{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T07:14:31Z","timestamp":1781680471633,"version":"3.54.5"},"reference-count":141,"publisher":"MDPI AG","issue":"1","license":[{"start":{"date-parts":[[2021,12,29]],"date-time":"2021-12-29T00:00:00Z","timestamp":1640736000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100000286","name":"British Academy","doi-asserted-by":"publisher","award":["SRG1920 \/ 100529"],"award-info":[{"award-number":["SRG1920 \/ 100529"]}],"id":[{"id":"10.13039\/501100000286","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Information"],"abstract":"<jats:p>This exploratory review attempted to gather evidence from the literature by shedding light on the emerging phenomenon of conceptualising the impact of artificial intelligence in education. The review utilised the PRISMA framework to review the analysis and synthesis process encompassing the search, screening, coding, and data analysis strategy of 141 items included in the corpus. Key findings extracted from the review incorporate a taxonomy of artificial intelligence applications with associated teaching and learning practice and a framework for helping teachers to develop and self-reflect on the skills and capabilities envisioned for employing artificial intelligence in education. Implications for ethical use and a set of propositions for enacting teaching and learning using artificial intelligence are demarcated. The findings of this review contribute to developing a better understanding of how artificial intelligence may enhance teachers\u2019 roles as catalysts in designing, visualising, and orchestrating AI-enabled teaching and learning, and this will, in turn, help to proliferate AI-systems that render computational representations based on meaningful data-driven inferences of the pedagogy, domain, and learner models.<\/jats:p>","DOI":"10.3390\/info13010014","type":"journal-article","created":{"date-parts":[[2021,12,29]],"date-time":"2021-12-29T23:31:35Z","timestamp":1640820695000},"page":"14","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":215,"title":["Power to the Teachers: An Exploratory Review on Artificial Intelligence in Education"],"prefix":"10.3390","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9625-1490","authenticated-orcid":false,"given":"Petros","family":"Lameras","sequence":"first","affiliation":[{"name":"Centre of Post-Digital Cultures & School of Computing, Electronics and Mathematics, Coventry University, Coventry CV1 5FB, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sylvester","family":"Arnab","sequence":"additional","affiliation":[{"name":"Centre of Post-Digital Cultures & School of Computing, Electronics and Mathematics, Coventry University, Coventry CV1 5FB, UK"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2021,12,29]]},"reference":[{"key":"ref_1","unstructured":"Seldon, A., and Abidoye, O. (2018). The Fourth Education Revolution: Will Artificial Intelligence Liberate or Infantilise Humanity, The University of Buckingham Press."},{"key":"ref_2","unstructured":"Holmes, W., Bialik, M., and Fadel, C. (2019). Artificial Intelligence in Education: Promises and Implications for Teaching and Learning, Center for Curriculum Redesign."},{"key":"ref_3","doi-asserted-by":"crossref","first-page":"b2535","DOI":"10.1136\/bmj.b2535","article-title":"Preferred Reporting Items for Systematic Reviews and Meta-Analyses: The PRISMA Statement","volume":"339","author":"Moher","year":"2009","journal-title":"BMJ"},{"key":"ref_4","unstructured":"Tegmark, M. (2017). Life 3.0: Being Human in the Age of Artificial Intelligence, Allen Lane."},{"key":"ref_5","unstructured":"Baker, T., Smith, L., and Anissa, N. (2021, November 18). Educ-AI-Tion Rebooted? Nesta. Available online: https:\/\/media.nesta.org.uk\/documents\/Future_of_AI_and_education_v5_WEB.pdf."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1080\/13600834.2018.1488659","article-title":"Artificial Intelligence and Augmented Intelligence Collaboration: Regaining Trust and Confidence in the Financial Sector","volume":"27","author":"Lui","year":"2018","journal-title":"Inf. Commun. Technol. Law"},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1631\/FITEE.1700053","article-title":"Hybrid-Augmented Intelligence: Collaboration and Cognition","volume":"18","author":"Zheng","year":"2017","journal-title":"Front. Inf. Technol. Electron. Eng."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"283","DOI":"10.1007\/s40593-019-00178-y","article-title":"Problematizing Helps! A Classroom Study of Computer-Based Guidance for Invention Activities","volume":"29","author":"Chase","year":"2019","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"2:1","DOI":"10.1147\/JRD.2019.2940428","article-title":"Teaching AI Agents Ethical Values Using Reinforcement Learning and Policy Orchestration","volume":"63","author":"Noothigattu","year":"2019","journal-title":"IBM J. Res. Dev."