과제정보
This work was supported by the Ministry of Education of the Republic of Korea and the National Research Foundation of Korea (NRF-2015S1A5A2A03048269)
참고문헌
- Agarwal, R., Gupta, A. K., & Kraut, R. (2008). Editorial overview-The interplay between digital and social networks. Information Systems Research, 19(3), 243-252.
- Baker, R. & Siemens, G. (2013) Educational data mining and learning analytics. In Sawyer, K. (ed.), Cambridge Handbook of the Learning Sciences: 2nd Edition. http://www.columbia.edu/~rsb2162/BakerSiemensHandbook2013.pdf
- Becker, B. (2013) Learning analytics: Insights into the natural learning behavior of our students. Behavioral & Social Sciences Librarian, 32(1), 63-67.
- Castro, F., Vellido, A., Nebot, A., & Mugica, F. (2007). Applying data mining techniques to e-learning problems. In Evolution of teaching and learning paradigms in intelligent environment (pp. 183-221). Springer Berlin Heidelberg.
- Conole, G. (2007). Describing learning activities. Rethinking pedagogy for a digital age: Designing and delivering e-learning, 81-91.
- Dawson, S. (2010). 'Seeing the learning community; An exploration of the development of a resource for monitoring online student networking. British Journal of Educational Technology, 41(5), 736-752.
- De Freitas, S. (2014). Education in computer generated environments. London, New York: Routledge.
- Duval, E. (2011). Attention please: learning analytics for visualization and recommendation. Paper presented at the 1st International Conference on Learning Analytics and Knowledge, Alberta, Canada.
- Elias, T. (2011). The Definitions, the Processes, and the Potential. (2011, January). Creative Commons Attribution-NonCommercial-NoDerives 3.0 Retrieved from http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.456.7092&rep=re1&type=pdf
- Eom, W. (2008). Case analysis on using course management system by faculty in a traditional university. The Journal of Educational Information and Media, 14(2), 109-128.
- Gasevic, D., Dawson, S., & Siemens, G. (2015). Let's not forget: Learning analytics are about learning. TechTrends 59(1), 64-71. doi:10.1007/s11528-014-0822-x.
- Gibson, D., & Freitas, S. (2016). Exploratory Analysis in Learning Analytics. Tech Know Learn, 21, 5-19. DOI 10.1007/s10758-015-9249-5.
- Govaerts, S., Verbert, K., Duval, E., & Pardo, A. (2012). The student activity meter for awareness and self-reflection. In CHI'12 Extended Abstracts on Human Factors in Computing Systems (pp.869-884). ACM.
- Ha, K, H. (2015). A usability test on learning analytics dashboard. Unpublished master's thesis, Ewha Womans University, Seoul.
- Harris, J., Mishra, P., & Koehler, M. (2009). Teachers' technological pedagogical content knowledge and learning activity types: Curriculum-based technology integration reframed. Journal of Research on Technology in Education, 41(4), 393-416.
- Heo, G. (2006). A Study on the Exploring of Visual Strategy for Making Instructional Materials in ICT Using Education. The Journal of Korean Teacher Education, 23(1), 169-191.
- Horizon Report (2014). 2014 Higher education edition. NMC. Accessed from http://www.nmc.org/pdf/2014-nmc-horizon-report-he-EN.pdf.
- Horton, W. (2006). Evaluating E-Learning. ASTD.
- Howison, J., Wiggins, A., & Crowston, K. (2011). Validity issues in the use of social network analysis with digital trace data. Journal of the Association for Information Systems, 12(12), 767.
- IMS Global Learning Consortium. (2013). Learning measurement for analytics whitepaper. IMS Global Learning Consortium, Inc. [Online]. Available: https://www.imsglobal.org/sites/default/files/caliper/IMSLearningAnalyticsWP.pdf
- Jin, S. H., Sung, E. M., Kim, Y. Y., & Yoo, M. N. (2016). Needs Analysis on Using Data about Learner Behaviors in the Perspective of Learning Analytics. Paper presented ICETC 2016.
- Jin, S. H., Yoo, M. N., & Kim, T. H. (2015) Design of a Dashboard for Enhancing e-Learning Participation and Interaction. Journal of Educational Technology, 31(2), 191-221.
- Johnson, L. F., & Witchey, H. (2011). The 2010 horizon report: Museum edition. Curator: The Museum Journal, 54(1), 37-40.
- Johnson, L., Adams Becker, S., Cummins, M., Estrada, V., Freeman, A., and Hall, C. (2016). NMC Horizon Report: 2016 Higher Education Edition. The New Media Consortium and EDUCAUSE learning initiative, Austin, Texas. Available: http://cdn.nmc.org/media/2016-nmc-horizon-report-he-EN.pdf
- Jung, N. H., & Jo, I. H., (2003). Usage pattern analysis of game educational website using web log mining. Learning and Performance, 5(2), 63-80.
- Kang, J. (2014). Exploratory study on the effect of learning analytics visualized dashboard on the academic achievement. Unpublished master's thesis, Ewha Womans University, Seoul.
- Kwon, Y. (2013) