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Evaluation of an eLearning Platform Featuring Learning Analytics and Gamification

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Advances on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC 2016)

Abstract

This paper presents an initial evaluation of an innovative web-based eLearning platform, featuring Learning Analytics and Gamification called ICTFLAG. Previous contributions presented the development and prototyping steps of the platform, and following these steps, this paper reports the evaluation on the first real experience of connecting and integrating the platform with a eLearning tool to support an online course by learning analytics services. Results of the evaluation serves as a first validation of the platform and guide the next iterative software development and evaluation process. The research reported in this paper is currently undertaken within the research project “Enhancing ICT education through Formative assessment, Learning Analytics and Gamification” (ICT-FLAG) funded by the Spanish Government.

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References

  1. Whitelock, D. Computer Assisted Formative Assessment : Supporting Students to Become More Re ective Learners. In 8th International Conference on Computer Based Learning in Science, CBLIS, pp. 492 – 503 (2007).

    Google Scholar 

  2. Nicol, D., & Macfarlane-Dick, D. Formative Assessment and Self-Regulated Learning: A Model and Seven Principles of Good Feedback Practice. Studies in Higher Education, 31 (2), 199 - 218 (2006).

    Google Scholar 

  3. Deterding, S., Dixon, D., Khaled, R., & Nacke, L. From game design elements to gamefulness: defining gamification. In Proceedings of the 15th International Academic MindTrek Conference: Envisioning Future Media Environments, pp. 9-15 (2011).

    Google Scholar 

  4. Domínguez, A., Saenz-de-Navarrete, J., De-Marcos, L., Fernández-Sanz, L., Pagés, C., & Martínez-Herráiz, J. J. Gamifying learning experiences: Practical implications and outcomes. Computers & Education, 63, 380-392 (2013).

    Google Scholar 

  5. Amriani, A., Aji, A. F., Utomo, A. Y., & Junus, K. M. An empirical study of gamification impact on e-Learning environment. In Computer Science and Network Technology (ICCSNT), 2013 3rd International Conference on, pp. 265-269 (2013).

    Google Scholar 

  6. Yener, M., & Theedom, A. Professional Java EE Design Patterns. John Wiley & Sons (2014).

    Google Scholar 

  7. Mehta, B. RESTful Java Patterns and Best Practices. Packt Publishing Ltd (2014).

    Google Scholar 

  8. Siemens, G., & d Baker, R. S. Learning analytics and educational data mining: towards communication and collaboration. In Proceedings of the 2nd international conference on learning analytics and knowledge, pp. 252-254 (2012).

    Google Scholar 

  9. Ferguson, R. Learning analytics: drivers, developments and challenges. International Journal of Technology Enhanced Learning, 4(5-6), 304-317 (2012).

    Google Scholar 

  10. Romero, C., & Ventura, S. Educational data mining: a review of the state of the art. Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on, 40(6), 601-618 (2010).

    Google Scholar 

  11. Romero, C., & Ventura, S. Educational data mining: A survey from 1995 to 2005. Expert systems with applications, 33(1), 135-146 (2007).

    Google Scholar 

  12. Fahy, P. J. Online and face-to-face group interaction processes compared using Bales’ interaction process analysis (IPA). European Journal of Open, Distance and E-Learning, 9(1) (2006).

    Google Scholar 

  13. Siemens, G. Massive open online courses: Innovation in education. Open educational resources: Innovation, research and practice, 5 (2013).

    Google Scholar 

  14. Caballé, S., & Xhafa, F. Distributed-based massive processing of activity logs for efficient user modeling in a Virtual Campus. Cluster computing, 16(4), 829-844 (2013).

    Google Scholar 

  15. Isabel Guitart, Jordi Conesa. Creating University Analytical Information Systems: A Grand Challenge for Information Systems Research. In Formative Assessment Learning Data Analytics and Gamification (pp. 167-186). Elsevier. ISBN: 978-0-12-803637-2 (2016).

    Google Scholar 

  16. Salen, K., & Zimmerman, E. Rules of play: Game design fundamentals. Cambridge, MA: MIT Press (2004).

    Google Scholar 

  17. Hamari, J., Koivisto, J., & Sarsa, H. Does gamification work?–a literature review of empirical studies on gamification. In System Sciences (HICSS), 2014 47th Hawaii International Conference on, pp. 3025-3034 (2014).

    Google Scholar 

  18. Lee, J. J., & Hammer, J. Gamification in education: What, how, why bother?. Academic exchange quarterly, 15(2), 146 (2011).

