Une recension des écrits de 1970 à 2022 sur les rôles de l’enseignant et de l’intelligence artificielle dans le domaine de l’IA en éducation

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Alexandre Lepage
Normand Roy

Résumé

Cet article présente une recension des écrits sur la façon dont les rôles de l’enseignant et de l’intelligence artificielle (IA) sont abordés dans le domaine de l’intelligence artificielle en éducation (IAED) depuis 1970. Quarante-sept documents, théoriques pour la plupart, ont été analysés à partir des passages relatifs aux tâches confiées à une IA en lien avec les apprenants, les enseignants, les savoirs ou la classe (p. ex. le soutien à la motivation ou la rétroaction personnalisée). Les passages qui discutent du rôle de l’enseignant en lien avec ces différentes composantes ont aussi été analysés (p. ex. le pilotage des interactions en classe ou l’évaluation des apprenants). Les principaux résultats montrent que les développements dans le domaine de l’IAED couvrent un large spectre des attributions de l’enseignant et que, même si inatteignable sur un horizon prévisible, l’ambition scientifique du domaine semble être d’automatiser de plus en plus de tâches de l’enseignant. Il en ressort que le rôle de l’enseignant est très peu discuté dans le domaine, et encore moins les interactions attendues entre enseignants et IA. La discussion propose de réemployer le tétraèdre des TIC en éducation de Faerber (2003), lui-même appuyé sur le triangle didactique de Houssaye (1988), pour conceptualiser le rôle de l’IA en éducation en interaction avec ceux de l’enseignant et de l’apprenant.

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Comment citer
Lepage, A., & Roy, N. (2023). Une recension des écrits de 1970 à 2022 sur les rôles de l’enseignant et de l’intelligence artificielle dans le domaine de l’IA en éducation . Médiations Et médiatisations, (16), 9–29, 30. https://doi.org/10.52358/mm.vi16.304
Rubrique
Synthèses de connaissances ou revues systématiques de la littérature

Références

Ahmad, S. F., Alam, M. M., Rahmat, M. K., Mubarik, M. S., et Hyder, S. I. (2022). Academic and Administrative Role of Artificial Intelligence in Education. Sustainability, 14(3), 1101. https://doi.org/10.3390/su14031101

Baker, R. S. (2016). Stupid tutoring systems, intelligent humans. International Journal of Artificial Intelligence in Education, 26(2), 600-614.

Brown, J. S. (1977). Uses of artificial intelligence and advanced computer technology in education. Dans J. Seidel et L. Rubin (dir.), Computers and Communications: Implications for Education. Academic Press.

Brusilovsky, P., et Peylo, C. (2003). Adaptive and Intelligent Web-based Educational Systems. International Journal of Artificial Intelligence in Education, 13, 156-159.

Bulger, M. (2016). Personalized Learning: The Conversations We’re Not Having. Data & Society, 29.

Bull, S., et Kay, J. (2016). SMILI☺: A Framework for Interfaces to Learning Data in Open Learner Models, Learning Analytics and Related Fields. International Journal of Artificial Intelligence in Education, 26(1), 293-331. https://doi.org/10.1007/s40593-015-0090-8

Burton, R. R., et Brown, J. S. (1982). An investigation of computer coaching for informal learning activities. Dans D. Sleeman et J. S. Brown, Intelligent tutoring systems (p. 79-98). Academic Press.

Carbonell, J. (1970). AI in CAI: An Artificial-Intelligence Approach to Computer-Assisted Instruction. IEEE Transactions on Man Machine Systems, 11(4), 190-202. https://doi.org/10.1109/TMMS.1970.299942

Celik, I., Dindar, M., Muukkonen, H., et Järvelä, S. (2022). The Promises and Challenges of Artificial Intelligence for Teachers: A Systematic Review of Research. TechTrends, 66(4), 616-630. https://doi.org/10.1007/s11528-022-00715-y

Colbourn, M. J. (1985). Applications of artificial intelligence within education. Computers & Mathematics with Applications, 11(5), 517-526. https://doi.org/10.1016/0898-1221(85)90054-9

Corbin, J. M., et Strauss, A. L. (2015). Basics of qualitative research: Techniques and procedures for developing grounded theory (4e éd.). SAGE.