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"63","DOI":"10.1016\/j.ijinfomgt.2019.01.021","article-title":"Artificial Intelligence for Decision Making in the Era of Big Data\u2014Evolution, Challenges and Research Agenda","volume":"48","author":"Duan","year":"2019","journal-title":"Int. J. Inf. Manag."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"15","DOI":"10.1016\/j.bushor.2018.08.004","article-title":"Siri, Siri, in My Hand: Who\u2019s the Fairest in the Land? On the Interpretations, Illustrations, and Implications of Artificial Intelligence","volume":"62","author":"Kaplan","year":"2019","journal-title":"Bus. Horiz."},{"key":"ref_12","unstructured":"Tuomi, I., Cabrera, M., Vuorikari, R., Punie, Y., European Commission, and Joint Research Centre (2018). The Impact of Artificial Intelligence on Learning, Teaching, and Education: Policies for the Future, Publications Office of the European Union."},{"key":"ref_13","unstructured":"Puentedura, R. (2013, January 29). SAMR: Moving from Enhancement to Transformation. Proceedings of the 2013 AIS ICT Management and Leadership Conference, Canberra, Australia."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"93","DOI":"10.2478\/rem-2019-0013","article-title":"A \u201cPsychopathic\u201d Artificial Intelligence: The Possible Risks of a Deviating AI in Education","volume":"11","author":"Zanetti","year":"2019","journal-title":"Res. Educ. Media"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"99","DOI":"10.2167\/la416.0","article-title":"Artificial Intelligence and Second Language Learning: An Efficient Approach to Error Remediation","volume":"16","author":"Dodigovic","year":"2007","journal-title":"Lang. Aware."},{"key":"ref_16","unstructured":"Cameron, R.M. (2019). A.I.\u2014101: A Primer on Using Artifical Intelligence in Education, Exceedly Press."},{"key":"ref_17","doi-asserted-by":"crossref","first-page":"22","DOI":"10.1186\/s41039-017-0062-8","article-title":"Exploring the Impact of Artificial Intelligence on Teaching and Learning in Higher Education","volume":"12","author":"Popenici","year":"2017","journal-title":"Res. Pract. Technol. Enhanc. Learn."},{"key":"ref_18","unstructured":"Luckin, R., Holmes, W., Griffiths, M., Corcier, L.B., Pearson (Firm), and University College, L (2021, November 18). Intelligence Unleashed: An Argument for AI in Education. Available online: https:\/\/discovery.ucl.ac.uk\/id\/eprint\/1475756\/."},{"key":"ref_19","unstructured":"Zhou, X., Van Brummelen, J., and Lin, P. (2020). Designing AI Learning Experiences for K-12: Emerging Works, Future Opportunities and a Design Framework. arXiv."},{"key":"ref_20","unstructured":"Kukulska-Hulme, A., Beirne, E., Conole, G., Costello, E., Coughlan, T., Ferguson, R., FitzGerald, G., Gaved, M., Herodotou, C., and Holmes, W. (2020). Innovating Pedagogy 2020: Open University Innovation Report 8, The Open University."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"661","DOI":"10.1016\/j.compedu.2012.03.004","article-title":"A Systematic Literature Review of Empirical Evidence on Computer Games and Serious Games","volume":"59","author":"Connolly","year":"2012","journal-title":"Comput. Educ."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"544","DOI":"10.1007\/s40593-016-0106-z","article-title":"The Evolution of Research on Digital Education","volume":"26","author":"Dillenbourg","year":"2016","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_23","unstructured":"Skinner, B.F. (1954). Are Theories of Learning Necessary, Black Curtain Press."},{"key":"ref_24","unstructured":"Gagn\u00e9, R.M. (1985). The Conditions of Learning and Theory of Instruction, Holt, Rinehart and Winston. [4th ed.]."},{"key":"ref_25","unstructured":"Britain, S., and Liber, O. (2012). A Framework for Pedagogical Evaluation of Virtual Learning Environments, HAL."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"17","DOI":"10.1016\/j.compedu.2003.12.018","article-title":"Mapping Pedagogy and Tools for Effective Learning Design","volume":"43","author":"Conole","year":"2004","journal-title":"Comput. Educ."},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"139","DOI":"10.28945\/2127","article-title":"Design and Redesign of a Multimodal Classroom Task\u2014Implications for Teaching and Learning","volume":"14","year":"2015","journal-title":"JITE Res."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"241","DOI":"10.3102\/0091732X07310586","article-title":"Multimodality and Literacy in School Classrooms","volume":"32","author":"Jewitt","year":"2008","journal-title":"Rev. Res. Educ."},{"key":"ref_29","unstructured":"Piaget, J. (1970). Science of Education and the Psychology of the Child, Orion Press."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Conole, G., and Oliver, M. (2007). The Design of Learning Technologies. Contemporary Perspectives in e-Learning Research: Themes, Methods and Impact on Practice, Routledge.","DOI":"10.4324\/9780203966266"},{"key":"ref_31","unstructured":"Vygotsky, L.S., and Cole, M. (1978). Mind in Society: The Development of Higher Psychological Processes, Harvard University Press."