    Google Scholar 

  19. Borrás Gené, O., Martínez Núñez, M., y Fidalgo Blanco, Á. Gamification in MOOC: challenges, opportunities and proposals for advancing MOOC model. In F. J. García-Peñalvo (Ed.), Proceedings of the Second International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 215-220 (2014).

    Google Scholar 

  20. Denny, P. The effect of virtual achievements on student engagement. In Proceedings of the SIGCHI conference on human factors in computing systems, pp. 763-772 (2013).

    Google Scholar 

  21. Hakulinen, L., Auvinen, T., & Korhonen, A. Empirical study on the effect of achievement badges in TRAKLA2 online learning environment. In Learning and Teaching in Computing and Engineering (LaTiCE), pp. 47-54 (2013).

    Google Scholar 

  22. Groh, F. Gamification: State of the art definition and utilization. Institute of Media Informatics Ulm University, 39 (2012).

    Google Scholar 

  23. Dimopoulos, I., Petropoulou, O., Boloudakis, M., & Retalis, S. Using Learning Analytics in Moodle for assessing students’ performance (2013).

    Google Scholar 

  24. HENRICK, G. Gamification-What is it and What it is in Moodle (2010)

    Google Scholar 

  25. Dicheva, D., Dichev, C., Agre, G., & Angelova, G. Gamification in education: a systematic mapping study. Educational Technology & Society, 18(3), 1-14 (2015).

    Google Scholar 

  26. Greller, W., & Drachsler, H. Translating Learning into Numbers: A Generic Framework for Learning Analytics. Educational technology & society, 15(3), 42-57 (2012).

    Google Scholar 

  27. Chatti, M. A., Dyckhoff, A. L., Schroeder, U., & Thüs, H. A reference model for learning analytics. International Journal of Technology Enhanced Learning, 4(5-6), 318-331 (2012).

    Google Scholar 

  28. Gené, O. B., Núñez, M. M., & Blanco, Á. F. Gamification in MOOC: Challenges, opportunities and proposals for advancing MOOC model. In Proceedings of the Second International Conference on Technological Ecosystems for Enhancing Multiculturality, pp. 215-220 (2014).

    Google Scholar 

  29. Gibson, D., Ostashewski, N., Flintoff, K., Grant, S., & Knight, E. Digital badges in education. Education and Information Technologies, pp. 1-8. Sringer (2013).

    Google Scholar 

  30. Gañan, D., Caballé, S., Clarisó, R., Conesa, C.(2016). Towards the Effective Software Development of an eLearning Platform Featuring Learning Analytics and Gamification. 4th International In proceedings of the IEEE 30th International Conference on Advanced Information Networking and Applications Workshops, pp. 177-182 (2016).

    Google Scholar 

  31. Gañan, D., Caballé, S., Clarisó, R., Conesa, J. Analysis and Design of an eLearning Platform Featuring Learning Analytics and Gamification. 10th International Conference on Complex, Intelligent, and Software Intensive Systems, pp. 87-94.

    Google Scholar 

  32. Gañan, D., Caballé, S., Clarisó, R., Conesa, J. Implementation and Prototyping of an eLearning Platform Featuring Learning Analytics and Gamification. In proceedings of the 10th International Conference on Complex, Intelligent, and Software Intensive Systems, pp. 87-94 (2016).

    Google Scholar 

  33. Baneres, D., Clariso, R., Jorba, J., Serra, M., Experiences in Digital Circuit Design Courses: A Self-Study Platform for Learning Support. Learning Technologies, IEEE Transactions on, vol.7, no.3, pp.1-15, (2014)

    Google Scholar 

  34. Brooke, J. SUS: A “quick and dirty” usability scale. Usability evaluation in industry. London: Taylor & Francis, (1996).

    Google Scholar 

  35. R.H. Kay and S. Loverock, Assessing emotions related to learning new software: The computer emotion scale. Computers in Human Behavior, 24, pp. 1605-1623 (2008).

    Google Scholar 

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Correspondence to Santi Caballé .

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Gañán, D., Caballé, S., Clarisó, R., Conesa, J. (2017). Evaluation of an eLearning Platform Featuring Learning Analytics and Gamification. In: Xhafa, F., Barolli, L., Amato, F. (eds) Advances on P2P, Parallel, Grid, Cloud and Internet Computing. 3PGCIC 2016. Lecture Notes on Data Engineering and Communications Technologies, vol 1. Springer, Cham. https://doi.org/10.1007/978-3-319-49109-7_92

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  • DOI: https://doi.org/10.1007/978-3-319-49109-7_92

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