Skip to main content
Top
Published in: Journal of Computing in Higher Education 3/2018

14-06-2018

The design, development, and implementation of student-facing learning analytics dashboards

Authors: Robert Bodily, Tarah K. Ikahihifo, Benjamin Mackley, Charles R. Graham

Published in: Journal of Computing in Higher Education | Issue 3/2018

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

We have designed, developed, and implemented a student-facing learning analytics dashboard in order to support students as they learn in online environments. There are two separate dashboards in our system: a content recommender dashboard and a skills recommender dashboard. The content recommender helps students identify gaps in their content knowledge; the skills recommender helps students improve their metacognitive strategies. We discuss the technical requirements needed to develop a real-time student dashboard as well as report our inquiry into the functionality students want in a dashboard. The dashboards were evaluated with focus groups and a perceptions survey. Students were positive in their perceptions of the dashboards and 79% of the students that used the dashboards found them user-friendly, engaging, useful, and informative. One challenge encountered was low student use of the dashboard. Only 25% of students used the dashboard multiple times, despite favorable student perceptions of the dashboard. Additional research should examine how to motivate and support students to engage with dashboard feedback in online environments.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Anaya, A. R., Luque, M., & Peinado, M. (2016). A visual recommender tool in a collaborative learning experience. Expert Systems with Applications, 45, 248–259.CrossRef Anaya, A. R., Luque, M., & Peinado, M. (2016). A visual recommender tool in a collaborative learning experience. Expert Systems with Applications, 45, 248–259.CrossRef
go back to reference Arnold, K. E. (2010). Signals: Applying academic analytics. Educause Quarterly, 33(1), n1. Arnold, K. E. (2010). Signals: Applying academic analytics. Educause Quarterly, 33(1), n1.
go back to reference Arnold, K. E., & Pistilli, M. D. (2012, April). Course signals at Purdue: Using learning analytics to increase student success. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 267–270). ACM. Arnold, K. E., & Pistilli, M. D. (2012, April). Course signals at Purdue: Using learning analytics to increase student success. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 267–270). ACM.
go back to reference Baker, R. S., Corbett, A. T., Koedinger, K. R., & Wagner, A. Z. (2004, April). Off-task behavior in the cognitive tutor classroom: When students game the system. In Proceedings of the SIGCHI conference on human factors in computing systems (pp. 383–390). ACM. Baker, R. S., Corbett, A. T., Koedinger, K. R., & Wagner, A. Z. (2004, April). Off-task behavior in the cognitive tutor classroom: When students game the system. In Proceedings of the SIGCHI conference on human factors in computing systems (pp. 383–390). ACM.
go back to reference Bangert-Drowns, R. L., Kulik, C. L. C., Kulik, J. A., & Morgan, M. (1991). The instructional effect of feedback in test-like events. Review of Educational Research, 61(2), 213–238.CrossRef Bangert-Drowns, R. L., Kulik, C. L. C., Kulik, J. A., & Morgan, M. (1991). The instructional effect of feedback in test-like events. Review of Educational Research, 61(2), 213–238.CrossRef
go back to reference Bekele, T. A. (2010). Motivation and satisfaction in internet-supported learning environments: A review. Educational Technology and Society, 13(2), 116–127. Bekele, T. A. (2010). Motivation and satisfaction in internet-supported learning environments: A review. Educational Technology and Society, 13(2), 116–127.
go back to reference Bodily, R., & Verbert, K. (2017, March). Trends and issues in student-facing learning analytics reporting systems research. In Proceedings of the seventh international learning analytics & knowledge conference (pp. 309–318). ACM. Bodily, R., & Verbert, K. (2017, March). Trends and issues in student-facing learning analytics reporting systems research. In Proceedings of the seventh international learning analytics & knowledge conference (pp. 309–318). ACM.
go back to reference Charleer, S., Klerkx, J., Odriozola, S., Luis, J., & Duval, E. (2013, December). Improving awareness and reflection through collaborative, interactive visualizations of badges. In ARTEL13: Proceedings of the 3rd workshop on awareness and reflection in technology-enhanced learning (vol. 1103, pp. 69–81). CEUR-WS. Charleer, S., Klerkx, J., Odriozola, S., Luis, J., & Duval, E. (2013, December). Improving awareness and reflection through collaborative, interactive visualizations of badges. In ARTEL13: Proceedings of the 3rd workshop on awareness and reflection in technology-enhanced learning (vol. 1103, pp. 69–81). CEUR-WS.