},{"key":"ref_32","unstructured":"Duffy, T.M., and Cunningham, D.J. (1996). Constructivism: Implications for the Design and Delivery of Instruction. Handbook of Research for Educational Communications and Technology, Macmillan Library Reference USA."},{"key":"ref_33","unstructured":"Barab, S.A., and Duffy, T.M. (2000). From Practice Fields to Communities of Practice. Theoretical Foundations of Learning Environments, Lawrence Erlbaum Associates Publishers."},{"key":"ref_34","doi-asserted-by":"crossref","unstructured":"Lave, J., and Wenger, E. (1991). Situated Learning: Legitimate Peripheral Participation, Cambridge University Press.","DOI":"10.1017\/CBO9780511815355"},{"key":"ref_35","doi-asserted-by":"crossref","unstructured":"Gee, J.P. (2004). What Video Games Have to Teach. Us about Learning and Literacy, Palgrave Macmillan. [1st ed.].","DOI":"10.1145\/950566.950595"},{"key":"ref_36","unstructured":"Isaias, P., Sampson, D.G., and Ifenthaler, D. (2020). Experiences of Multimodal Teaching Through a Serious Game: Meanings, Practices and Discourses. Technology Supported Innovations in School Education, Springer International Publishing. Cognition and Exploratory Learning in the Digital Age."},{"key":"ref_37","unstructured":"Beetham, H., and Sharpe, R. (2007). Describing Learning Activities: Tools and Resources to Guide Practice. Rethinking Pedagogy for a Digital Age: Designing and Delivering e-Learning, Routledge."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"582","DOI":"10.1007\/s40593-016-0110-3","article-title":"Evolution and Revolution in Artificial Intelligence in Education","volume":"26","author":"Roll","year":"2016","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"701","DOI":"10.1007\/s40593-016-0095-y","article-title":"Letting Artificial Intelligence in Education Out of the Box: Educational Cobots and Smart Classrooms","volume":"26","author":"Timms","year":"2016","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"1115","DOI":"10.1080\/03004430.2013.792254","article-title":"Responding to the Challenges of Active Citizenship through the Revised UK Early Years Foundation Stage Curriculum","volume":"183","author":"Baker","year":"2013","journal-title":"Early Child. Dev. Care"},{"key":"ref_41","unstructured":"Ellis, R.A., and Goodyear, P. (2010). Students\u2019 Experiences of e-Learning in Higher Education: The Ecology of Sustainable Innovation, Routledge."},{"key":"ref_42","first-page":"13","article-title":"Student Modeling: Supporting Personalized Instruction, from Problem Solving to Exploratory Open Ended Activities","volume":"34","author":"Conati","year":"2013","journal-title":"AI Mag."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"771","DOI":"10.1007\/s40593-016-0099-7","article-title":"Another 25 Years of AIED? Challenges and Opportunities for Intelligent Educational Technologies of the Future","volume":"26","author":"Pinkwart","year":"2016","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_44","doi-asserted-by":"crossref","unstructured":"Beetham, H., and Sharpe, R. (2007). An Approach to Learning Activity Design. Rethinking Pedagogy for a Digital Age: Designing and Delivering e-Learning, Routledge.","DOI":"10.4324\/9780203961681"},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1186\/s41239-018-0095-0","article-title":"Personalisation in Educational Technology: The Absence of Underlying Pedagogies","volume":"15","author":"Adell","year":"2018","journal-title":"Int. J. Educ. Technol. High. Educ."},{"key":"ref_46","doi-asserted-by":"crossref","unstructured":"Luckin, R., Du Boulay, B., Smith, H., Underwood, J., Fitzpatrick, G., Holmberg, J., Kerawalla, L., Tunley, H., Brewster, D., and Pearce, D. (2005). Using Mobile Technology to Create Flexible Learning Contexts. J. Interact. Media Educ., 2005.","DOI":"10.5334\/2005-22"},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"128","DOI":"10.3389\/feduc.2020.00128","article-title":"Defining the Boundaries Between Artificial Intelligence in Education, Computer-Supported Collaborative Learning, Educational Data Mining, and Learning Analytics: A Need for Coherence","volume":"5","author":"Rienties","year":"2020","journal-title":"Front. Educ."},{"key":"ref_48","doi-asserted-by":"crossref","unstructured":"Kowch, E.G., and Liu, J.C. (2018, January 12\u201314). Principles for Teaching, Leading, and Participatory Learning with a New Participant: AI. Proceedings of the 2018 International Joint Conference on Information, Media and Engineering (ICIME), Osaka, Japan.","DOI":"10.1109\/ICIME.2018.00075"},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1007\/s40593-013-0012-6","article-title":"Towards an Agile Approach to Adapting Dynamic Collaboration Support to Student Needs","volume":"24","author":"Adamson","year":"2014","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"93","DOI":"10.1016\/j.compedu.2017.08.007","article-title":"The NISPI Framework: Analysing Collaborative Problem-Solving from Students\u2019 Physical Interactions","volume":"116","author":"Cukurova","year":"2018","journal-title":"Comput. Educ."},{"key":"ref_51","first-page":"447","article-title":"Computer Supported Collaborative Learning and Intelligent Tutoring Systems","volume":"Volume 308","author":"Tchounikine","year":"2010","journal-title":"Studies in Computational Intelligence"},{"key":"ref_52","doi-asserted-by":"crossref","unstructured":"Beetham, H., and Sharpe, R. (2007). Designing for Practice: Practicing Design in the Social Sciences. Rethinking Pedagogy for a Digital Age, Routledge.","DOI":"10.4324\/9780203961681"},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"1147","DOI":"10.1016\/j.compedu.2009.05.025","article-title":"Intelligent Assistance for Teachers in Collaborative E-Learning Environments","volume":"53","author":"Casamayor","year":"2009","journal-title":"Comput. Educ."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"279","DOI":"10.1007\/s11412-011-9111-2","article-title":"Designing Automated Adaptive Support to Improve Student Helping Behaviors in a Peer Tutoring Activity","volume":"6","author":"Walker","year":"2011","journal-title":"Int. J. Comput.-Supported Collab. Learn."},{"key":"ref_55","unstructured":"Walker, E., Rummel, N., and Koedinger, K. (2011). Adaptive Support for CSCL: Is It Feedback Relevance or Increased Student Accountability That Matters?, International Society of the Learning Sciences."},{"key":"ref_56","first-page":"59","article-title":"Investigating Collaboration as a Process with Theory-Driven Learning Analytics","volume":"7","author":"Kent","year":"2020","journal-title":"Learn. Anal."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1016\/j.compedu.2016.03.002","article-title":"Interactivity in Online Discussions and Learning Outcomes","volume":"97","author":"Kent","year":"2016","journal-title":"Comput. Educ."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"240","DOI":"10.1109\/TLT.2013.25","article-title":"Enhancing Scientific Reasoning and Discussion with Conversational Agents","volume":"6","author":"Dyke","year":"2013","journal-title":"Learn. Technol. IEEE Trans."},{"key":"ref_59","unstructured":"Chatterjee Singh, N., and Duraiappah, A.K. (2020). Rethinking Learning: A Review of Social and Emotional Learning Frameworks for Education Systems, UNESCO MGIEP."},{"key":"ref_60","unstructured":"Donnelly, M., Brown, C., Batlle, I.C., and Sandoval-Hern\u00e1ndez, A. (2020). Social and Emotional Skills: Education Policy and Practice in the UK Home Nations, Nesta & University of Bath."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1002\/j.2379-3988.2012.tb00073.x","article-title":"Social and Emotional Learning in Schools: From Programs to Strategies and Commentaries","volume":"26","author":"Jones","year":"2012","journal-title":"Soc. Policy Rep."},{"key":"ref_62","unstructured":"Mavrikis, M., Maciocia, A., and Lee, J. Towards Predictive Modelling of Student Affect from Web-Based Interactions. Proceedings of the 2007 Conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work."},{"key":"ref_63","first-page":"1","article-title":"AutoTutor and Affective Autotutor: Learning by Talking with Cognitively and Emotionally Intelligent Computers That Talk Back","volume":"2","author":"Graesser","year":"2013","journal-title":"ACM Trans. Interact. Intell. Syst."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"62","DOI":"10.1109\/MIS.2007.69","article-title":"Gender-Specific Approaches to Developing Emotionally Intelligent Learning Companions","volume":"22","author":"Burleson","year":"2007","journal-title":"IEEE Intell. Syst."},{"key":"ref_65","unstructured":"Bosch, N., D\u2019Mello, S.K., Baker, R.S., Ocumpaugh, J., Shute, V., Ventura, M., Wang, L., and Zhao, W. (2016, January 9\u201315). Detecting Student Emotions in Computer-Enabled Classrooms. Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI\u201916, New York, NY, USA."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"119","DOI":"10.1007\/s11257-017-9188-z","article-title":"Affective Learning: Improving Engagement and Enhancing Learning with Affect-Aware Feedback","volume":"27","author":"Grawemeyer","year":"2017","journal-title":"User Model. User-Adapt. Interact."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"270","DOI":"10.1080\/17439884.2020.1686016","article-title":"Emotional AI and EdTech: Serving the Public Good?","volume":"45","author":"McStay","year":"2020","journal-title":"Learn. Media Technol."},{"key":"ref_68","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1186\/s41239-019-0171-0","article-title":"Systematic Review of Research on Artificial Intelligence Applications in Higher Education\u2014Where Are the Educators?","volume":"16","author":"Bond","year":"2019","journal-title":"Int. J. Educ. Technol. High. Educ."