Abstract
Learning Analytics (LA) dashboards help raise student and teacher awareness regarding learner activities. In blog-supported and inquiry-based learning courses, LA data is not limited to student activities, but also contains an abundance of digital learner artefacts, such as blog posts, hypotheses, and mind-maps. Exploring peer activities and artefacts can help students gain new insights and perspectives on learning efforts and outcomes, but requires effort. To help facilitate and promote this exploration, we present the lessons learnt during and guidelines derived from the design, deployment and evaluation of five dashboards.
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References
Arnold, K.E., Pistilli, M.D.: Course signals at purdue: using LA to increase student success. In: Proceedings of LAK 2012, pp. 267–270. ACM, New York (2012)
Black, P., Wiliam, D.: Assessment and classroom learning. Assess. Educ. Principle Policy Pract. 5(1), 7–74 (1998)
Brennan, K., Resnick, M.: New frameworks for studying and assessing the development of computational thinking. In: Proceedings of the Annual Meeting of the American Educational Research Association (2012)
Brusilovsky, P.: Adaptive hypermedia: from intelligent tutoring systems to web-based education. In: Gauthier, G., VanLehn, K., Frasson, C. (eds.) ITS 2000. LNCS, vol. 1839, pp. 1–7. Springer, Heidelberg (2000)
Bull, S., Johnson, M.D., Alotaibi, M., Byrne, W., Cierniak, G.: Visualising multiple data sources in an independent open learner model. In: Lane, H.C., Yacef, K., Mostow, J., Pavlik, P. (eds.) AIED 2013. LNCS, vol. 7926, pp. 199–208. Springer, Heidelberg (2013)
Charleer, S., Klerkx, J., Duval, E.: Exploring inquiry-based learning analytics through interactive surfaces. In: Proceedings of 1st International Workshop on Visual Aspects of Learning Analytics. CEUR-WS (2015)
Charleer, S., Klerkx, J., Santos, J.L., Duval, E.: Improving awareness and reflection through collaborative, interactive visualizations of badges. In: CEUR Workshop Proceeding of ARTEL@EC-TEL, vol. 1103, pp. 69–81. CEUR-WS.org (2013)
Charleer, S., Odriozola, S., Luis, J., Klerkx, J., Duval, E.: Larae: learning analytics reflection and awareness environment. In: CEUR Workshop Proceedings, vol. 1238, pp. 85–87. CEUR-WS (2014)
Charleer, S., Santos, J.L., Klerkx, J., Duval, E.: Improving teacher awareness through activity, badge and content visualizations. In: Cao, Y., Väljataga, T., Tang, J.K.T., Leung, H., Laanpere, M. (eds.) ICWL 2014 Workshops. LNCS, vol. 8699, pp. 143–152. Springer, Heidelberg (2014)
Clow, D., Makriyannis, E.: iSpot analysed: participatory learning and reputation. In: Proceedings of LAK 2011, pp. 34–43. ACM, New York (2011)
Conde, M.A., Garcia-Penalvo, F.J., Gomez-Aguilar, D.A., Theron, R.: Visual learning analytics techniques applied in software engineering subjects. In: Frontiers in Education Conference (FIE 2014), pp. 1–9. IEEE (2014)
Dillenbourg, P., Zufferey, G., Alavi, H.S., Jermann, P., Do, L.H.S., Bonnard, Q., Cuendet, S., Kaplan, F.: Classroom orchestration: the third circle of usability. In: CSCL 2011 Conference Proceedings, vol. 1, pp. 510–517. International Society of the Learning Sciences (2011)
Fields, D.A., Quirke, L., Amely, J., Maughan, J.: Combining big data and thickdata analyses for understanding youth learning trajectories in a summer coding camp. In: Proceedings of SIGCSE 2016, pp. 150–155. ACM, New York (2016)
Fulantelli, G., Taibi, D., Arrigo, M.: A framework to support educational decision making in mobile learning. Comput. Hum. Behav. 47, 50–59 (2015)
