Metadig: an application for self-regulated learning in distance education

Authors

DOI:

https://doi.org/10.21556/edutec.2025.91.3517

Keywords:

self-regulated learning, metacognition, application design, distance education

Abstract

Metadig application has been designed and developed to facilitate self-regulated learning through metacognitive strategies in distance higher education teacher training. This study support application is based on the results gathered from a previous version of the application. On the one hand, based on how to pedagogically structure the support of metacognitive strategies, for which three basic functions are distinguished: goal selection and planning, monitoring, and self-assessment. On the other hand, improving the ease and suitability of use through validation by experts. In addition to incorporating all these proposals for improvement, this article provides a new study on the needs detected in the capacity for self-regulation in reading comprehension, study habits and the use of critical thinking in trainee teachers. In this way, the design process and the resulting development is based on both previous studies and how it can improve these three aspects (reading comprehension, study habits and critical thinking). It is concluded that a more suitable and user-friendly version has been obtained, and that it will improve the application of metacognitive strategies for self-regulated learning in terms of reading comprehension, study habits and critical thinking.

Funding

Universidad Internacional de La Rioja

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Author Biography

Beatriz Ortega-Ruipérez, Universidad Rey Juan Carlos (España)

Beatriz Ortega-Ruipérez pertenece al área de Didáctica y Organización Escolar de la Universidad Rey Juan Carlos. Sus intereses de investigación incluyen el el aprendizaje potenciado por la tecnología, el aprendizaje autorregulado y el Aprendizaje-Servicio para una educación cívica. En los últimos años, ha dirigido un proyecto de investigación y dos proyectos de innovación sobre el uso de la tecnología para un aprendizaje autorregulado.

References

Akamatsu, D., Nakaya, M., and Koizumi, R. (2019). Effects of metacognitive strategies on the self-regulated learning process: The mediating effects of self-efficacy. Behavioral Sciences, 9(12), 128. https://doi.org/10.3390/bs9120128 DOI: https://doi.org/10.3390/bs9120128

Albelbisi, N. A. (2019). The role of quality factors in supporting self-regulated learning (SRL) skills in MOOC environment. Education and Information Technologies, 24(2), 1681-1698. https://doi.org/10.1007/s10639-018-09855-2 DOI: https://doi.org/10.1007/s10639-018-09855-2

Azevedo, R., Johnson, A., Chauncey, A., and Burkett, C. (2010). Self-regulated learning with MetaTutor: Advancing the science of learning with Meta Cognitive tools. In Khine, M. S., y Saleh, I.M. (Eds.), New Science of Learning: Computers, Cognition, and Collaboration in Education (pp. 225–247). Springer. https://doi.org/10.1007/978-1-4419-5716-0_11 DOI: https://doi.org/10.1007/978-1-4419-5716-0_11

Bull, S., and Kay, J. (2010). Open Learner Models. In: Nkambou R., Bourdeau J., Mizoguchi R. (eds) Advances in Intelligent Tutoring Systems. Studies in Computational Intelligence, vol. 308. Springer. https://doi.org/10.1007/978-3-642-14363-2_15 DOI: https://doi.org/10.1007/978-3-642-14363-2_15

Caeiro-Rodríguez, M., Llamas-Nistal, M., and Mikic-Fonte, F. (2016, October). Introducing BeA into self-regulated learning to provide formative assessment support. In 2016 IEEE Frontiers in Education Conference (FIE) (pp. 1-4). IEEE. https://doi.org/10.1109/FIE.2016.7757412. DOI: https://doi.org/10.1109/FIE.2016.7757412

Carretti, B., Caldarola, N., Tencati, C., and Cornoldi, C. (2014). Improving reading comprehension in reading and listening settings: The effect of two training programmes focusing on metacognition and working memory. British Journal of Educational Psychology, 84(2), 194–210. https://doi.org/10.1111/bjep.12022 DOI: https://doi.org/10.1111/bjep.12022