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"1044","DOI":"10.1111\/bjet.12697","article-title":"Using Technology to Develop Teachers as Designers of TEL: Evaluating the Learning Designer","volume":"49","author":"Laurillard","year":"2018","journal-title":"Br. J. Educ. Technol."},{"key":"ref_70","unstructured":"Conati, C., Porayska-Pomsta, K., and Mavrikis, M. (2018). AI in Education Needs Interpretable Machine Learning: Lessons from Open Learner Modelling. arXiv."},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"2902","DOI":"10.1111\/bjet.12860","article-title":"Escape from the Skinner Box: The Case for Contemporary Intelligent Learning Environments","volume":"50","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"4477","DOI":"10.1007\/s10639-020-10182-8","article-title":"Design Framework of Adaptive Intelligent Tutoring Systems","volume":"25","year":"2020","journal-title":"Educ. Inf. Technol."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"8013","DOI":"10.1016\/j.eswa.2008.10.080","article-title":"Design a Personalized E-Learning System Based on Item Response Theory and Artificial Neural Network Approach","volume":"36","author":"Baylari","year":"2009","journal-title":"Expert Syst. Appl."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"378","DOI":"10.1016\/j.eswa.2005.07.029","article-title":"Personalized Curriculum Sequencing Utilizing Modified Item Response Theory for Web-Based Instruction","volume":"30","author":"Chen","year":"2006","journal-title":"Expert Syst. Appl."},{"key":"ref_75","doi-asserted-by":"crossref","unstructured":"Thalmann, S. (2014). Adaptation Criteria for the Personalised Delivery of Learning Materials: A Multi-Stage Empirical Investigation. Australas. J. Educ. Technol., 30.","DOI":"10.14742\/ajet.235"},{"key":"ref_76","doi-asserted-by":"crossref","first-page":"698","DOI":"10.1016\/j.ipm.2011.12.004","article-title":"A Comparative Survey of Personalised Information Retrieval and Adaptive Hypermedia Techniques","volume":"48","author":"Steichen","year":"2012","journal-title":"Inf. Process. Manag."},{"key":"ref_77","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1109\/MIS.2016.93","article-title":"Artificial Intelligence as an Effective Classroom Assistant","volume":"31","year":"2016","journal-title":"IEEE Intell. Syst."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1080\/00461520.2011.611369","article-title":"The Relative Effectiveness of Human Tutoring, Intelligent Tutoring Systems, and Other Tutoring Systems","volume":"46","author":"VanLehn","year":"2011","journal-title":"Educ. Psychol."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"901","DOI":"10.1037\/a0037123","article-title":"Intelligent Tutoring Systems and Learning Outcomes: A Meta-Analysis","volume":"106","author":"Ma","year":"2014","journal-title":"J. Educ. Psychol."},{"key":"ref_80","doi-asserted-by":"crossref","first-page":"2885","DOI":"10.1111\/bjet.12863","article-title":"Supporting and Challenging Learners through Pedagogical Agents: Addressing Ethical Issues through Designing for Values","volume":"50","author":"Richards","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"969","DOI":"10.1111\/j.1467-8535.2007.00797.x","article-title":"Conversing with Pedagogical Agents: A Phenomenological Exploration of Interacting with Digital Entities","volume":"39","author":"Veletsianos","year":"2008","journal-title":"Br. J. Educ. Technol."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"1","DOI":"10.2190\/EC.49.1.a","article-title":"How Effective Are Pedagogical Agents for Learning? A Meta-Analytic Review","volume":"49","author":"Schroeder","year":"2013","journal-title":"J. Educ. Comput. Res."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"1902","DOI":"10.1080\/10447318.2020.1801227","article-title":"My Teacher Is a Machine: Understanding Students\u2019 Perceptions of AI Teaching Assistants in Online Education","volume":"36","author":"Kim","year":"2020","journal-title":"Int. J. Hum.-Comput. Interact."},{"key":"ref_84","doi-asserted-by":"crossref","unstructured":"Mayer, R.E., and Alexander, P. (2016). Instruction Based on Adaptive Learning Technologies. Handbook of Research on Learning and Instruction, Routledge Handbooks Online.","DOI":"10.4324\/9781315736419"},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1007\/s40593-014-0018-8","article-title":"A Teachable Agent Game Engaging Primary School Children to Learn Arithmetic Concepts and Reasoning","volume":"24","author":"Pareto","year":"2014","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"1549","DOI":"10.1002\/cae.22326","article-title":"Rediscovering the Use of Chatbots in Education: A Systematic Literature Review","volume":"28","author":"Daradoumis","year":"2020","journal-title":"Comput. Appl. Eng. Educ."