Abstract
This paper presents the design of a learning analytics dashboard, utilizing learning traces that emerge from conversational MOOC activities. These chat-based activities encourage students to collaborate in dyads, with the support of a conversational agent, in order to answer open-ended questions, set by the course instructor. Taking into account the dynamic and context-sensitive nature of the agent-based support provided during this kind of online activities, we aspire to share a series of variables, metrics and use cases, which can be valuable for practitioners and researchers looking forward to initiate the development of a learning analytics dashboard that encompasses aspects of both peer-to-peer and human-to-bot conversational interactions.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Akhtar, S., Warburton, S., Xu, W.: The use of an online learning and teaching system for monitoring computer aided design student participation and predicting student success. Int. J. Technol. Des. Educ. 27(2), 251–270 (2017)
Crossley, S.A., McNamara, D.S., Baker, R., Wang, Y., Paquette, L., Barnes, T., Bergner, Y.: Language to completion: success in an educational data mining massive open online class. In: Santos, O.C., Boticario, J.G., Romero, C., Pechenizkiy, M., Merceron, A., Mitros, P., Luna, J.M., Mihaescu, C., Moreno, P., Hershkovitz, A., Ventura, S., Desmarais, M. (eds.) Proceedings of the 8th International Conference on Educational Data Mining (EDM 2015), Madrid, Spain, 26–29 June 2015, pp. 388–391 (2015)
Demetriadis, S., Tegos, S., Psathas, G., Tsiatsos, T., Weinberger, A., Caballé, S., Dimitriadis, Y., Sánchez, G.E., Papadopoulos, M., Karakostas, A.: Conversational agents as group-teacher interaction mediators in MOOCs. In: 2018 Learning With MOOCS (LWMOOCS), pp. 43–46 (2018)
Floratos, N., Guasch, T., Espasa, A.: Recommendations on formative assessment and feedback practices for stronger engagement in MOOCs. Open Praxis 7(2), 141–152 (2015)
Henrie, C.R., Halverson, L.R., Graham, C.R.: Measuring student engagement in technology-mediated learning: a review. Comput. Educ. 90, 36–53 (2015)
Hone, K.S., El Said, G.R.: Exploring the factors affecting MOOC retention: a survey study. Comput. Educ. 98, 157–168 (2016)
Klerkx, J., Verbert, K., Duval, E.: Learning analytics dashboards (2017)
McNamara, D.S., Allen, L., Crossley, S., Dascalu, M., Perret, C.A.: Natural language processing and learning analytics. In: Handbook of Learning Analytics, pp. 93–104 (2017)
Rosé, C.P., Ferschke, O.: Technology support for discussion based learning: from computer supported collaborative learning to the future of massive open online courses. Int. J. Artif. Intell. Educ. 26(2), 660–678 (2016)
Siemens, G.: Learning analytics: the emergence of a discipline. Am. Behav. Sci. 57(10), 1380–1400 (2013)
Xiong, Y., Li, H., Kornhaber, M.L., Suen, H.K., Pursel, B., Goins, D.D.: Examining the relations among student motivation, engagement, and retention in a MOOC: a structural equation modeling approach. Glob. Educ. Rev. 2(3), 23–33 (2015)
Acknowledgements
This research has been funded by the Erasmus+ Programme of the European Commission (project No 588438-EPP-1-2017-1-EL-EPPKA-KA). This document reflects the views only of the authors. The Education, Audiovisual and Culture Executive Agency and the European Commission cannot be held responsible for any use which may be made of the information contained therein.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 Springer Nature Switzerland AG
About this paper
Cite this paper
Tegos, S., Tsiatsos, T., Psathas, G., Demetriadis, S. (2021). Towards a Learning Analytics Dashboard for Collaborative Conversational Agent Activities in MOOCs. In: Auer, M.E., Tsiatsos, T. (eds) Internet of Things, Infrastructures and Mobile Applications. IMCL 2019. Advances in Intelligent Systems and Computing, vol 1192. Springer, Cham. https://doi.org/10.1007/978-3-030-49932-7_65
Download citation
DOI: https://doi.org/10.1007/978-3-030-49932-7_65
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-49931-0
Online ISBN: 978-3-030-49932-7
eBook Packages: EngineeringEngineering (R0)