go back to reference Corrin, L., & de Barba, P. (2015, March). How do students interpret feedback delivered via dashboards? In Proceedings of the fifth international conference on learning analytics and knowledge (pp. 430–431). ACM. Corrin, L., & de Barba, P. (2015, March). How do students interpret feedback delivered via dashboards? In Proceedings of the fifth international conference on learning analytics and knowledge (pp. 430–431). ACM.
go back to reference Danado, J., Davies, M., Ricca, P., & Fensel, A. (2010, September). An authoring tool for user generated mobile services. In Future internet symposium (pp. 118–127). Berlin: Springer.CrossRef Danado, J., Davies, M., Ricca, P., & Fensel, A. (2010, September). An authoring tool for user generated mobile services. In Future internet symposium (pp. 118–127). Berlin: Springer.CrossRef
go back to reference Doorn, D. J., Janssen, S., & O’Brien, M. (2010). Student attitudes and approaches to online homework. International Journal for the Scholarship of Teaching and Learning, 4(1), 5.CrossRef Doorn, D. J., Janssen, S., & O’Brien, M. (2010). Student attitudes and approaches to online homework. International Journal for the Scholarship of Teaching and Learning, 4(1), 5.CrossRef
go back to reference Feild, J. (2015, June). Improving student performance using nudge analytics. In Proceedings of the 8th international conference on educational data mining (pp. 464–467). Feild, J. (2015, June). Improving student performance using nudge analytics. In Proceedings of the 8th international conference on educational data mining (pp. 464–467).
go back to reference Ferguson, R., & Shum, S. B. (2012, April). Social learning analytics: Five approaches. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 23–33). ACM. Ferguson, R., & Shum, S. B. (2012, April). Social learning analytics: Five approaches. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 23–33). ACM.
go back to reference Few, S. (2006). Information dashboard design: The effective visual communication of data. Sebastopol, CA: O’Reilly Media. Few, S. (2006). Information dashboard design: The effective visual communication of data. Sebastopol, CA: O’Reilly Media.
go back to reference 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.
go back to reference Garrison, D. R. (2003). Cognitive presence for effective asynchronous online learning: The role of reflective inquiry, self-direction and metacognition. Elements of Quality Online Education: Practice and Direction, 4(1), 47–58. Garrison, D. R. (2003). Cognitive presence for effective asynchronous online learning: The role of reflective inquiry, self-direction and metacognition. Elements of Quality Online Education: Practice and Direction, 4(1), 47–58.
go back to reference Govaerts, S., Verbert, K., Duval, E., & Pardo, A. (2012, May). The student activity meter for awareness and self-reflection. In CHI’12 extended abstracts on human factors in computing systems (pp. 869–884). ACM. Govaerts, S., Verbert, K., Duval, E., & Pardo, A. (2012, May). The student activity meter for awareness and self-reflection. In CHI’12 extended abstracts on human factors in computing systems (pp. 869–884). ACM.
go back to reference Govaerts, S., Verbert, K., Klerkx, J., & Duval, E. (2010, December). Visualizing activities for self-reflection and awareness. In International conference on web-based learning (pp. 91–100). Berlin: Springer.CrossRef Govaerts, S., Verbert, K., Klerkx, J., & Duval, E. (2010, December). Visualizing activities for self-reflection and awareness. In International conference on web-based learning (pp. 91–100). Berlin: Springer.CrossRef
go back to reference Grann, J., & Bushway, D. (2014, March). Competency map: Visualizing student learning to promote student success. In Proceedings of the fourth international conference on learning analytics and knowledge (pp. 168–172). ACM. Grann, J., & Bushway, D. (2014, March). Competency map: Visualizing student learning to promote student success. In Proceedings of the fourth international conference on learning analytics and knowledge (pp. 168–172). ACM.
go back to reference Greller, W., & Drachsler, H. (2012). Translating learning into numbers: A generic framework for learning analytics. Educational Technology and Society, 15(3), 42–57. Greller, W., & Drachsler, H. (2012). Translating learning into numbers: A generic framework for learning analytics. Educational Technology and Society, 15(3), 42–57.