Chou, C.Y., and Zou, N.B. (2020). An analysis of internal and external feedback in self-regulated learning activities mediated by self-regulated learning tools and open learner models. International Journal of Educational Technology in Higher Education, 17(1), 1-27. https://doi.org/10.1186/s41239-020-00233-y DOI: https://doi.org/10.1186/s41239-020-00233-y

Cleary, T.J. (2006). The development and validation of the self-regulation strategy inventory—self-report. Journal of school psychology, 44(4), 307-322. https://doi.org/10.1016/j.jsp.2006.05.002 DOI: https://doi.org/10.1016/j.jsp.2006.05.002

Colthorpe, K., Sharifirad, T., Ainscough, L., Anderson, S., and Zimbardi, K. (2018). Prompting undergraduate students’ metacognition of learning: implementing ‘meta-learning’ assessment tasks in the biomedical sciences. Assessment and Evaluation in Higher Education, 43(2), 272-285. https://doi.org/10.1080/02602938.2017.1334872 DOI: https://doi.org/10.1080/02602938.2017.1334872

Corcoran, R.P., and O’Flaherty, J. (2017). Executive function during teacher preparation. Teaching and Teacher Education, 63, 168–175. https://doi.org/10.1016/j.tate.2016.12.023 DOI: https://doi.org/10.1016/j.tate.2016.12.023

Dascalu, M.I., Nitu, M., Bodea, C.N., Alecu, G., Marin, I., and Mitrea, D.A. (2017). Supporting self-regulated learning via technology tools: a case study in an engineering degree program in Romania. In 11th International Technology, Education and Development Conference (pp. 5054-5061). https://doi.org/10.21125/inted.2017.1174 DOI: https://doi.org/10.21125/inted.2017.1174

de Klerk, S., Veldkamp, B.P., and Eggen, T.J. (2018). A framework for designing and developing multimedia-based performance assessment in vocational education. Educational technology research and development, 66(1), 147-171. https://doi.org/10.1007/s11423-017-9559-5 DOI: https://doi.org/10.1007/s11423-017-9559-5

De Smul, M., Heirweg, S., Van Keer, H., Devos, G., and Vandevelde, S. (2018). How competent do teachers feel instructing self-regulated learning strategies? Development and validation of the teacher self-efficacy scale to implement self-regulated learning. Teaching and teacher education, 71, 214-225. https://doi.org/10.1016/j.tate.2018.01.001 DOI: https://doi.org/10.1016/j.tate.2018.01.001

Devolder, A., van Braak, J., and Tondeur, J. (2012). Supporting self-regulated learning in computer-based learning environments: systematic review of effects of scaffolding in the domain of science education. Journal of Computer Assisted Learning, 28(6), 557-573. https://doi.org/10.1111/j.1365-2729.2011.00476.x DOI: https://doi.org/10.1111/j.1365-2729.2011.00476.x

Dignath, C. (2021). For unto everyone that hath shall be given: teachers’ competence profiles regarding the promotion of self regulated learning moderate the effectiveness of short term teacher training. Metacognition and Learning, 16, 555–594. https://doi.org/10.1007/s11409-021-09271-x DOI: https://doi.org/10.1007/s11409-021-09271-x

Dignath, C., and Veenman, M.V.J. (2021). The Role of Direct Strategy Instruction and Indirect Activation of Self-Regulated Learning—Evidence from Classroom Observation Studies. Educational Psychology Review, 33, 489-533. https://doi.org/10.1007/s10648-020-09534-0 DOI: https://doi.org/10.1007/s10648-020-09534-0

Dobber, M., Zwart, R., Tanis, M., and van Oers, B. (2017). Literature review: The role of the teacher in inquiry-based education. Educational Research Review, 22, 194–214. https://doi.org/10.1016/j.edurev.2017 DOI: https://doi.org/10.1016/j.edurev.2017.09.002

Duffy, G.G., Miller, S., Parsons, S., Meloth, M. (2009). Teachers as metacogntive professionals. In D.J. Hacker, J. Dunlosky, A.C. Graesser (eds.) Handbook of Metacognition in Education, pp. 240–56. New York: Taylor and Francis

Ferreira, M., Olcina-Sempere, G., and Reis-Jorge, J. (2019). Teachers as Cognitive Mediators and Promotors of Meaningful Learning. Revista de Educación, 43(2), 603-614. https://doi.org/10.15517/revedu.v43i2.37269 DOI: https://doi.org/10.15517/revedu.v43i2.37269

Fokkens-Bruinsma, M., Vermue, C., Deinum, J.F., and van Rooij, E. (2020). First-year academic achievement: the role of academic self-efficacy, self-regulated learning and beyond classroom engagement. Assessment and Evaluation in Higher Education, 1-12. https://doi.org/10.1080/02602938.2020.1845606 DOI: https://doi.org/10.1080/02602938.2020.1845606

Harwood, C., and Koyama, D. (2020). Creating a Virtual Writing Center to Support Self-Regulated Learning. Studies in Self-Access Learning Journal, 11(3), 164–186. https://doi.org/10.37237/110306 DOI: https://doi.org/10.37237/110306

Hooshyar, D., Kori, K., Pedaste, M., and Bardone, E. (2019). The potential of open learner models to promote active thinking by enhancing self-regulated learning in online higher education learning environments. British Journal of Educational Technology, 50(5), 2365-2386. https://doi.org/10.1111/bjet.12826 DOI: https://doi.org/10.1111/bjet.12826

Hooshyar, D., Pedaste, M., Saks, K., Leijen, Ä., Bardone, E., and Wang, M. (2020). Open learner models in supporting self-regulated learning in higher education: A systematic literature review. Computers and Education, 154, 103878. https://doi.org/10.1016/j.compedu.2020.103878 DOI: https://doi.org/10.1016/j.compedu.2020.103878

Hughes, M.D., Regan, K.S., and Evmenova, A. (2019). A computer-based graphic organizer with embedded self-regulated learning strategies to support student writing. Intervention in School and Clinic, 55(1), 13-22. https://doi.org/10.1177/1053451219833026 DOI: https://doi.org/10.1177/1053451219833026

Jansen, R.S., van Leeuwen, A., Janssen, J., Conijn, R., and Kester, L. (2020). Supporting learners' self-regulated learning in Massive Open Online Courses. Computers and Education, 146, 103771. https://doi.org/10.1016/j.compedu.2019.103771 DOI: https://doi.org/10.1016/j.compedu.2019.103771

Kahn, P., Everington, L., Kelm, K., Reid, I., and Watkins, F. (2016). Understanding student engagement in online learning environments: The role of reflexivity. Educational Technology Research and Development, 65(1), 203-218. https://doi.org/10.1007/s11423-016-9484-z DOI: https://doi.org/10.1007/s11423-016-9484-z

Kay, J., Halin, Z., Ottomann, T., and Razak, Z. (1997, December). Learner know thyself: Student models to give learner control and responsibility. In Proceedings of International Conference on Computers in Education (pp. 17-24).

Kramarski, B., and Gutman, M. (2006). How can self-regulated learning be supported in mathematical E-learning environments? Journal of Computer Assisted Learning, 22(1), 24-33. https://doi.org/10.1111/j.1365-2729.2006.00157.x DOI: https://doi.org/10.1111/j.1365-2729.2006.00157.x

Lombaerts, K., De Backer, F., Engels, N., Van Braak, J., and Athanasou, J. (2009). Development of the self-regulated learning teacher belief scale. European Journal of Psychology of Education, 24(1), 79-96. https://doi.org/10.1007/BF03173476 DOI: https://doi.org/10.1007/BF03173476

Muijs, D. and Bokhove, C. (2020). Metacognition and Self-Regulation: Evidence Review. London: Education Endowment Foundation. The report is available from: https://educationendowmentfoundation.org.uk/evidence-summaries/evidence-reviews/ metacognition-and-self-regulation-review/

