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Erschienen in: Technology, Knowledge and Learning 3/2017

12.06.2017 | Original Research

Give Me a Customizable Dashboard: Personalized Learning Analytics Dashboards in Higher Education

verfasst von: Lynne D. Roberts, Joel A. Howell, Kristen Seaman

Erschienen in: Technology, Knowledge and Learning | Ausgabe 3/2017

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Abstract

With the increased capability of learning analytics in higher education, more institutions are developing or implementing student dashboards. Despite the emergence of dashboards as an easy way to present data to students, students have had limited involvement in the dashboard development process. As part of a larger program of research examining student and academic perceptions of learning analytics, we report here on work in progress exploring student perceptions of dashboards and student preferences for dashboard features. First, we present findings on higher education students’ attitudes towards learning analytic dashboards resulting from four focus groups (N = 41). Thematic analysis of the focus group transcripts identified five key themes relating to dashboards: ‘provide everyone with the same learning opportunities’, ‘to compare or not to compare’, ‘dashboard privacy’, ‘automate alerts’ and ‘make it meaningful—give me a customizable dashboard’. Next we present findings from a content analysis of students’ drawings of dashboards demonstrating that students are interested in features that support learning opportunities, provide comparisons to peers and are meaningful to the student. Finally, we present preliminary findings from a survey of higher education students, reinforcing students’ desire to choose whether to have a dashboard and to be able to customize their dashboards. These findings highlight the potential for providing students with some level of control over learning analytics as a means to increasing self-regulated learning and academic achievement. Future research directions aimed at better understanding students emotional and behavioral responses to learning analytics feedback on dashboards and alerts are outlined.

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1
Student participant pools are widely used in psychology. As part of their education in research methods, undergraduate psychology students participate in a range of research projects each year. Students select from a range of studies lodged with the student participant pool and are awarded participation points on completion of each study. Students electing not to participate in research complete an alternative activity.
 