Govaerts, S., Verbert, K., Duval, E., Pardo, A.: The student activity meter for awareness and self-reflection. In: Proceedings of ACM Annual Conference Extended Abstracts on Human Factors in Computing Systems, pp. 869–884. ACM (2012)
Hu, Y.-H., Lo, C.-L., Shih, S.-P.: Developing early warning systems to predict students online learning performance. Comput. Hum. Behav. 36, 469–478 (2014)
Huang, D., Tory, M., Aseniero, B.A., Bartram, L., Bateman, S., Carpendale, S., Tang, A., Woodbury, R.: Personal visualization and personal visual analytics. IEEE Trans. Visual. Comput. Graph. 21(3), 420–433 (2015)
Isenberg, P., Elmqvist, N., Scholtz, J., Cernea, D., Ma, K.-L., Hagen, H.: Collaborative visualization: definition, challenges, and research agenda. Inf. Vis. 10(4), 310–326 (2011)
Ji, M., Michel, C., Lavoué, É., George, S.: DDART, a dynamic dashboard for collection, analysis and visualization of activity and reporting traces. In: Rensing, C., de Freitas, S., Ley, T., Muñoz-Merino, P.J. (eds.) EC-TEL 2014. LNCS, vol. 8719, pp. 440–445. Springer, Heidelberg (2014)
Kapros, E., Peirce, N.: Empowering L&D managers through customisation of inline learning analytics. In: Zaphiris, P., Ioannou, A. (eds.) LCT 2014. LNCS, vol. 8523, pp. 282–291. Springer, Heidelberg (2012)
Klamma, R.: Emerging research topics in social learning. In: Proceedings of the 7th International Conference on Networked Learning, vol. 2010, pp. 224–231 (2010)
Klerkx, J., Verbert, K., Duval, E.: Learning analytics dashboards. In: Lang, C., Siemens, G. (eds.) Handbook of Learning Analytics & Educational Data Mining (Accepted 2016)
Lin, W.-J., Liu, Y.-L., Kakusho, K., Yueh, H.-P., Murakami, M., Minoh, M.: Blog as a tool to develop e-learning experience in an international distance course. In: 6th International Conference on Advanced Learning Technologies, pp. 290–292. IEEE (2006)
Marques, A.M., Krejci, R., Siqueira, S.W., Pimentel, M., Braz, M.H.L.: Structuring the discourse on social networks for learning: case studies on blogs and microblogs. Comput. Hum. Behav. 29(2), 395–400 (2013)
Martinez-Maldonado, R., Pardo, A., Mirriahi, N., Yacef, K., Kay, J., Clayphan, A.: Latux: an iterative workflow for designing, validating and deploying learning analytics visualisations. J. Learn. Anal. 2(3), 9–39 (2016)
Martinez-Maldonado, R., Yacef, K., Dimitriadis, Y., Edbauer, M., Kay, J.: MT-Classroom and MTDashboard: supporting analysis of teacher attention in an or-chestrated multi-tabletop classroom. In: International Conference on CSCL 2013, pp. 119–128 (2013)
Mikroyannidis, A., Okada, A., Scott, P., Rusman, E., Specht, M., Stefanov, K., Boytchev, P., Protopsaltis, A., Held, P., Hetzner, S., Kikis-Papadakis, K., Chaimala, F.: weSPOT: a personal and social approach to inquiry-based learning. J. Univ. Comput. Sci. 19(14), 2093–2111 (2013)
Monroy, C., Rangel, V.S., Whitaker, R.: Stemscopes: contextualizing learning analytics in a k-12 science curriculum. In: Proceedings of LAK 2013, pp. 210–219. ACM (2013)
Nakahara, J., Hisamatsu, S., Yaegashi, K., Yamauchi, Y.: iTree: does the mobile phone encourage learners to be more involved in collaborative learning? In: Proceedings of CSCL 2005, pp. 470–478. International Society of the Learning Sciences (2005)
Ogata, H., Mouri, K.: Connecting dots for ubiquitous learning analytics. In: Cheung, S.K.S., Kwok, L.-F., Yang, H., Fong, J., Kwan, R. (eds.) ICHL 2015. LNCS, vol. 9167, pp. 46–56. Springer, Heidelberg (2015)
Pham, M.C., Derntl, M., Cao, Y., Klamma, R.: Learning analytics for learning blogospheres. In: Popescu, E., Li, Q., Klamma, R., Leung, H., Specht, M. (eds.) ICWL 2012. LNCS, vol. 7558, pp. 258–267. Springer, Heidelberg (2012)