Muijs, D., Kyriakides, L., van der Werf, G., Creemers, B., Timperley, H., and Earl, L. (2014). State of the art – teacher effectiveness and professional learning. School Effectiveness and School Improvement, 25(2), 231–256. https://doi.org/10.1080/09243453.2014.885451 DOI: https://doi.org/10.1080/09243453.2014.885451

Núñez, J.C., Amieiro, N., Álvarez, D., García, T., and Dobarro, A. (2015). Escala de Evaluación de la Autorregulación del Aprendizaje a partir de Textos (ARATEX-R). European Journal of Education and Psychology, 8(1), 9-22. https://doi.org/10.1016/j.ejeps.2015.10.002 DOI: https://doi.org/10.1016/j.ejeps.2015.10.002

Ortega-Ruipérez, B. (2022). The Role of Metacognitive Strategies in Blended Learning: Study Habits and Reading Comprehension. Revista Iberoamericana de Educación a Distancia, 25(2), 219-238. https://doi.org/10.5944/ried.25.2.32056 DOI: https://doi.org/10.5944/ried.25.2.32056

Ortega-Ruipérez, B., & Castellanos, A. (2021). Design and development of a digital tool for metacognitive strategies in self-regulated learning. In EduLearn 21 Proceedings: 13th International Conference on Education and New Learning Technologies Online Conference. 5-6 July, 2021. (pp. 1203-1211). IATED Academy. https://doi.org/10.21125/edulearn.2021.0300 DOI: https://doi.org/10.21125/edulearn.2021.0300

Ortega-Ruipérez, B., & Castellanos, A. (2023). Guidelines for instructional design of courses for the development of self-regulated learning for teachers. South African Journal of Education, 43(3), 1-13. https://doi.org/10.15700/saje.v43n3a2202 DOI: https://doi.org/10.15700/saje.v43n3a2202

Ortega-Ruipérez, B., & Castellanos, A. (not published). Expert validation of an application to facilitate the self-regulated learning of trainee teachers. Manuscript submitted for publication.

Panadero, E. (2017). A review of self-regulated learning: Six models and four directions for research. Frontiers in psychology, 8, 422. https://doi.org/10.3389/fpsyg.2017.00422 DOI: https://doi.org/10.3389/fpsyg.2017.00422

Pérez-Álvarez, R., Maldonado-Mahauad, J.J., Sapunar-Opazo, D., and Pérez-Sanagustín, M. (2017). NoteMyProgress: A tool to support learners’ self-regulated learning strategies in MOOC environments. In European Conference on Technology Enhanced Learning (pp. 460-466). Springer, Cham. DOI: https://doi.org/10.1007/978-3-319-66610-5_43

Pérez-Álvarez, R., Maldonado-Mahauad, J., and Pérez-Sanagustín, M. (2018a). Design of a Tool to Support Self-Regulated Learning Strategies in MOOCs. Journal of Universal Computer Science, 24(8). 1090-1109. https://doi.org/10.3217/jucs-024-08-1090

Pérez-Álvarez, R., Maldonado-Mahauad, J., and Pérez-Sanagustín, M. (2018b). Tools to support self-regulated learning in online environments: literature review. In European conference on technology enhanced learning (pp. 16-30). Springer, Cham. DOI: https://doi.org/10.1007/978-3-319-98572-5_2

Piotrkowicz, A., Dimitrova, V., and Roberts, T.E. (2018, September). Temporal Analytics of Workplace-Based Assessment Data to Support Self-Regulated Learning. In European Conference on Technology Enhanced Learning (pp. 570-574). Springer, Cham. https://doi.org/10.1007/978-3-319-98572-5_47 DOI: https://doi.org/10.1007/978-3-319-98572-5_47

Rivas, S.F., and Saiz, C. (2012). Validación y propiedades psicométricas de la prueba de pensamiento crítico PENCRISAL. Rema Revista Electrónica de Metodología Aplicada, 17(1), 18-34.