Cox, R., et Brna, P. (2016). Twenty Years on: Reflections on “Supporting the Use of External Representations in Problem Solving” International Journal of Artificial Intelligence in Education, 26(1), 193-204. https://doi.org/10.1007/s40593- 015-0054-z

Crovello, T. J. (1985). Computers, education and artificial intelligence. ACM ’85: Proceedings of the 1985 ACM annual conference on The range of computing: mid-80’s perspective: mid-80’s perspective.

Cumming, G., Cropp, S., et McDougall, A. (1997). Learner Modelling: Lessons from Expert Human Teachers. Dans B. du Boulay et R. Mizoguchi (dir.), Proceedings of the 8th World Conference on Artificial Intelligence in Education— Knowledge and Media in Learning Systems (AI-ED 97) (p. 577-579). IOS Press.

Dede, C. J., Zodhiates, P. P., et Thompson, C. L. (1985). Intelligent Computer-Assisted Instruction: A Review and Assessment of ICAI Research and Its Potential for Education. Educational Technology Center.

Dillenbourg, P. (2016). The Evolution of Research on Digital Education. International Journal of Artificial Intelligence in Education, 26(2), 544-560. https://doi.org/10.1007/s40593-016-0106-z

du Boulay, B. (2021). Jim Greer’s and Mary Mark’s Reviews of Evaluation Methods for Adaptive Systems: A Brief Comment about New Goals. International Journal of Artificial Intelligence in Education, 31(3), 622-635. https://doi.org/10.1007/s40593-020-00198-z

du Boulay, B., et Luckin, R. (2016). Modelling Human Teaching Tactics and Strategies for Tutoring Systems: 14 Years On. International Journal of Artificial Intelligence in Education, 26(1), 393-404. https://doi.org/10.1007/s40593-015-0053-0

Edwards, B. I., et Cheok, A. D. (2018). Why Not Robot Teachers: Artificial Intelligence for Addressing Teacher Shortage. Applied Artificial Intelligence, 32(4), 345-360. https://doi.org/10.1080/08839514.2018.1464286

Faerber, R. (2003). Groupements, processus pédagogiques et quelques contraintes liés à un environnement virtuel d’apprentissage. Environnements informatiques pour l’apprentissage humain, 200-210.

Goodyear, P., Oosthoek, H., et Vroeijenstijn, T. (1989). Experts systems and intelligent tutoring—Some issues in the engineering of pedagogic knowledge. Dans Higher Education and New Technologies (p. 45-51). Pergamon.

Halff, H. M. (1986). Instructional Applications of Artificial Intelligence. Educational Leadership: Journal of the Department of Supervision and Curriculum Development, 24-31.

Holmes, W., Porayska-Pomsta, K., Holstein, K., Sutherland, E., Baker, T., Shum, S. B., Santos, O. C., Rodrigo, M. T., Cukurova, M., Bittencourt, I. I., et Koedinger, K. R. (2021). Ethics of AI in Education: Towards a Community-Wide Framework. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-021-00239-1

Houssaye, J. (1988). Le triangle pédagogique. Peter Lang.

Howard, S. K., Swist, T., Gasevic, D., Bartimote, K., Knight, S., Gulson, K., Apps, T., Peloche, J., Hutchinson, N., et Selwyn, N. (2022). Educational data journeys: Where are we going, what are we taking and making for AI? Computers and Education: Artificial Intelligence, 3, 100073. https://doi.org/10.1016/j.caeai.2022.100073

Humble, N., et Mozelius, P. (2019). Artificial Intelligence in Education—A Promise, a Threat, or a Hype? Proceedings of the European Conference on the Impact of Artificial Intelligence and Robotics, 149-156, Oxford, Royaume-Uni.

Humble, N., et Mozelius, P. (2019). Teacher-supported AI or AI-supported teachers? Proceedings of the European Conference on the Impact of Artificial Intelligence and Robotics, Oxford, Royaume-Uni.

Jonassen, D. H. (2011). Ask Systems: Interrogative access to multiple ways of thinking. Educational Technology Research and Development, 59(1), 159-175. https://doi.org/10.1007/s11423-010-9179-9

Kann, L. (1983). Artificial intelligence and its implications for education. Canadian journal of educational communication, 12(3).