go back to reference Hacker, D. J., Dunlosky, J., & Graesser, A. C. (Eds.). (1998). Metacognition in educational theory and practice. New York: Routledge. Hacker, D. J., Dunlosky, J., & Graesser, A. C. (Eds.). (1998). Metacognition in educational theory and practice. New York: Routledge.
go back to reference Harrer, A. (2015, July). A design proposal for learner-centered visualisations of learning analytics in collaborative scenarios. In 2015 IEEE 15th international conference on advanced learning technologies (ICALT) (pp. 208–210). IEEE. Harrer, A. (2015, July). A design proposal for learner-centered visualisations of learning analytics in collaborative scenarios. In 2015 IEEE 15th international conference on advanced learning technologies (ICALT) (pp. 208–210). IEEE.
go back to reference Harrer, A., & Göhnert, T. (2015, March). Integrated representations and small data: Towards contextualized and embedded analytics tools for learners. In Proceedings of the fifth international conference on learning analytics and knowledge (pp. 406–407). ACM. Harrer, A., & Göhnert, T. (2015, March). Integrated representations and small data: Towards contextualized and embedded analytics tools for learners. In Proceedings of the fifth international conference on learning analytics and knowledge (pp. 406–407). ACM.
go back to reference Hatziapostolou, T., & Paraskakis, I. (2010). Enhancing the impact of formative feedback on student learning through an online feedback system. Electronic Journal of e-Learning, 8(2), 111–122. Hatziapostolou, T., & Paraskakis, I. (2010). Enhancing the impact of formative feedback on student learning through an online feedback system. Electronic Journal of e-Learning, 8(2), 111–122.
go back to reference Holman, C., Aguilar, S., & Fishman, B. (2013, April). GradeCraft: What can we learn from a game-inspired learning management system? In Proceedings of the third international conference on learning analytics and knowledge (pp. 260–264). ACM. Holman, C., Aguilar, S., & Fishman, B. (2013, April). GradeCraft: What can we learn from a game-inspired learning management system? In Proceedings of the third international conference on learning analytics and knowledge (pp. 260–264). ACM.
go back to reference Huizing, A., & Cavanagh, M. (2011). Planting contemporary practice theory in the garden of information science. Information Research Journal, 16(4), 497. Huizing, A., & Cavanagh, M. (2011). Planting contemporary practice theory in the garden of information science. Information Research Journal, 16(4), 497.
go back to reference Iandoli, L., Quinto, I., De Liddo, A., & Shum, S. B. (2014). Socially augmented argumentation tools: Rationale, design and evaluation of a debate dashboard. International Journal of Human-Computer Studies, 72(3), 298–319.CrossRef Iandoli, L., Quinto, I., De Liddo, A., & Shum, S. B. (2014). Socially augmented argumentation tools: Rationale, design and evaluation of a debate dashboard. International Journal of Human-Computer Studies, 72(3), 298–319.CrossRef
go back to reference Jeon, J. H., Yeon, J., Lee, S. G., & Seo, J. (2014, January). Exploratory visualization of smartphone-based life-logging data using Smart Reality Testbed. In 2014 International conference on big data and smart computing (BIGCOMP) (pp. 29–33). IEEE. Jeon, J. H., Yeon, J., Lee, S. G., & Seo, J. (2014, January). Exploratory visualization of smartphone-based life-logging data using Smart Reality Testbed. In 2014 International conference on big data and smart computing (BIGCOMP) (pp. 29–33). IEEE.
go back to reference Jones, A., & Issroff, K. (2007). Learning technologies: Affective and social issues. In G. Conole & M. Oliver (Eds.), Contemporary perspectives in e-learning research: Themes, methods and impact on practice (pp. 190–202). London: Routledge. Jones, A., & Issroff, K. (2007). Learning technologies: Affective and social issues. In G. Conole & M. Oliver (Eds.), Contemporary perspectives in e-learning research: Themes, methods and impact on practice (pp. 190–202). London: Routledge.
go back to reference Jugo, I., Kovačić, B., & Slavuj, V. (2014, May). Using data mining for learning path recommendation and visualization in an intelligent tutoring system. In 2014 37th international convention on information and communication technology, electronics and microelectronics (MIPRO) (pp. 924–928). IEEE. Jugo, I., Kovačić, B., & Slavuj, V. (2014, May). Using data mining for learning path recommendation and visualization in an intelligent tutoring system. In 2014 37th international convention on information and communication technology, electronics and microelectronics (MIPRO) (pp. 924–928). IEEE.
