Personalized learning practices mediated by digital technologies: a systematic review
DOI:
https://doi.org/10.21556/edutec.2024.87.3019Keywords:
digital information and communication technologies, decision-making, personalization of learning, student voice, systematic reviewAbstract
In recent years, with the development of digital technologies, approaches to personalization of learning have received increasing attention. However, there is no universal definition of personalized learning. Different proposals may emphasize on the one hand the role of the teacher, who uses digital technologies to adapt learning activities and content to individual student performance; and on the other hand the role of learners, recognizing their ability to make decisions about their own learning process according to their interests and preferences. We present a systematic review to analyse the state of the art in terms of design and implementation of learning personalization practices from this latter perspective. Our research focuses on articles published between 2017 and 2022 in impact journals. Applying determined inclusion criteria, we evaluated a total of 10 articles. The main results show that most of the proposals combine different learning personalization strategies and that the use of digital technologies to mediate these practices is common in educational centers. We conclude that it is possible to move towards greater personalization of learning to support new ways of teaching and learning to help students become competent learners.
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Adell, J., & Castañeda, L. (2010). Los Entornos Personales de Aprendizaje (PLEs): una nueva manera de entender el aprendizaje. En R. Roig y M. Fiorucci (Eds.), Claves para la investigación en innovación y calidad educativas. La integración de las TIC y la interculturalidad en las aulas. Ed. Marfil.
Alamri, H. A., Watson, S., & Watson, W. (2021). Learning Technology Models that Support Personalization within Blended Learning Environments in Higher Education. TechTrends, 65(1), 62-78. https://doi.org/10.1007/s11528-020-00530-3
Barab, S., & Squire, K. (2004). Design-Based Research: Putting a Stake in the Ground, The Journal of The Learning Sciences, 13(1), 1-14 https://doi.org/10.1207/s15327809jls13011
Bray, B., & McClaskey, K. (2014). Make learning personal: The what, who, wow, where, and why. Corwin Press.
Coll, C. (2016). La personalització de l'aprenentatge escolar. El què, el per què i el com d'un repte indefugible. En A J. M. Vilalta (Dr.), Reptes de l'educació a Catalunya. Anuari d'Educació 2015 (pp. 43-104). Fundació Bofill.
Coll, C. (2018). Personalización del aprendizaje. Editorial Graó.
Coll, C., & Martín, E. (2021). La LOMLOE, una oportunidad para la modernización curricular. Avances En Supervisión Educativa, (35). https://doi.org/10.23824/ase.v0i35.731
Cuban, L. (2018). The Flight of a Butterfly or the Path of a Bullet? Using Technology to Transform Teaching and Learning. Harvard Education Press.
Dabbagh, N., & Castaneda, L. (2020). The PLE as a framework for developing agency in lifelong learning. Educational Technology Research and Development, 68(6), 3041-3055. https://doi.org/10.1007/s11423-020-09831-z
Downes, S. (2015). From MOOC to Personal Learning. Revista FGV Online, 5(1), 69-77. http://www.downes.ca/post/64556
Duckett, I. (2010). Personalized Learning and Vocational Education and Training. In P. L. Peterson, L., E. Baker, & B. McGaw (2010). International Encyclopedia of Education. Third Edition (pp. 391-396). Elsevier Ltd.
Font, A., Andres, E., Caballol, L., & Masbernat, P. (2021). Towards a personal learning environment (PLE) through the digital portfolio and its applications in a professionalizing environment in Law. Revista Pedagogía Universitaria y Didáctica del Derecho, 8(2), 39–60. https://doi.org/10.5354/0719-5885.2021.65858
Gough, D., Oliver, S., & Thomas, J. (2012). Introducing systematic reviews. InD. Gough, S. Oliver, & J. Thomas (Eds.), An introduction to systematic reviews (pp. 1-16). SAGE Publications.
Geng, Y., Huang, P. S., & Huang, Y. M. (2021). Crowdsourcing in Nursing Education: A Possibility of Creating a Personalized Online Learning Environment for Student Nurses in the Post-COVID Era. Sustainability, 13(6), 3413. https://doi.org/10.3390/su13063413
Grant, P., & Basye, D. (2014). Personalized learning: A guide for engaging students with technology. International Society for Technology in Education.
Li K.C., & Wong B.TM. (2021). Personalised Learning in STE(A)M Education: A Literature Review. In R. Li, S. K. S. Cheung, C. Iwasaki, L. F. Kwok, & M. Kageto, (eds) Blended Learning: Re-thinking and Re-defining the Learning Process. ICBL 2021. Lecture Notes in Computer Science (pp. 142-151). Springer, Cham. https://doi.org/10.1007/978-3-030-80504-312
Looi, C.-K., Wong, L.-H., So, H.-J., Seow, P., Toh, Y., Chen, W., et al. (2009). Anatomy of a mobilized lesson: Learning my way. Computers & Education, 53(4), 1120-1132. https://doi.org/10.1016/j.compedu.2009.05.021
McCarthy, E. M., Liu, Y., & Schauer, K. L. (2020). Strengths-based blended personalized learning: An impact study using virtual comparison group. Journal of Research on Technology in Education, 52(3), 353-370. https://doi.org/10.1080/15391523.2020.1716202
McMillan, J. H., & Schumacher, S. (2010). Research in education: evidence-based inquiry. Pearson Education Limited.