Literatur
Zurück zum Zitat Arnold, K. E., & Pistilli, M. D. (2012). Course signals at Purdue: Using learning analytics to increase student success. In Proceedings of the 2nd international conference on learning analytics and knowledge. doi:10.1145/2330601.2330666. Arnold, K. E., & Pistilli, M. D. (2012). Course signals at Purdue: Using learning analytics to increase student success. In Proceedings of the 2nd international conference on learning analytics and knowledge. doi:10.​1145/​2330601.​2330666.
Zurück zum Zitat Atif, A., Bilgin, A., & Richards, D. (2015). Student preferences and attitudes to the use of early alerts. In Paper presented at the twenty-first Americas conference on information systems. Atif, A., Bilgin, A., & Richards, D. (2015). Student preferences and attitudes to the use of early alerts. In Paper presented at the twenty-first Americas conference on information systems.
Zurück zum Zitat Baumeister, R. F. (1984). Choking under pressure: Self-consciousness and paradoxical effects of incentives on skillful performance. Journal of Personality and Social Psychology. doi:10.1037/0022-3514.46.3.610. Baumeister, R. F. (1984). Choking under pressure: Self-consciousness and paradoxical effects of incentives on skillful performance. Journal of Personality and Social Psychology. doi:10.​1037/​0022-3514.​46.​3.​610.
Zurück zum Zitat Corrin, L., & de Barba, P. (2014). Exploring students’ interpretation of feedback delivered through learning analytics dashboards. In Proceedings of the ascilite 2014 conference. doi:10.1145/2723576.2723662. Corrin, L., & de Barba, P. (2014). Exploring students’ interpretation of feedback delivered through learning analytics dashboards. In Proceedings of the ascilite 2014 conference. doi:10.​1145/​2723576.​2723662.
Zurück zum Zitat de Freitas, S., Gibson, D., Du Plessis, C., Halloran, P., Williams, E., Ambrose, M., et al. (2015). Foundations of dynamic learning analytics: Using university student data to increase retention. British Journal of Educational Technology. doi:10.1111/bjet.12212. de Freitas, S., Gibson, D., Du Plessis, C., Halloran, P., Williams, E., Ambrose, M., et al. (2015). Foundations of dynamic learning analytics: Using university student data to increase retention. British Journal of Educational Technology. doi:10.​1111/​bjet.​12212.
Zurück zum Zitat Dyckhoff, A. L., Zielke, D., Bültmann, M., Chatti, M. A., & Schroeder, U. (2012). Design and implementation of a learning analytics toolkit for teachers. Educational Technology & Society, 15(3), 58–76. Dyckhoff, A. L., Zielke, D., Bültmann, M., Chatti, M. A., & Schroeder, U. (2012). Design and implementation of a learning analytics toolkit for teachers. Educational Technology & Society, 15(3), 58–76.
Zurück zum Zitat Fenigstein, A., Scheier, M. F., & Buss, A. H. (1975). Public and private self-consciousness: Assessment and theory. Journal of Consulting and Clinical Psychology. doi:10.1037/h0076760. Fenigstein, A., Scheier, M. F., & Buss, A. H. (1975). Public and private self-consciousness: Assessment and theory. Journal of Consulting and Clinical Psychology. doi:10.​1037/​h0076760.
Zurück zum Zitat Few, S. (2013). Information dashboard design: Displaying data for at-a-glance monitoring. Burlingame, CA: Analytics Press. Few, S. (2013). Information dashboard design: Displaying data for at-a-glance monitoring. Burlingame, CA: Analytics Press.
Zurück zum Zitat Guest, G., Namey, E., & McKenna, K. (2016). How many focus groups are enough? Building an evidence base for nonprobability sample sizes. Field Methods. doi:10.1177/1525822X16639015. Guest, G., Namey, E., & McKenna, K. (2016). How many focus groups are enough? Building an evidence base for nonprobability sample sizes. Field Methods. doi:10.​1177/​1525822X16639015​.
Zurück zum Zitat Hatala, M., Beheshitha, S. S., & Gašević, D. (2016). Associations between students’ approaches to learning and learning analytics visualizations. In Paper presented at LAL 2016 workshop at LAK 2016, Edinburgh. Hatala, M., Beheshitha, S. S., & Gašević, D. (2016). Associations between students’ approaches to learning and learning analytics visualizations. In Paper presented at LAL 2016 workshop at LAK 2016, Edinburgh.
Zurück zum Zitat Heath, J., & Leinonen, E. (2016). An institution wide approach to learning analytics. In C. A. M. Gavan (Ed.), Developing effective educational experiences through learning analytics (pp. 73–87). Hershey, PA: IGI Global.CrossRef Heath, J., & Leinonen, E. (2016). An institution wide approach to learning analytics. In C. A. M. Gavan (Ed.), Developing effective educational experiences through learning analytics (pp. 73–87). Hershey, PA: IGI Global.CrossRef
Zurück zum Zitat Kim, J., Jo, I. H., & Park, Y. (2016). Effects of learning analytics dashboard: Analyzing the relations among dashboard utilization, satisfaction, and learning achievement. Asia Pacific Education Review, 17(1), 13–24.CrossRef Kim, J., Jo, I. H., & Park, Y. (2016). Effects of learning analytics dashboard: Analyzing the relations among dashboard utilization, satisfaction, and learning achievement. Asia Pacific Education Review, 17(1), 13–24.CrossRef
Zurück zum Zitat Li, I., Dey, A., Forlizzi, J., Höök, K., & Medynskiy, Y. (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. Li, I., Dey, A., Forlizzi, J., Höök, K., & Medynskiy, Y. (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.
Zurück zum Zitat McPherson, J., Tong, H. L., Fatt, S. J., & Liu, D. Y. (2016). Student perspectives on data provision and use: Starting to unpack disciplinary differences. Proceedings of the Sixth International Conference on Learning Analytics & Knowledge. doi:10.1145/2883851.2883945. McPherson, J., Tong, H. L., Fatt, S. J., & Liu, D. Y. (2016). Student perspectives on data provision and use: Starting to unpack disciplinary differences. Proceedings of the Sixth International Conference on Learning Analytics & Knowledge. doi:10.​1145/​2883851.​2883945.