Kay, J., Bartimote, K., Kitto, K., Kummerfeld, B., Liu, D., et Reimann, P. (2022). Enhancing learning by Open Learner Model (OLM) driven data design. Computers and Education: Artificial Intelligence, 3, 100069. https://doi.org/10.1016/j.caeai.2022.100069

Khan, M. A., Khojah, M., et Vivek. (2022). Artificial Intelligence and Big Data: The Advent of New Pedagogy in the Adaptive E-Learning System in the Higher Educational Institutions of Saudi Arabia. Education Research International, 2022, 1-10. https://doi.org/10.1155/2022/1263555

Khandelwal, K. (2021). Application of AI to Education during the Global Crisis. Review of international geographical education, 7, 3204-3212. https://rigeo.org/menu-script/index.php/rigeo/article/view/2583

Kim, Y., et Baylor, A. L. (2016). Research-Based Design of Pedagogical Agent Roles: A Review, Progress, and Recommendations. International Journal of Artificial Intelligence in Education, 26(1), 160-169. https://doi.org/10.1007/s40593-015-0055-y

Koehler, M. J., et Mishra, P. (2009). What Is Technological Pedagogical Content Knowledge? Contemporary Issues in Technology and Teacher Education, 9(1), 11.

Lajoie, S. P. (2021). Student Modeling for Individuals and Groups: The BioWorld and HOWARD Platforms. International Journal of Artificial Intelligence in Education, 31(3), 460-475. https://doi.org/10.1007/s40593-020-00219-x

Lameras, P., et Arnab, S. (2021). Power to the Teachers: An Exploratory Review on Artificial Intelligence in Education. Information, 13(1), 14. https://doi.org/10.3390/info13010014

Lelouche, R. (2000). The various benefits of education from computers: An integrative review. Proceedings International Workshop on Advanced Learning Technologies. IWALT 2000. Advanced Learning Technology: Design and Development Issues, 7-7. https://doi.org/10.1109/IWALT.2000.890550

Les, J., Cumming, G., et Finch, S. (1999). Agent systems for diversity in human learning. Dans S. P. Lajoie et M. Vivet (dir.), Artificial intelligence in education—Open Learning Environments: New Computational Technologies to Support Learning, Exploration and Collaboration (p. 13-20).

Liu, X., et Li, Y. (2022). Redefining Teacher Qualification in the Artificial Intelligence Era: A Professional Capital Perspective. Proceedings of the 5th International Conference on Big Data and Education, 35-39. https://doi.org/10.1145/3524383.3524405

Lombard, F. (2007). Du triangle de Houssaye au tétraèdre des TIC : comprendre les interactions entre les savoirs d’expérience et ceux de recherche. Dans B. Charlier et D. Peraya (dir.), Transformation des regards sur la recherche en technologie de l’éducation (p. 137-154). De Boeck Supérieur; Cairn.info. https://doi.org/10.3917/dbu.charl.2007.01.0137

Malik, G., Tayal, D. K., et Vij, S. (2019). An Analysis of the Role of Artificial Intelligence in Education and Teaching. Dans P. K. Sa, S. Bakshi, I. K. Hatzilygeroudis, et M. N. Sahoo (dir.), Recent Findings in Intelligent Computing Techniques (Vol. 707, p. 407-417). Springer Singapore. https://doi.org/10.1007/978-981-10-8639-7_42

Marrhich, A., Lafram, I., Berbiche, N., et El Alami, J. (2021). Teachers’ Roles in Online Environments: How AI Based Techniques Can Ease the Shift Challenges from Face-to-Face to Distance Learning. International Journal of Emerging Technologies in Learning (IJET), 16(24), 244-254. https://doi.org/10.3991/ijet.v16i24.26367

McLaren, B. M., et Scheuer, O. (2010). Supporting Collaborative Learning and E-Discussions Using Artificial Intelligence Techniques. International Journal of Artificial Intelligence in Education, 20(1). https://doi.org/10.3233%2FJAI-2010-0001

Minsky, M. (1991). Logical Versus Analogical or Symbolic Versus Connectionist or Neat Versus Scruffy. AI Magazine, 12(2), 34-51.