},{"key":"ref_87","unstructured":"Kukulska-Hulme, A., Bossu, C., Coughlan, T., Ferguson, R., FitzGerald, E., Gaved, M., Herodotou, C., Rienties, B., Sargent, J., and Scanlon, E. (2021). Innovating Pedagogy 2021: Open University Innovation Report 9, The Open University."},{"key":"ref_88","doi-asserted-by":"crossref","unstructured":"Katchapakirin, K., and Anutariya, C. (2018, January 10\u201313). An Architectural Design of ScratchThAI: A Conversational Agent for Computational Thinking Development Using Scratch. Proceedings of the 10th International Conference on Advances in Information Technology (IAIT 2018), Bangkok, Thailand.","DOI":"10.1145\/3291280.3291787"},{"key":"ref_89","doi-asserted-by":"crossref","unstructured":"Ruan, S., Willis, A., Xu, Q., Davis, G.M., Jiang, L., Brunskill, E., and Landay, J.A. (2019, January 24\u201325). BookBuddy: Turning Digital Materials Into Interactive Foreign Language Lessons Through a Voice Chatbot. Proceedings of the Sixth (2019) ACM Conference on Learning @ Scale, L@S\u201919, Chicago, IL, USA.","DOI":"10.1145\/3330430.3333643"},{"key":"ref_90","doi-asserted-by":"crossref","first-page":"103862","DOI":"10.1016\/j.compedu.2020.103862","article-title":"Chatbots for Learning: A Review of Educational Chatbots for the Facebook Messenger","volume":"151","author":"Smutny","year":"2020","journal-title":"Comput. Educ."},{"key":"ref_91","unstructured":"Neto, A.J.M., and Fernandes, M.A. (2019, January 15\u201318). Chatbot and Conversational Analysis to Promote Collaborative Learning in Distance Education. Proceedings of the 2019 IEEE 19th International Conference on Advanced Learning Technologies (ICALT), Macei\u00f3, Brazil."},{"key":"ref_92","doi-asserted-by":"crossref","first-page":"207","DOI":"10.1007\/s40593-016-0116-x","article-title":"An Educational System for Learning Search Algorithms and Automatically Assessing Student Performance","volume":"27","author":"Grivokostopoulou","year":"2017","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"11","DOI":"10.3991\/ijet.v5i2.1235","article-title":"An Automated Feedback System Based on Adaptive Testing: Extending the Model","volume":"5","author":"Barker","year":"2010","journal-title":"Int. J. Emerg. Technol. Learn. (IJET)"},{"key":"ref_94","unstructured":"Whitelock, D., Van Labeke, N., Field, D., Pulman, S., and Richardson, J. (2013). OpenEssayist: An Automated Feedback System That Supports University Students as They Write Summative Essays, The Arab Open University."},{"key":"ref_95","doi-asserted-by":"crossref","first-page":"385","DOI":"10.1007\/s40593-016-0135-7","article-title":"New Directions in Formative Feedback in Interactive Learning Environments","volume":"27","author":"Goldin","year":"2017","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_96","first-page":"347","article-title":"A Separation of Concerns for Engineering Intelligent Support for Exploratory Learning Environments","volume":"44","author":"Mavrikis","year":"2012","journal-title":"J. Res. Pract. Inf. Technol."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"2920","DOI":"10.1111\/bjet.12876","article-title":"Intelligent Analysis and Data Visualisation for Teacher Assistance Tools: The Case of Exploratory Learning","volume":"50","author":"Mavrikis","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_98","doi-asserted-by":"crossref","unstructured":"Penstein Ros\u00e9, C., Mart\u00ednez-Maldonado, R., Hoppe, H.U., Luckin, R., Mavrikis, M., Porayska-Pomsta, K., McLaren, B., and du Boulay, B. (2018). Student Learning Benefits of a Mixed-Reality Teacher Awareness Tool in AI-Enhanced Classrooms. Artificial Intelligence in Education, Springer International Publishing. Lecture Notes in Computer Science.","DOI":"10.1007\/978-3-319-93846-2"},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1016\/j.compedu.2013.09.011","article-title":"Exploring Feedback and Student Characteristics Relevant for Personalizing Feedback Strategies","volume":"71","author":"Narciss","year":"2014","journal-title":"Comput. Educ."},{"key":"ref_100","doi-asserted-by":"crossref","unstructured":"Conati, C., Heffernan, N., Mitrovic, A., and Verdejo, M.F. (2015). Purpose and Level of Feedback in an Exploratory Learning Environment for Fractions. Artificial Intelligence in Education, Springer International Publishing. Lecture Notes in Computer Science.","DOI":"10.1007\/978-3-319-19773-9"},{"key":"ref_101","doi-asserted-by":"crossref","first-page":"448","DOI":"10.1007\/s40593-016-0133-9","article-title":"Designing Grounded Feedback: Criteria for Using Linked Representations to Support Learning of Abstract Symbols","volume":"27","author":"Wiese","year":"2017","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_102","doi-asserted-by":"crossref","first-page":"5","DOI":"10.1007\/s11257-017-9187-0","article-title":"Learner Modeling for Adaptive Scaffolding in a Computational Thinking-Based Science Learning Environment","volume":"27","author":"Basu","year":"2017","journal-title":"User Model. User-Adapt. Interact."