Zurück zum Zitat O’Donoghue, T., & Rabin, M. (2003). Self-awareness and self-control. Time and decision: Economic and psychological perspectives on intertemporal choice. New York, NY: Russell Sage Foundation. O’Donoghue, T., & Rabin, M. (2003). Self-awareness and self-control. Time and decision: Economic and psychological perspectives on intertemporal choice. New York, NY: Russell Sage Foundation.
Zurück zum Zitat Park, Y., & Jo, I.-H. (2015). Development of the learning analytics dashboard to support students’ learning performance. Journal of Universal Computer Science, 21(1), 110–133. Park, Y., & Jo, I.-H. (2015). Development of the learning analytics dashboard to support students’ learning performance. Journal of Universal Computer Science, 21(1), 110–133.
Zurück zum Zitat Perry, R. P., Hladkyj, S., Pekrun, R. H., Clifton, R. A., & Chipperfield, J. G. (2005). Perceived academic control and failure in college students: A 3-year study of scholastic attainment. Research in Higher Education. doi:10.1007/s11162-005-3364-4. Perry, R. P., Hladkyj, S., Pekrun, R. H., Clifton, R. A., & Chipperfield, J. G. (2005). Perceived academic control and failure in college students: A 3-year study of scholastic attainment. Research in Higher Education. doi:10.​1007/​s11162-005-3364-4.
Zurück zum Zitat Perry, R. P., Hladkyj, S., Pekrun, R. H., & Pelletier, S. T. (2001). Academic control and action control in the achievement of college students: A longitudinal field study. Journal of Educational Psychology. doi:10.1037/0022-0663.93.4.776. Perry, R. P., Hladkyj, S., Pekrun, R. H., & Pelletier, S. T. (2001). Academic control and action control in the achievement of college students: A longitudinal field study. Journal of Educational Psychology. doi:10.​1037/​0022-0663.​93.​4.​776.
Zurück zum Zitat QSR International Pty Ltd. (2012). NVivo qualitative data analysis software, Version 10. QSR International Pty Ltd. (2012). NVivo qualitative data analysis software, Version 10.
Zurück zum Zitat Reimers, G., & Neovesky, A. (2015). Student focused dashboards. In Paper presented at the 7th international conference on computer supported education. doi:10.5220/0005475103990404. Reimers, G., & Neovesky, A. (2015). Student focused dashboards. In Paper presented at the 7th international conference on computer supported education. doi:10.​5220/​0005475103990404​.
Zurück zum Zitat Roberts, L. D., Howell, J. A., Seaman, K., & Gibson, D. C. (2016). Student attitudes toward learning analytics in higher education: “The fitbit version of the learning world”. Frontiers in Psychology, 7, 1959. doi:10.3389/fpsyg.2016.01959. Roberts, L. D., Howell, J. A., Seaman, K., & Gibson, D. C. (2016). Student attitudes toward learning analytics in higher education: “The fitbit version of the learning world”. Frontiers in Psychology, 7, 1959. doi:10.​3389/​fpsyg.​2016.​01959.
Zurück zum Zitat Schwendimann, B. A., Rodríguez-Triana, M. J., Vozniuk, A., Prieto, L. P., Boroujeni, M. S., Holzer, A., et al. (2016). Understanding learning at a glance: An overview of learning dashboard studies. In Proceedings of the sixth international conference on learning analytics and knowledge (pp. 532–533). ACM. doi:10.1145/2883851.2883930. Schwendimann, B. A., Rodríguez-Triana, M. J., Vozniuk, A., Prieto, L. P., Boroujeni, M. S., Holzer, A., et al. (2016). Understanding learning at a glance: An overview of learning dashboard studies. In Proceedings of the sixth international conference on learning analytics and knowledge (pp. 532–533). ACM. doi:10.​1145/​2883851.​2883930.
Zurück zum Zitat Slade, S., & Prinsloo, P. (2015). Student perspectives on the use of their data: Between intrusion, surveillance and care. European Journal of Open, Distance and E-Learning, 18(1), 1–8. Slade, S., & Prinsloo, P. (2015). Student perspectives on the use of their data: Between intrusion, surveillance and care. European Journal of Open, Distance and E-Learning, 18(1), 1–8.
Zurück zum Zitat Verbert, K., Duval, E., Klerkx, J., Govaerts, S., & Santos, J. L. (2013). Learning analytics dashboard applications. American Behavioral Scientist. doi:10.1177/0002764213479363. Verbert, K., Duval, E., Klerkx, J., Govaerts, S., & Santos, J. L. (2013). Learning analytics dashboard applications. American Behavioral Scientist. doi:10.​1177/​0002764213479363​.
Zurück zum Zitat Verbert, K., Govaerts, S., Duval, E., Santos, J. L., Van Assche, F., Parra, G., et al. (2014). Learning dashboards: An overview and future research opportunities. Personal and Ubiquitous Computing. doi:10.1007/s00779-013-0751-2. Verbert, K., Govaerts, S., Duval, E., Santos, J. L., Van Assche, F., Parra, G., et al. (2014). Learning dashboards: An overview and future research opportunities. Personal and Ubiquitous Computing. doi:10.​1007/​s00779-013-0751-2.
Zurück zum Zitat Winstone, N. E., Nash, R. A., Parker, M., & Rowntree, J. (2016). Supporting learners’ agentic engagement with feedback: A systematic review and a taxonomy of recipience processes. Educational Psychologist. doi:10.1080/00461520.2016.1207538. Winstone, N. E., Nash, R. A., Parker, M., & Rowntree, J. (2016). Supporting learners’ agentic engagement with feedback: A systematic review and a taxonomy of recipience processes. Educational Psychologist. doi:10.​1080/​00461520.​2016.​1207538.
Zurück zum Zitat You, J. W., & Kang, M. (2014). The role of academic emotions in the relationship between perceived academic control and self-regulated learning in online learning. Computers and Education, 77, 125–133. You, J. W., & Kang, M. (2014). The role of academic emotions in the relationship between perceived academic control and self-regulated learning in online learning. Computers and Education, 77, 125–133.
Metadaten
Titel
Give Me a Customizable Dashboard: Personalized Learning Analytics Dashboards in Higher Education
verfasst von
Lynne D. Roberts
Joel A. Howell
Kristen Seaman
Publikationsdatum
12.06.2017
Verlag
Springer Netherlands
Erschienen in
Technology, Knowledge and Learning / Ausgabe 3/2017
Print ISSN: 2211-1662
Elektronische ISSN: 2211-1670
DOI
https://doi.org/10.1007/s10758-017-9316-1

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