go back to reference 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
go back to reference Kortemeyer, G. (2015). An empirical study of the effect of granting multiple tries for online homework. American Journal of Physics, 83(7), 646–653.CrossRef Kortemeyer, G. (2015). An empirical study of the effect of granting multiple tries for online homework. American Journal of Physics, 83(7), 646–653.CrossRef
go back to reference Kuosa, K., Distante, D., Tervakari, A., Cerulo, L., Fernández, A., Koro, J., et al. (2016). Interactive visualization tools to improve learning and teaching in online learning environments. International Journal of Distance Education Technologies (IJDET), 14(1), 1–21.CrossRef Kuosa, K., Distante, D., Tervakari, A., Cerulo, L., Fernández, A., Koro, J., et al. (2016). Interactive visualization tools to improve learning and teaching in online learning environments. International Journal of Distance Education Technologies (IJDET), 14(1), 1–21.CrossRef
go back to reference Laffey, J. M., Amelung, C., & Goggins, S. (2014). Using analytics for activity awareness in learning systems. International Journal of Designs for Learning, 5(2), 101.CrossRef Laffey, J. M., Amelung, C., & Goggins, S. (2014). Using analytics for activity awareness in learning systems. International Journal of Designs for Learning, 5(2), 101.CrossRef
go back to reference Lent, R. W., Brown, S. D., & Larkin, K. C. (1984). Relation of self-efficacy expectations to academic achievement and persistence. Journal of Counseling Psychology, 31(3), 356.CrossRef Lent, R. W., Brown, S. D., & Larkin, K. C. (1984). Relation of self-efficacy expectations to academic achievement and persistence. Journal of Counseling Psychology, 31(3), 356.CrossRef
go back to reference Manso-Vázquez, M., & Llamas-Nistal, M. (2015). Proposal of a learning organization tool with support for metacognition. IEEE Revista Iberoamericana de Tecnologias del Aprendizaje, 10(2), 35–42.CrossRef Manso-Vázquez, M., & Llamas-Nistal, M. (2015). Proposal of a learning organization tool with support for metacognition. IEEE Revista Iberoamericana de Tecnologias del Aprendizaje, 10(2), 35–42.CrossRef
go back to reference McAuley, J., O’Connor, A., & Lewis, D. (2012, April). Exploring reflection in online communities. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 102–110). ACM. McAuley, J., O’Connor, A., & Lewis, D. (2012, April). Exploring reflection in online communities. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 102–110). ACM.
go back to reference Melero, J., Hernández-Leo, D., Sun, J., Santos, P., & Blat, J. (2015). How was the activity? A visualization support for a case of location-based learning design. British Journal of Educational Technology, 46(2), 317–329.CrossRef Melero, J., Hernández-Leo, D., Sun, J., Santos, P., & Blat, J. (2015). How was the activity? A visualization support for a case of location-based learning design. British Journal of Educational Technology, 46(2), 317–329.CrossRef
go back to reference Millman, J. (1989). If at first you don’t succeed setting passing scores when more than one attempt is permitted. Educational Researcher, 18(6), 5–9. Millman, J. (1989). If at first you don’t succeed setting passing scores when more than one attempt is permitted. Educational Researcher, 18(6), 5–9.
go back to reference Muldner, K., Wixon, M., Rai, D., Burleson, W., Woolf, B., & Arroyo, I. (2015). Exploring the impact of a learning dashboard on student affect. In C. Conati, N. Heffernan, A. Mitrovic, M. F. Verdejo (Eds.), International conference on artificial intelligence in education (pp. 307–317). Berlin: Springer.CrossRef Muldner, K., Wixon, M., Rai, D., Burleson, W., Woolf, B., & Arroyo, I. (2015). Exploring the impact of a learning dashboard on student affect. In  C. Conati, N. Heffernan, A. Mitrovic, M. F. Verdejo (Eds.), International conference on artificial intelligence in education (pp. 307–317). Berlin: Springer.CrossRef
go back to reference Odriozola, S., Luis, J., Verbert, K., Govaerts, S., & Duval, E. (2011, August). Visualizing PLE usage. In Proceedings of EFEPLE11 1st workshop on exploring the fitness and evolvability of personal learning environments (Vol. 773, pp. 34–38). CEUR WS. Odriozola, S., Luis, J., Verbert, K., Govaerts, S., & Duval, E. (2011, August). Visualizing PLE usage. In Proceedings of EFEPLE11 1st workshop on exploring the fitness and evolvability of personal learning environments (Vol. 773, pp. 34–38). CEUR WS.