},{"key":"ref_103","doi-asserted-by":"crossref","unstructured":"Schunk, D.H., and Zimmerman, B.J. (2003). Self-Regulation and Learning. Handbook of Psychology, American Cancer Society.","DOI":"10.1002\/0471264385.wei0704"},{"key":"ref_104","doi-asserted-by":"crossref","first-page":"245","DOI":"10.3102\/00346543065003245","article-title":"Feedback and Self-Regulated Learning: A Theoretical Synthesis","volume":"65","author":"Butler","year":"1995","journal-title":"Rev. Educ. Res."},{"key":"ref_105","doi-asserted-by":"crossref","first-page":"81","DOI":"10.3102\/003465430298487","article-title":"The Power of Feedback","volume":"77","author":"Hattie","year":"2016","journal-title":"Rev. Educ. Res."},{"key":"ref_106","doi-asserted-by":"crossref","first-page":"350","DOI":"10.1007\/s40593-015-0057-9","article-title":"From Design to Implementation to Practice a Learning by Teaching System: Betty\u2019s Brain","volume":"26","author":"Biswas","year":"2016","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_107","doi-asserted-by":"crossref","first-page":"2871","DOI":"10.1111\/bjet.12878","article-title":"From Data to Personal User Models for Life-Long, Life-Wide Learners","volume":"50","author":"Kay","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_108","doi-asserted-by":"crossref","first-page":"216","DOI":"10.1007\/s40593-014-0016-x","article-title":"Reinforcing Math Knowledge by Immersing Students in a Simulated Learning-By-Teaching Experience","volume":"24","author":"Lenat","year":"2014","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_109","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s40593-013-0009-1","article-title":"Studying the Effect of a Competitive Game Show in a Learning by Teaching Environment","volume":"23","author":"Matsuda","year":"2013","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_110","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1007\/s40593-013-0004-6","article-title":"Understanding and Predicting Student Self-Regulated Learning Strategies in Game-Based Learning Environments","volume":"23","author":"Sabourin","year":"2013","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_111","doi-asserted-by":"crossref","first-page":"446","DOI":"10.1007\/s40593-020-00212-4","article-title":"Open Learner Models Working in Symbiosis With Self-Regulating Learners: A Research Agenda","volume":"31","author":"Winne","year":"2020","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_112","doi-asserted-by":"crossref","unstructured":"Hou, X., Nguyen, H.A., Richey, J.E., Harpstead, E., Hammer, J., and McLaren, B.M. (2021). Assessing the Effects of Open Models of Learning and Enjoyment in a Digital Learning Game. Int. J. Artif. Intell. Educ., 1\u201331.","DOI":"10.1007\/s40593-021-00250-6"},{"key":"ref_113","doi-asserted-by":"crossref","first-page":"504","DOI":"10.1007\/s40593-020-00199-y","article-title":"Modeling and Analyzing Inquiry Strategies in Open-Ended Learning Environments","volume":"30","author":"Schwartz","year":"2020","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_114","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1007\/s11257-016-9186-6","article-title":"Enhancing Learning Outcomes through Self-Regulated Learning Support with an Open Learner Model","volume":"27","author":"Long","year":"2017","journal-title":"User Model. User-Adapt. Interact."},{"key":"ref_115","doi-asserted-by":"crossref","first-page":"42","DOI":"10.3102\/0034654315581420","article-title":"Effectiveness of Intelligent Tutoring Systems: A Meta-Analytic Review","volume":"86","author":"Kulik","year":"2016","journal-title":"Rev. Educ. Res."},{"key":"ref_116","doi-asserted-by":"crossref","first-page":"2824","DOI":"10.1111\/bjet.12861","article-title":"Designing Educational Technologies in the Age of AI: A Learning Sciences-Driven Approach","volume":"50","author":"Luckin","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_117","doi-asserted-by":"crossref","unstructured":"Holmes, W., Porayska-Pomsta, K., Holstein, K., Sutherland, E., Baker, T., Shum, S.B., Santos, O.C., Rodrigo, M.T., Cukurova, M., and Bittencourt, I.I. (2021). Ethics of AI in Education: Towards a Community-Wide Framework. Int. J. Artif. Intell. Educ., 1\u201323.","DOI":"10.1007\/s40593-021-00239-1"},{"key":"ref_118","first-page":"163","article-title":"Ethical Guidelines for AI in Education: Starting a Conversation","volume":"11","author":"Aiken","year":"2000","journal-title":"Int. J. Artif. Intell. Educ."},{"key":"ref_119","unstructured":"Algorithm Watch (2021, April 23). The AI Ethics Guidelines Global Inventory. Available online: https:\/\/algorithmwatch.org\/en\/ai-ethics-guidelines-global-inventory\/."},{"key":"ref_120","doi-asserted-by":"crossref","first-page":"185","DOI":"10.1007\/s13347-019-00354-x","article-title":"Translating Principles into Practices of Digital Ethics: Five Risks of Being Unethical","volume":"32","author":"Floridi","year":"2019","journal-title":"Philos. Technol."