Abstract
Classroom orchestration requires teachers to concurrently manage multiple activities across multiple social levels (individual, group, and class) and under various constraints. Real-time dashboards can support teachers; however, designing actionable dashboards is a huge challenge. This paper describes a participatory design study to identify and inform critical features of a dashboard for displaying relevant, actionable, real-time data. We leveraged a Sense-Assess-Act framework to present dashboard mockups to teachers for feedback. Although the participating teachers differed in how they would use the presented information (during class or after class as a post hoc analysis tool), two common emerging themes were that they wanted to use the data to a) better support their students and b) to make broader instructional decisions. We present data from our study and propose a customizable, mobile dashboard, that can be adapted to a teacher’s specific needs at a specific time, to help them better facilitate learning activities.
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References
Dickler, R., Gobert, J., Pedro, M.S.: Using innovative methods to explore the potential of an alerting dashboard for science inquiry. J. Learn. Anal. 8(2), 105–122 (2021)
Dillenbourg, P.: Design for classroom orchestration. Comput. Educ. 69, 485–492 (2013)
Feigh, K.M., Dorneich, M.C., Hayes, C.C.: Towards a characterization of adaptive systems: a framework for researchers and system designers. Hum. Factors 54(6), 1008–1024 (2012)
Holstein, K., McLaren, B.M., Aleven, V.: Co-designing a real-time classroom orchestration tool to support teacher–AI complementarity. J. Learn. Anal. 6(2), 27–52 (2019)
Martinez-Maldonado, R.: A handheld classroom dashboard: teachers’ perspectives on the use of real-time collaborative learning analytics. Int. J. Comput.-Support. Collab. Learn. 14(3), 383–411 (2019). https://doi.org/10.1007/s11412-019-09308-z
Olsen, J.K., Rummel, N., Aleven, V.: Designing for the co-orchestration of social transitions between individual, small-group and whole-class learning in the classroom. Int. J. Artif. Intell. Educ. 31(1), 24–56 (2020). https://doi.org/10.1007/s40593-020-00228-w
Prieto, L., Dlab, M.H., Gutierrez, I., Abdulwahed, M., Balid, W.: Orchestrating technology enhanced learning: a literature review and a conceptual framework. Int. J. Technol. Enhanc. Learn. 3, 583–598 (2011)
Schwendimann, B.A., et al.: Perceiving learning at a glance: a systematic literature review of learning dashboard research. IEEE Trans. Learn. Technol. 10(1), 30–41 (2017)
Wiedbusch, M.S., et al.: A theoretical and evidence-based conceptual design of MetaDash: an intelligent teacher dashboard to support teachers’ decision making and students’ self-regulated learning. Front. Educ. 19, 1–13 (2021)
Acknowledgements
We thank the teachers who participated in our studies. The research described in this paper has been partially funded by NSF grants #2019805, #2010357, and #2010483.
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Dey, I., Dickler, R., Hirshfield, L., Goss, W., Tissenbaum, M., Puntambekar, S. (2022). Using Participatory Design Studies to Collaboratively Create Teacher Dashboards. In: Rodrigo, M.M., Matsuda, N., Cristea, A.I., Dimitrova, V. (eds) Artificial Intelligence in Education. Posters and Late Breaking Results, Workshops and Tutorials, Industry and Innovation Tracks, Practitioners’ and Doctoral Consortium. AIED 2022. Lecture Notes in Computer Science, vol 13356. Springer, Cham. https://doi.org/10.1007/978-3-031-11647-6_103
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DOI: https://doi.org/10.1007/978-3-031-11647-6_103
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