go back to reference Olmos, M. M., & Corrin, L. (2012). Learning analytics: A case study of the process of design of visualizations. Journal of Asynchronous Learning Networks, 16(3), 39–49. Olmos, M. M., & Corrin, L. (2012). Learning analytics: A case study of the process of design of visualizations. Journal of Asynchronous Learning Networks, 16(3), 39–49.
go back to reference Ott, C., Robins, A., Haden, P., & Shephard, K. (2015). Illustrating performance indicators and course characteristics to support students’ self-regulated learning in CS1. Computer Science Education, 25(2), 174–198.CrossRef Ott, C., Robins, A., Haden, P., & Shephard, K. (2015). Illustrating performance indicators and course characteristics to support students’ self-regulated learning in CS1. Computer Science Education, 25(2), 174–198.CrossRef
go back to reference 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.
go back to reference Resnick, P., & Varian, H. R. (1997). Recommender systems. Communications of the ACM, 40(3), 56–58.CrossRef Resnick, P., & Varian, H. R. (1997). Recommender systems. Communications of the ACM, 40(3), 56–58.CrossRef
go back to reference Ruipérez-Valiente, J. A., Muñoz-Merino, P. J., & Kloos, C. D. (2013, November). An architecture for extending the learning analytics support in the Khan Academy framework. In Proceedings of the first international conference on technological ecosystem for enhancing multiculturality (pp. 277–284). ACM. Ruipérez-Valiente, J. A., Muñoz-Merino, P. J., & Kloos, C. D. (2013, November). An architecture for extending the learning analytics support in the Khan Academy framework. In Proceedings of the first international conference on technological ecosystem for enhancing multiculturality (pp. 277–284). ACM.
go back to reference Ruipérez-Valiente, J. A., Muñoz-Merino, P. J., Leony, D., & Kloos, C. D. (2015). ALAS-KA: A learning analytics extension for better understanding the learning process in the Khan Academy platform. Computers in Human Behavior, 47, 139–148.CrossRef Ruipérez-Valiente, J. A., Muñoz-Merino, P. J., Leony, D., & Kloos, C. D. (2015). ALAS-KA: A learning analytics extension for better understanding the learning process in the Khan Academy platform. Computers in Human Behavior, 47, 139–148.CrossRef
go back to reference Rydberg, E. (2011). Visualizing the software development process by analyzing software engineering data. Stockholm: Royal Institute of Technology. Rydberg, E. (2011). Visualizing the software development process by analyzing software engineering data. Stockholm: Royal Institute of Technology.
go back to reference Santos, J. L., Govaerts, S., Verbert, K., & Duval, E. (2012, April). Goal-oriented visualizations of activity tracking: A case study with engineering students. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 143–152). ACM. Santos, J. L., Govaerts, S., Verbert, K., & Duval, E. (2012, April). Goal-oriented visualizations of activity tracking: A case study with engineering students. In Proceedings of the 2nd international conference on learning analytics and knowledge (pp. 143–152). ACM.
go back to reference Santos, J. L., Verbert, K., & Duval, E. (2012b). Empowering students to reflect on their activity with StepUp!: Two case studies with engineering students (p. 73). Editorial: Awareness and Reflection in Technology Enhanced Learning. Santos, J. L., Verbert, K., & Duval, E. (2012b). Empowering students to reflect on their activity with StepUp!: Two case studies with engineering students (p. 73). Editorial: Awareness and Reflection in Technology Enhanced Learning.
go back to reference Santos, J. L., Verbert, K., Govaerts, S., & Duval, E. (2013, April). Addressing learner issues with StepUp!: An evaluation. In Proceedings of the third international conference on learning analytics and knowledge (pp. 14–22). ACM. Santos, J. L., Verbert, K., Govaerts, S., & Duval, E. (2013, April). Addressing learner issues with StepUp!: An evaluation. In Proceedings of the third international conference on learning analytics and knowledge (pp. 14–22). ACM.
go back to reference Santos, J., Verbert, K., Klerkx, J., Duval, E., Charleer, S., & Ternier, S. (2015). Tracking data in open learning environments. Journal of Universal Computer Science, 21(7), 976–996. Santos, J., Verbert, K., Klerkx, J., Duval, E., Charleer, S., & Ternier, S. (2015). Tracking data in open learning environments. Journal of Universal Computer Science, 21(7), 976–996.