},{"key":"ref_121","doi-asserted-by":"crossref","first-page":"389","DOI":"10.1038\/s42256-019-0088-2","article-title":"The Global Landscape of AI Ethics Guidelines","volume":"1","author":"Jobin","year":"2019","journal-title":"Nat. Mach. Intell."},{"key":"ref_122","unstructured":"Universit\u00e9 de Montr\u00e9al (2018). Montr\u00e9al Declaration for the Responsible Development of AI, Universit\u00e9 de Montr\u00e9al."},{"key":"ref_123","doi-asserted-by":"crossref","first-page":"20180085","DOI":"10.1098\/rsta.2018.0085","article-title":"Ethical Governance Is Essential to Building Trust in Robotics and Artificial Intelligence Systems","volume":"376","author":"Winfield","year":"2018","journal-title":"Philos. Trans. R. Soc. A Math. Phys. Eng. Sci."},{"key":"ref_124","unstructured":"UNESCO (2020). First Draft of the Recommendation on the Ethics of Artificial Intelligence, The United Nations Educational, Scientific and Cultural Organization."},{"key":"ref_125","unstructured":"UNESCO (2019). Preliminary Study on the Ethics of Artificial Intelligence, The United Nations Educational, Scientific and Cultural Organization."},{"key":"ref_126","unstructured":"UNICEF (2020). Policy Guidance on AI for Children, The United Nations Educational, Scientific and Cultural Organization."},{"key":"ref_127","first-page":"368","article-title":"Potential Risks of Artificial Intelligence in Education","volume":"20","author":"Zanetti","year":"2020","journal-title":"Form@ re-Open Journal per la Formazione in Rete"},{"key":"ref_128","doi-asserted-by":"crossref","first-page":"2855","DOI":"10.1111\/bjet.12868","article-title":"Practical Ethics for Building Learning Analytics","volume":"50","author":"Kitto","year":"2019","journal-title":"Br. J. Educ. Technol."},{"key":"ref_129","unstructured":"Chou, J., Murillo, O., and Ibars, R. (2020, September 21). How to Recognize Exclusion in AI. Available online: https:\/\/medium.com\/microsoft-design\/how-to-recognize-exclusion-in-ai-ec2d6d89f850."},{"key":"ref_130","unstructured":"Berendt, B., Littlejohn, A., Kern, P., Mitros, P., Shacklock, X., and Blakemore, M. (2017). Big Data for Monitoring Educational Systems, Publications Office of the European Union."},{"key":"ref_131","doi-asserted-by":"crossref","unstructured":"Eicher, B., Polepeddi, L., and Goel, A. (2018, January 2\u20133). Jill Watson Doesn\u2019t Care If You\u2019re Pregnant: Grounding AI Ethics in Empirical Studies. Proceedings of the 2018 AAAI\/ACM Conference on AI, Ethics, and Society, AIES\u201918, Orleans, LA, USA.","DOI":"10.1145\/3278721.3278760"},{"key":"ref_132","unstructured":"Pedro, F., Subosa, M., Rivas, A., and Valverde, P. (2019). Artificial Intelligence in Education: Challenges and Opportunities for Sustainable Development."},{"key":"ref_133","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1016\/j.compedu.2019.03.009","article-title":"Defining Digital Literacy Development: An Examination of Pre-Service Teachers\u2019 Beliefs","volume":"138","author":"List","year":"2019","journal-title":"Comput. Educ."},{"key":"ref_134","doi-asserted-by":"crossref","first-page":"32","DOI":"10.1016\/j.compedu.2018.03.002","article-title":"A Multilevel Analysis of What Matters in the Training of Pre-Service Teacher\u2019s ICT Competencies","volume":"122","author":"Tondeur","year":"2018","journal-title":"Comput. Educ."},{"key":"ref_135","unstructured":"JISC (2017). Building Digital Capabilities: The Six Elements Defined, JISC."},{"key":"ref_136","unstructured":"UNESCO (2011). ICT Competency Framework for Teachers, The United Nations Educational, Scientific and Cultural Organization."},{"key":"ref_137","unstructured":"Law, N., Woo, D., de la Torre, J., and Wong, G. (2018). A Global Framework of Reference on Digital Literacy Skills for Indicator 4.4.2, UNESCO-UIS."},{"key":"ref_138","unstructured":"Valencia-Molina, T., Serna-Collazos, A., Ochoa-Angrino, S., Caicedo-Tamayo, A.M., Montes-Gonz\u00e1lez, J.A., and Ch\u00e1vez-Vescance, J.D. (2016). ICT Standards and Competencies from the Pedagogical Dimension: A Perspective from Levels of ICT Adoption in Teachers\u2019 Education Practice, Pontificia Universidad Javeriana and UNESCO."},{"key":"ref_139","unstructured":"Redecker, C., and Punie, Y. (2017). European Framework for the Digital Competence of Educators: DigCompEdu, Publications Office of the European Union."},{"key":"ref_140","doi-asserted-by":"crossref","unstructured":"Lameras, P., and Moumoutzis, N. (2022, January 28\u201331). Towards the Development of a Digital Competency Framework for Digital Teaching and Learning. Proceedings of the 2021 IEEE Global Engineering Education Conference (EDUCON), Tunis, Tunisia.","DOI":"10.1109\/EDUCON46332.2021.9454027"},{"key":"ref_141","doi-asserted-by":"crossref","unstructured":"Laurillard, D. (2001). Rethinking University Teaching: A Conversational Framework for the Effective Use of Learning Technologies, Routledge. 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