Mubin, O., Stevens, C. J., Shahid, S., Mahmud, A. A., et Dong, J.-J. (2013). A review of the applicability of robots in education. Technology for Education and Learning, 1(2013), 1-7. https://doi.org/10.2316/Journal.209.2013.1.209-0015

Naughton, J. (1987). Artificial intelligence and education and training. Dans Artificial Intelligence (p. 77-82). Elsevier. https://doi.org/10.1016/B978-0-08-034112-5.50012-7

Pervez, S., et Alandjani, G. (2018). 21st Century Educational Requirements and Teaching Strategies for Competing with the Cyborgs. International E-Journal of Advances in Social Sciences, 4(11), 10.

Pinkwart, N. (2016). Another 25 Years of AIED? Challenges and Opportunities for Intelligent Educational Technologies of the Future. International Journal of Artificial Intelligence in Education, 26(2), 771-783. https://doi.org/10.1007/s40593-016-0099-7

Porayska-Pomsta, K. (2016). AI as a Methodology for Supporting Educational Praxis and Teacher Metacognition. International Journal of Artificial Intelligence in Education, 26(2), 679-700. https://doi.org/10.1007/s40593-016-0101-4

Renz, A., et Vladova, G. (2021). Reinvigorating the Discourse on Human-Centered Artificial Intelligence in Educational Technologies. Technology Innovation Management Review, 11(5), 5-16. https://doi.org/10.22215/timreview/1438

Richer, M. H. (1985). Applications of artificial intelligence in education—A personal view. The Physiologist, 28(5), 428-431.

Rhoades, E. (2011). Literature reviews. The Volta Review, 111(3), 353‑368.

Robertson, M. (1976). Artificial intelligence in education. Nature, 262, 435 437.

Romiszowski, A. J. (1987). Artificial Intelligence and Expert Systems in Education: Potential Promise or Threat to Teachers? Educational Media International, 24(2), 96‑104. https://doi.org/10.1080/0952398870240208

Salem, A.-B. M. (2000). The Potential Role of Artificial Intelligence Technology in Education. Proceedings of the International Conference on Technology in Mathematics Education, 178 185.

Saltman, K. J. (2020). Artificial intelligence and the technological turn of public education privatization: In defence of democratic education. London Review of Education, 18(2). https://files.eric.ed.gov/fulltext/EJ1297432.pdf

Self, J. (2016). The Birth of IJAIED. International Journal of Artificial Intelligence in Education, 26(1), 4‑12. https://doi.org/10.1007/s40593-015-0040-5

Sleeman, D., et Brown, J. S. (1982). Intelligent tutoring systems. Academic Press.

Stubbs, M., et Piddock, P. (1985). Artificial Intelligence in Teaching and Learning: An Introduction. PLET: Programmed Learning & Educational Technology, 22(2), 150‑157. https://doi.org/10.1080/1355800850220207

Timms, M. J. (2016). Letting Artificial Intelligence in Education Out of the Box: Educational Cobots and Smart Classrooms. International Journal of Artificial Intelligence in Education, 26(2), 701‑712. https://doi.org/10.1007/s40593-016-0095-y

Walker, E., et Ogan, A. (2016). We’re in this Together: Intentional Design of Social Relationships with AIED Systems. International Journal of Artificial Intelligence in Education, 26(2), 713‑729. https://doi.org/10.1007/s40593-016-0100-5

Wenger, E. (1986). Artificial intelligence and tutoring systems: Computational approaches to the communication of knowledge. Morgan Kaufmann.

Yassine, J. (2010). Le triangle didactique vu sous la lumière de l’introduction des TIC. EpiNet, 128. https://edutice.archives-ouvertes.fr/edutice-00560705/file/a1011e.htm

Ye, R., Sun, F., et Li, J. (2021). Artificial Intelligence in Education: Origin, Development and Rise. Dans X.-J. Liu, Z. Nie, J. Yu, F. Xie, et R. Song (dir.), Intelligent Robotics and Applications (Vol. 13016, p. 545‑553). Springer International Publishing. https://doi.org/10.1007/978-3-030-89092-6_49

Yuskovych-Zhukovska, V., Poplavska, T., Diachenko, O., Mishenina, T., Topolnyk, Y., et Gurevych, R. (2022). Application of Artificial Intelligence in Education. Problems and Opportunities for Sustainable Development. BRAIN. Broad Research in Artificial Intelligence and Neuroscience, 13(1Sup1), 339‑356. https://doi.org/10.18662/brain/13.1Sup1/322