 13.","DOI":"10.3389\/fpsyg.2022.855379"},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"118","DOI":"10.26803\/ijlter.23.4.7","article-title":"Beyond the Dictionary: Redefining Translation Education with Artificial Intelligence-Assisted App Design and Training","volume":"23","author":"Bakhov","year":"2024","journal-title":"Int. J. Learn. Teach. Educ. Res."},{"key":"ref_79","first-page":"22","article-title":"AI Literacy Across Curriculum Design: Investigating College Instructors\u2019 Perspectives","volume":"28","author":"Salhab","year":"2024","journal-title":"Online Learn. J."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s41239-024-00448-3","article-title":"Embracing the future of Artificial Intelligence in the classroom: The relevance of AI literacy, prompt engineering, and critical thinking in modern education","volume":"21","author":"Walter","year":"2024","journal-title":"Int. J. Educ. Technol. High. Educ."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"1439","DOI":"10.1016\/j.compedu.2007.01.002","article-title":"Educational affordances of PDAs: A study of a teacher\u2019s exploration of this technology","volume":"50","author":"Churchill","year":"2008","journal-title":"Comput. Educ."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"101910","DOI":"10.1016\/j.sysarc.2020.101910","article-title":"ConGradetect: Blockchain-based detection of code and identity privacy vulnerabilities in crowdsourcing","volume":"114","author":"Wang","year":"2021","journal-title":"J. Syst. Archit."},{"key":"ref_83","first-page":"337","article-title":"Research and Progress on Learning-Based Source Code Vulnerability Detection","volume":"47","author":"Su","year":"2024","journal-title":"Chin. J. Comput."},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"Yang, J., Onik, M., Lee, N.-Y., Ahmed, M., and Kim, C.-S. (2019). Proof-of-Familiarity: A Privacy-Preserved Blockchain Scheme for Collaborative Medical Decision-Making. Appl. Sci., 9.","DOI":"10.3390\/app9071370"},{"key":"ref_85","first-page":"63","article-title":"Learning outcomes of leader and leadership development: Method of Soft and Female leadership (SFL) empirical framework for driving the gender equality change in Mediterranean Engineering Education","volume":"1","author":"Zabaniotou","year":"2021","journal-title":"Open Res. Eur."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"667","DOI":"10.1016\/j.asoc.2015.08.039","article-title":"Inferring causal networks using fuzzy cognitive maps and evolutionary algorithms with application to gene regulatory network reconstruction","volume":"37","author":"Chen","year":"2015","journal-title":"Appl. Soft Comput. J."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"211","DOI":"10.1007\/s11721-017-0138-5","article-title":"Learning cluster-based classification systems with ant colony optimization algorithms","volume":"11","author":"Salama","year":"2017","journal-title":"Swarm Intell."},{"key":"ref_88","first-page":"1","article-title":"Academic Evolution in the Age of ChatGPT: An In-depth Qualitative Exploration of its Influence on Research, Learning, and Ethics in Higher Education","volume":"21","author":"Isiaku","year":"2024","journal-title":"J. Univ. Teach. Learn. Pract."},{"key":"ref_89","doi-asserted-by":"crossref","first-page":"30604","DOI":"10.1109\/ACCESS.2024.3369586","article-title":"Explainable Models for Predicting Academic Pathways for High School Students in Saudi Arabia","volume":"12","author":"Abdalkareem","year":"2024","journal-title":"IEEE Access"},{"key":"ref_90","first-page":"21","article-title":"Emerging educational technologies and research directions","volume":"16","author":"Spector","year":"2013","journal-title":"Educ. Technol. Soc."},{"key":"ref_91","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1016\/j.chb.2017.01.047","article-title":"Evaluating the effectiveness of educational data mining techniques for early prediction of students\u2019 academic failure in introductory programming courses","volume":"73","author":"Costa","year":"2017","journal-title":"Comput. Hum. Behav."