This article introduces learning analytics dashboards that visualize learning traces for learners and teachers. We present a conceptual framework that helps to analyze learning analytics applications for these kinds of users. We then present our own work in this area and compare with 15 related dashboard applications for learning. Most evaluations evaluate only part of our conceptual framework and do not assess whether dashboards contribute to behavior change or new understanding, probably also because such assessment requires longitudinal studies.
AliL.HatalaM.GaševićD.JovanovićJ. (2012). A qualitative evaluation of evolution of a learning analytics tool. Computers and Education, 58(1), 470-489.
2.
ArnoldK. E.PistilliM. D. (2012). Course signals at Purdue: Using learning analytics to increase student success. In Buckingham ShumS.GaševićD.FergusonR. (Eds.), Proceedings of the 2nd International Conference on Learning Analytics and Knowledge (LAK ′12) (pp. 267-270). New York: ACM.
3.
Buckingham ShumS.GaševićD.FergusonR. (Eds.). (2012). Proceedings of 2nd International Conference on Learning Analytics and Knowledge, LAK12. New York, NY: ACM.
4.
DawsonS.BakhariaA.HeathcoteE. (2010). SNAPP: Realising the affordances of real-time SNA within networked learning environments. In Dirckinck-HolmfeldL.HodgsonV.JonesC.de LaatM.McConnellD.RybergT. (Eds.), Proceedings of the 7th International Conference on Networked Learning (pp. 125-133). Lancaster, UK: University of Lancaster.
5.
DillenbourgP.ZuffereyG.AlaviH.JermannP.Do-LenhS.BonnardQ.KaplanF. (2011). Classroom orchestration: The third circle of usability. In CSCL2011 proceedings (Vol. 1, pp. 510-517). Hong Kong: International Society of the Learning Sciences.
6.
DollárA.SteifP. S. (2012, June). Web-based statics course with learning dashboard for instructors. Paper presented at Computers and Advanced Technology in Education (CATE 2012), Napoli, Italy.
7.
DuvalE. (2011). Attention please! Learning analytics for visualization and recommendation. In Proceedings of the 1st International Conference on Learning Analytics and Knowledge, LAK ’11 (pp. 9–17). New York, NY: ACM. doi:10.1145/2090116.2090118
FewS. (2006). Information dashboard design: The effective visual communication of data. Sebastopol, CA: O’Reilly Media.
10.
FranceL.HeraudJ.-M.MartyJ.-C.CarronT.HeiliJ. (2006). Monitoring virtual classroom: Visualization techniques to observe student activities in an e-learning system. In Proceedings of the Sixth International Conference on Advanced Learning Technologies (pp. 716–720). New York, NY: IEEE.
11.
GovaertsS.VerbertK.DahrendorfD.UllrichC.SchmidtM.WerkleM.LawE. (2011). Towards responsive open learning environments: The ROLE interoperability framework. In Delgado KloosC.GilletD.Crespo GarcíaR. M.WildF.WolpersM. (Eds.), Proceedings of the 6th European Conference on Technology Enhanced Learning: Towards Ubiquitous Learning, EC-TEL’11 (pp. 125-138). Berlin, Germany: Springer Verlag.
12.
GovaertsS.VerbertK.DuvalE.PardoA. (2012). The Student Activity Meter for awareness and self-reflection. In Proceedings of the 2012 ACM Annual Conference on Human Factors in Computing Systems extended abstracts (pp. 869–884). New York, NY: ACM.
13.
KerlyA.EllisR.BullS. (2007). CALMsystem: A conversational agent for learner modelling. In EllisR.AllenT.PetridisM. (Eds.), Applications and Innovations in Intelligent Systems XV: Proceedings of AI-2007, 27th SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence (pp. 89-102). Berlin, Germany: Springer Verlag.
14.
KobsaE.DimitrovaV.BoyleR. (2005). Using student and group models to support teachers in web-based distance education. In Proceedings of the 10th International Conference on User Modeling (pp. 124-133). Berlin, Germany: Springer Verlag.
LeonyD.PardoA.de la Fuente ValentínL.Sánchez de CastroD.Delgado KloosC. (2012). GLASS: A learning analytics visualization tool. In Buckingham ShumS.GaševićD.FergusonR. (Eds.), Proceedings of the 2nd International Conference on Learning Analytics and Knowledge LAK ‘12 (pp. 162-163). New York, NY: ACM.
17.
LiI.DeyA.ForlizziJ. (2010). A stage-based model of personal informatics systems. In Proceedings of CHI10: 28th International Conference on Human Factors in Computing Systems (pp. 557-566). New York, NY: ACM.
18.
LiI.DeyA.ForlizziJ.HöökK.MedynskiyY. (2011). Personal informatics and HCI: Design, theory, and social implications. In Proceedings of the 2011 Annual Conference on Human Factors in Computing Systems, CHI EA ’11 (pp. 2417-2420). New York, NY: ACM. doi:10.1145/1979482.1979573
19.
MazzaR.MilaniC. (2004, November). GISMO: A graphical interactive student monitoring tool for course management systems. Paper presented at TEL’04 Technology Enhanced Learning ’04 International Conference, Milan, Italy.
20.
O’DonoghueT.RabinM. (2003). Self-awareness and self-control. Time and decision: Economic and psychological perspectives on intertemporal choice. New York, NY: Russell Sage Foundation.
21.
PirolliP. L. T. (2007). Information foraging theory: Adaptive interaction with information. New York, NY: Oxford University Press.
22.
PodgorelecV.KuharS. (2011). Taking advantage of education data: Advanced data analysis and reporting in virtual learning environments. Electronics and Electrical Engineering, 114(8), 111-116.
23.
PurpuraS.SchwandaV.WilliamsK.StublerW.SengersP. (2011). Fit4life: The design of a persuasive technology promoting healthy behavior and ideal weight. In Proceedings of the 2011 Annual Conference on Human factors in Computing Systems, CHI ’11 (pp. 423-432). New York, NY: ACM. doi:10.1145/1978942.1979003
24.
SantosJ. L.GovaertsS.VerbertK.DuvalE. (2012). Goal-oriented visualizations of activity tool tracking: A case study with engineering students. In Buckingham ShumS.GaševićD.FergusonR. (Eds.), Proceedings of the 2nd International Conference on Learning Analytics and Knowledge LAK ′12 (pp. 143-152). New York, NY: ACM.
25.
SeligmanC.DarleyJ. (1977). Feedback as a means of decreasing residential energy consumption. Journal of Applied Psychology, 62(4), 363-368.
26.
SiliusK.MiilumakiT.HuhtamakiJ.TebestT.MerilainenJ.PohjolainenS. (2010). Students’ motivations for social media enhanced studying and learning. Knowledge Management and E-Learning: An International Journal, 2(1), 51-67.
27.
StahlG.KoschmannT.SuthersD. (2006). Computer-supported collaborative learning: An historical perspective. In SawyerR. K. (Ed.), Cambridge handbook of the learning sciences (pp. 409-426). Cambridge, UK: Cambridge University Press.
28.
ZinnC.ScheuerO. (2007). How did the e-learning session go? The student inspector. In LuckinR.KoedingerK. R.GreerJ. (Eds.), Proceeding of the 2007 Conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work (pp. 487-494). Amsterdam, Netherlands: IOS Press.