go back to reference Schmitz, H. C., Scheffel, M., Friedrich, M., Jahn, M., Niemann, K., & Wolpers, M. (2009, September). CAMera for PLE. In European conference on technology enhanced learning (pp. 507–520). Berlin: Springer. Schmitz, H. C., Scheffel, M., Friedrich, M., Jahn, M., Niemann, K., & Wolpers, M. (2009, September). CAMera for PLE. In European conference on technology enhanced learning (pp. 507–520). Berlin: Springer.
go back to reference Schwendimann, B. A., Rodriguez-Triana, M. J., Vozniuk, A., Prieto, L. P., Boroujeni, M. S., Holzer, A., et al. (2017). Perceiving learning at a glance: A systematic literature review of learning dashboard research. IEEE Transactions on Learning Technologies, 10(1), 30–41.CrossRef Schwendimann, B. A., Rodriguez-Triana, M. J., Vozniuk, A., Prieto, L. P., Boroujeni, M. S., Holzer, A., et al. (2017). Perceiving learning at a glance: A systematic literature review of learning dashboard research. IEEE Transactions on Learning Technologies, 10(1), 30–41.CrossRef
go back to reference Shute, V. J. (2008). Focus on formative feedback. Review of Educational Research, 78(1), 153–189.CrossRef Shute, V. J. (2008). Focus on formative feedback. Review of Educational Research, 78(1), 153–189.CrossRef
go back to reference Silius, K., Miilumäki, T., Huhtamäki, J., Tebest, T., Meriläinen, J., & Pohjolainen, S. (2010). Students’ motivations for social media enhanced studying and learning. Knowledge Management and E-Learning: An International Journal, 2(1), 51–67. Silius, K., Miilumäki, T., Huhtamäki, J., Tebest, T., Meriläinen, J., & Pohjolainen, S. (2010). Students’ motivations for social media enhanced studying and learning. Knowledge Management and E-Learning: An International Journal, 2(1), 51–67.
go back to reference Silius, K., Tervakari, A. M., & Kailanto, M. (2013, March). Visualizations of user data in a social media enhanced web-based environment in higher education. In 2013 IEEE global engineering education conference (EDUCON) (pp. 893–899). IEEE. Silius, K., Tervakari, A. M., & Kailanto, M. (2013, March). Visualizations of user data in a social media enhanced web-based environment in higher education. In 2013 IEEE global engineering education conference (EDUCON) (pp. 893–899). IEEE.
go back to reference Stallings, J. (1980). Allocated academic learning time revisited, or beyond time on task. Educational researcher, 9(11), 11–16.CrossRef Stallings, J. (1980). Allocated academic learning time revisited, or beyond time on task. Educational researcher, 9(11), 11–16.CrossRef
go back to reference Tervakari, A. M., Silius, K., Koro, J., Paukkeri, J., & Pirttila, O. (2014, April). Usefulness of information visualizations based on educational data. In 2014 IEEE global engineering education conference (EDUCON) (pp. 142–151). IEEE. Tervakari, A. M., Silius, K., Koro, J., Paukkeri, J., & Pirttila, O. (2014, April). Usefulness of information visualizations based on educational data. In 2014 IEEE global engineering education conference (EDUCON) (pp. 142–151). IEEE.
go back to reference Wilson, B. G. (2013). A practice-centered approach to instructional design. In Learning, problem solving, and mind tools: Essays in honor of David H. Jonassen, (pp. 35–54). Wilson, B. G. (2013). A practice-centered approach to instructional design. In Learning, problem solving, and mind tools: Essays in honor of David H. Jonassen, (pp. 35–54).
Metadata
Title
The design, development, and implementation of student-facing learning analytics dashboards
Authors
Robert Bodily
Tarah K. Ikahihifo
Benjamin Mackley
Charles R. Graham
Publication date
14-06-2018
Publisher
Springer US
Published in
Journal of Computing in Higher Education / Issue 3/2018
Print ISSN: 1042-1726
Electronic ISSN: 1867-1233
DOI
https://doi.org/10.1007/s12528-018-9186-0

Other articles of this Issue 3/2018

Journal of Computing in Higher Education 3/2018 Go to the issue

Premium Partner