Santiuste, V., Ayala, C., Barrigüete, C., García, E., González, J., Rossignoli, J., y Toledo, E. (2001). El pensamiento crítico en la práctica educativa. Madrid: Fugaz Ediciones.

Soodla, P., Jõgi, A.-L., and Kikas, E. (2016). Relationships between teachers’ metacognitive knowledge and students’ metacognitive knowledge and reading achievement. European Journal of Psychology of Education, 32(2), 201–218. https://doi.org/10.1007/s10212-016-0293-x DOI: https://doi.org/10.1007/s10212-016-0293-x

Schuster, C., Stebner, F., Leutner, D., and Wirth, J. (2020). Transfer of metacognitive skills in self-regulated learning: an experimental training study. Metacognition and Learning, 15(3), 455–477. https://doi.org/10.1007/s11409-020-09237-5 DOI: https://doi.org/10.1007/s11409-020-09237-5

Thomas, L., Bennett, S., and Lockyer, L. (2016). Using concept maps and goal setting to support the development of self-regulated learning in a problem-based learning curriculum. Medical teacher, 38(9), 930-935. https://doi.org/10.3109/0142159X.2015.1132408 DOI: https://doi.org/10.3109/0142159X.2015.1132408

Usart-Rodríguez, M.; Lázaro-Cantabrana, J.L. and Gisbert-Cervera, M. (2021). Validation of a tool for self-evaluating teacher digital competence. Educación XX1, 24(1), 353-373. https://doi.org/10.5944/educXX1.27080 DOI: https://doi.org/10.5944/educxx1.27080

van Laer, S., and Elen, J. (2017). In search of attributes that support self-regulation in blended learning environments. Education and Information Technologies, 22(4), 1395-1454. https://doi.org/10.1007/s10639-016-9505-x DOI: https://doi.org/10.1007/s10639-016-9505-x

Vázquez-López, V., and Huerta-Manzanilla, E.L. (2021). Factors Related with Underperformance in Reading Proficiency, the Case of the Programme for International Student Assessment 2018. European Journal of Investigation in Health, Psychology and Education, 11(3), 813–828. https://doi.org/10.3390/ejihpe11030059 DOI: https://doi.org/10.3390/ejihpe11030059

Winne, P.H. and Hadwin, A.F. (2013). nStudy: tracing and supporting self-regulated learning in the internet. In R. Azevedo and V. Aleven, (eds.) International Handbook of Metacognition and Learning Technologies, 293. Springer International Handbooks of Education. https://doi.org/10.1007/978-1-4419-5546-3_20 DOI: https://doi.org/10.1007/978-1-4419-5546-3_20

Yan, Z. (2017). How teachers’ beliefs and demographic variables impact on self-regulated learning instruction. Educational Studies, 1–14. https://doi.org/10.1080/03055698.2017.1382331 DOI: https://doi.org/10.1080/03055698.2017.1382331

Yokoyama, K., Misono, T., Inaba, R., and Watanabe, Y. (2020). Developing notetaking support system for self-regulated learning skills in mathematics class -support of behavioral economics theory-. In Proceeding 14th International Technology, Education and Development Conference, 4753-4761. https://doi.org/10.21125/inted.2020.1308 DOI: https://doi.org/10.21125/inted.2020.1308

Zarouk, M.Y., and Khaldi, M. (2016, October). Metacognitive learning management system supporting self-regulated learning. In 2016 4th IEEE International Colloquium on Information Science and Technology (CIST) (pp. 929-934). IEEE. https://doi.org/10.1109/CIST.2016.7805021 DOI: https://doi.org/10.1109/CIST.2016.7805021

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Published

27-03-2025

How to Cite

Ortega-Ruipérez, B. (2025). Metadig: an application for self-regulated learning in distance education. Edutec, Revista Electrónica De Tecnología Educativa, (91), 320–338. https://doi.org/10.21556/edutec.2025.91.3517