Comprehensive Analysis of Moodle Activity Recommendations considering Complex Thinking Theory for Enhancing Learning Outcomes
Resumo
In the rapidly evolving landscape of digital technologies, e-learning and blended learning face the challenge of delivering personalized teaching experiences. This paper investigates the effectiveness of Moodle activity recommendations, aligned with complex thinking theory, in enhancing teaching personalization. The study utilized a methodology that assessed student engagement, performance, and self-identification across seven crucial skills defined by the theory. Student profiles were evaluated in a course’s initial module using activities embodying these characteristics, followed by personalized recommendations in subsequent modules. The analysis revealed a strong correlation between the proposed activities and improvements in academic performance, particularly in areas such as transdisciplinarity and metacognition. The findings highlight that students who engaged more actively with the recommended activities demonstrated significant improvements in their final grades.
Referências
Baba, R. K., Vaz, M. S. M. G., and Costa, J. d. (2014). Correção de dados agro meteorológicos utilizando métodos estatísticos. Revista Brasileira de Meteorologia, 29(4):515–526. DOI: 10.1590/0102-778620130611.
Bransford, J. D., Brown, A. L., Cocking, R. R., et al. (2000). How people learn, volume 11. Washington, DC: National academy press.
Brown, A. H. and Green, T. D. (2019). The essentials of instructional design: Connecting fundamental principles with process and practice. Routledge.
Campos, P. T. C. (2011). Masetto, marcos tarcísio. competência pedagógica do professor universitário. São Paulo: Summus, 20031. CONJECTURA: filosofia e educação, 16(3).
Friesen, S. and Scott, D. (2013). Inquiry-based learning: A review of the research literature. Alberta Ministry of Education, 32:1–32.
Hauke, J. and Kossowski, T. (2011). Comparison of values of pearson’s and spearman’s correlation coefficients on the same sets of data. Quaestiones geographicae, 30(2):87–93.
Hmelo-Silver, C. E. (2004). Problem-based learning: What and how do students learn? Educational psychology review, 16:235–266.
Maissiat, J. (2013). Interconexões entre a complexidade e o fazer docente: formação continuada e tecnologias digitais em educação a distância. PhD thesis, Centro de Estudos Interdisciplinares em Novas Tecnologias na Educação-UFRGS.
Morin, E. (2003). Introdução ao pensamento complexo (d. matos, trad.), lisboa: Instituto piaget.
Morin, E. (2005). O método 4: as ideias-habitat, vida, costumes, organização. Sulina.
Morin, E., Pakman, M., et al. (1994). Introducción al pensamiento complejo. gedisa Barcelona.
Oliveira, G. P., Fernandes, M. A., and Maissiat, J. (2022). Correlacionando habilidades cognitivas às atividades do moodle a luz da teoria da complexidade. In Anais do I Workshop de Pensamento Computacional e Inclusão, pages 139–150. SBC.
Oliveira, G. P., Fernandes, M. A., and Maissiat, J. (2023). Validating the process for labeling moodle activities according to complex thinking theory. In Anais do XXXIV Simpósio Brasileiro de Informática na Educação, pages 287–298. SBC.
Priyanka and Kumar, D. (2020). Decision tree classifier: a detailed survey. International Journal of Information and Decision Sciences, 12(3):246–269.
Roski, M., Sebastian, R., Ewerth, R., Hoppe, A., and Nehring, A. (2023). Dropout prediction in a web environment based on universal design for learning. In International Conference on Artificial Intelligence in Education, pages 515–527. Springer.
Silva, M. (2010). Sala de aula interativa, educação, comunicação, mídia clássica, internet, tecnologias digitais, arte, mercado, sociedade, cidadania, marco silva. Coleção práticas pedagógicas.
Wei, X., Sun, S., Wu, D., and Zhou, L. (2021). Personalized online learning resource recommendation based on artificial intelligence and educational psychology. Frontiers in psychology, 12:767837.
Zheng, F. (2022). Personalized education based on hybrid intelligent recommendation system. Journal of Mathematics, 2022:1–9.