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"8299","DOI":"10.1007\/s10639-022-11536-0","article-title":"Recent advances in Predictive Learning Analytics: A decade systematic review (2012\u20132022)","volume":"28","author":"Sghir","year":"2023","journal-title":"Educ. Inf. Technol."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"12289","DOI":"10.1007\/s10639-023-12358-4","article-title":"Academic engagement and management of personalised active learning in higher education digital ecosystems","volume":"29","year":"2024","journal-title":"Educ. Inf. Technol."},{"key":"ref_94","doi-asserted-by":"crossref","first-page":"2201","DOI":"10.11591\/eei.v10i4.2502","article-title":"Determining patterns of student graduation using a bi-level learning framework","volume":"10","author":"Nanglae","year":"2021","journal-title":"Bull. Electr. Eng. Inform."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"e671","DOI":"10.51252\/rcsi.v4i2.671","article-title":"Avances en el uso de inteligencia artificial para la mejora del control y la detecci\u00f3n de fraudes en organizaciones","volume":"4","year":"2024","journal-title":"Rev. Cient\u00edfica Sist. Inform\u00e1tica"},{"key":"ref_96","doi-asserted-by":"crossref","unstructured":"Hamal, O., El Faddouli, N.-E., Harouni, M.H.A., and Lu, J. (2022). Artificial Intelligent in Education. Sustainability, 14.","DOI":"10.3390\/su14052862"},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"131286","DOI":"10.1109\/ACCESS.2021.3114286","article-title":"IoT Inspired Intelligent Monitoring and Reporting Framework for Education 4.0","volume":"9","author":"Verma","year":"2021","journal-title":"IEEE Access"},{"key":"ref_98","first-page":"177","article-title":"Redistribution and affectivity as dimensions of social justice. The interventions of the Third Sector in the transitions of the education to the work","volume":"21","author":"Jacinto","year":"2017","journal-title":"Profr.-Rev. Curric. Form. Profr."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"100293","DOI":"10.1016\/j.caeai.2024.100293","article-title":"Advancing student outcome predictions through generative adversarial networks","volume":"7","author":"Farhood","year":"2024","journal-title":"Comput. Educ. Artif. Intell."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1186\/s13643-023-02266-6","article-title":"Reviewing the current state of virtual reality integration in medical education\u2014A scoping review protocol","volume":"12","author":"Mergen","year":"2023","journal-title":"Syst. Rev."},{"key":"ref_101","doi-asserted-by":"crossref","unstructured":"Nnadi, L.C., Watanobe, Y., Rahman, M.M., and John-Otumu, A.M. (2024). Prediction of Students\u2019 Adaptability Using Explainable AI in Educational Machine Learning Models. Appl. Sci., 14.","DOI":"10.20944\/preprints202405.0933.v1"},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"274","DOI":"10.1007\/s40593-023-00331-8","article-title":"Interpretable Dropout Prediction: Towards XAI-Based Personalized Intervention","volume":"34","author":"Nagy","year":"2024","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_103","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1108\/DLO-09-2022-0183","article-title":"Emerging technologies for digitalized learning in higher education","volume":"37","author":"Janahi","year":"2023","journal-title":"Dev. Learn. Organ."},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"146","DOI":"10.56294\/dm2023146","article-title":"Harnessing Artificial Intelligence for Personalized Learning: A Systematic Review","volume":"2","author":"Rasheed","year":"2023","journal-title":"Data Metadata"}],"container-title":["Computers"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/2073-431X\/14\/2\/68\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T16:34:07Z","timestamp":1760027647000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/2073-431X\/14\/2\/68"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,2,14]]},"references-count":104,"journal-issue":{"issue":"2","published-online":{"date-parts":[[2025,2]]}},"alternative-id":["computers14020068"],"URL":"https:\/\/doi.org\/10.3390\/computers14020068","relation":{},"ISSN":["2073-431X"],"issn-type":[{"value":"2073-431X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,2,14]]}}}