Poulos, A., Mahony, M.J.: Effectiveness of feedback: the students perspective. Assess. Eval. High. Educ. 33(2), 143–154 (2008)
Protopsaltis, A., Seitlinger, P., Chaimala, F., Firssova, O., Hetzner, S., Kikis-Papadakis, K., Boytchev, P.: Working environment with social and personal open tools for inquiry based learning: pedagogic and diagnostic frameworks. Int. J. Sci. Math. Technol. Learn. 20(4), 51–63 (2014)
Rivera-Pelayo, V., Munk, J., Zacharias, V., Braun, S.: Live interest meter: learning from quantified feedback in mass lectures. In: Proceedings of LAK 2013, pp. 23–27. ACM, New York (2013)
Santos, J.L., Charleer, S., Parra, G., Klerkx, J., Duval, E., Verbert, K.: Evaluating the use of open badges in an open learning environment. In: Hernández-Leo, D., Ley, T., Klamma, R., Harrer, A. (eds.) EC-TEL 2013. LNCS, vol. 8095, pp. 314–327. Springer, Heidelberg (2013)
Santos, J.L., Govaerts, S., Verbert, K., Duval, E.: Goal-oriented visualizations of activity tracking: a case study with engineering students. In: Proceedings of LAK 2012, pp. 143–152. ACM, New York (2012)
Santos, J.L., Verbert, K., Govaerts, S., Duval, E.: Addressing learner issues with StepUp!: an evaluation. In: Proceedings of LAK 2013, pp. 14–22. ACM (2013)
Santos, J.L., Verbert, K., Klerkx, J., Ternier, S., Charleer, S., Duval, E.: Tracking data in open learning environments. J. Univ. Comput. Sci. 21(7), 976–996 (2015)
Shneiderman, B.: The eyes have it: a task by data type taxonomy for information visualizations. In: IEEE Symposium on Visual Languages, pp. 336–343. IEEE (1996)
Siemens, G., Long, P.: Penetrating the Fog: Analytics in Learning and Education, vol. 46, pp. 30–32. EDUCAUSE, Boulder (2011)
Silius, K., Tervakari, A.-M., Kailanto, M.: Visualizations of user data in a social media enhanced web-based environment in higher education. In: Global Engineering Education Conference, pp. 893–899. IEEE (2013)
Buckingham Shum, S., Ferguson, R.: Social learning analytics. J. Educ. Technol. Soc. 15(3), 3–26 (2012)
Suthers, D.D.: Computer-supported collaborative learning. In: Seel, N.M. (ed.) Encyclopedia of the Sciences of Learning, pp. 719–722. Springer, Heidelberg (2012)
Verbert, K., Duval, E., Klerkx, J., Govaerts, S., Santos, J.L.: Learning analytics dashboard applications. Am. Behav. Sci. 57(10), 1500–1509 (2013)
Verbert, K., Govaerts, S., Duval, E., Santos, J., Van Assche, F., Parra, G., Klerkx, J.: Learning dashboards: an overview and future research opportunities. Pers. Ubiquit. Comput. 18(6), 1499–1514 (2014)
Waters, S.: The Current State of Educational Blogging (2016). https://www.theedublogger.com/2016/01/15/educational-blogging-2015/. Accessed 29 Mar 2016
Wise, A.F.: Designing pedagogical interventions to support student use of learning analytics. In: Proceedings of LAK 2014, pp. 203–211. ACM (2014)
Acknowledgements
The research leading to these results has received funding from the European Community’s 7th Framework Programme (FP7/2007–2013) under grant agreement No. 318499 - weSPOT project and the Erasmus+ programme, Key Action 2 Strategic Partnerships, of the European Union under grant agreement 2015-1-UK01-KA203-013767 ABLE project.
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Charleer, S., Klerkx, J., Duval, E., De Laet, T., Verbert, K. (2016). Creating Effective Learning Analytics Dashboards: Lessons Learnt. In: Verbert, K., Sharples, M., Klobučar, T. (eds) Adaptive and Adaptable Learning. EC-TEL 2016. Lecture Notes in Computer Science(), vol 9891. Springer, Cham. https://doi.org/10.1007/978-3-319-45153-4_4
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