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., ..., & Moher, D. (2021). The PRISMA 2020 statement: an updated guideline for reporting systematic reviews. International Journal of Surgery, 88, 105906. https://doi.org/10.1016/j.ijsu.2021.105906
Perez-Garcias, A. & Marín, V. (2017). Enhancement Process of Didactic Strategies in a Degree Course for Pre-Service Teachers. International Journal of Web-Based Learning and Teaching Technologies, 12 (4), 14-24. https://doi.org/10.4018/IJWLTT.2017100102
Okoli, C., & Schabram, K. (2010). A guide to conducting a systematic literature review of information systems research. Sprouts: Working Papers on Information Systems, 10, 26. http://sprouts.aisnet.org/10-26
Opertti, R., Bueno, C., & Arsendeau, P. (2021). Inclusion in education. UNESCO International Bureau of Education. Thematic Notes No. 1. https://unesdoc.unesco.org/ark:/48223/pf0000378427spa
Raj, N. S., & Renumol, V. G. (in press, 2021). A systematic literature review on adaptive content recommenders in personalized learning environments from 2015 to 2020. Journal of Computers in Education, 1-36. https://doi.org/10.1007/s40692-021-00199-4
Reigeluth, C. M., Aslan, S., Chen, Z., Dutta, P., Huh, Y., Lee, D., ... & Watson, W. R. (2015). Personalized integrated educational system: Technology functions for the learner-centered paradigm of education. Journal of Educational Computing Research, 53(3), 459-496. https://doi.org/10.1177/0735633115603998
Robinson, C., & Sebba, J. (2010). Personalising learning through the use of technology. Computers & Education, 54(3), 767-775. https://doi.org/10.1016/j.compedu.2009.09.021
Rudd, T. (2008). Learning spaces and personalisation workshop outcomes. NESTA Futurelab.
Salinas, J., & De-Benito, B. (2020). Construction of personalized learning pathways through mixed methods. Comunicar, 28(65), 31-42. https://doi.org/10.3916/C65-2020-03
Sharples, M., Mcandrew, P., Weller, M., Ferguson, R., Fitzgerald, E., Hirst, T., Mor, Y., Gaved, M., & Whitelock, D. (2012). Innovating Pedagogy. Exploring new forms of teaching, learning and assessment, to guide educators and policy makers. Open University. Innovation Report 1. https://iet.open.ac.uk/file/innovating-pedagogy-2012.pdf
Shemshack, A., & Spector, J. M. (2020). A systematic literature review of personalized learning terms. Smart Learning Environments, 7(1), 1-20. https://doi.org/10.1186/s40561-020-00140-9
Song, Y., Wong, L. H., & Looi, C. K. (2012). Fostering personalized learning in science inquiry supported by mobile technologies. Educational Technology Research and Development, 60(4), 679-701. https://doi.org/10.1007/s11423-012-9245-6
Torres, R. T., Edirisingha, P., Canaleta, X., Alsina, M., & Monguet, J. M. (2019). Personal learning Environments based on Web 2.0 services in higher education. Telematics and Informatics, 38, 194-206. https://doi.org/10.1016/j.tele.2018.10.003
Virkus, S. (2019). The use of Open Badges in library and information science education in Estonia. Education for Information, 35(2), 155-172. https://doi.org/10.3233/EFI-190257
Watson, W. R., & Watson, S. L. (2017). Principles for personalized instruction. In C. M. Reigeluth, B. J. Beatty, & R. D. Myers (Eds.), Instructional-design theories and models, The Learner Centered Paradigm of Education (pp. 93–120). Routledge.
Wei, W., Mejia, C., & Qi, R. (2021). A personal learning environment (PLE) approach to mobile teaching and learning on a short-term study abroad. Journal of Hospitality, Leisure, Sport & Tourism Education, 100296. https://doi.org/10.1016/j.jhlste.2020.100296
Welch Bacon, C. E., & Gaither, K. (2020). Personalized Learning Pathways: Using Technology to Promote Learning Beyond the Classroom. New Directions for Teaching and Learning, 2020(162), 91-102. https://doi.org/10.1002/tl.20394
Zhang, L., Basham, J. D., & Yang, S. (2020). Understanding the implementation of personalized learning: A research synthesis. Educational Research Review, 31, 1-15. https://doi.org/10.1016/j.edurev.2020.100339
Zhang, B., Chee-Kit, L., Seow, P., Chia, G., Wong, L.-H., …, & Norris, C. (2010). Deconstructing and reconstructing: Transforming primary science learning via a mobilized curriculum. Computers & Education, 55, 1504-1523. https://doi.org/10.1016/j.compedu.2010.06.016
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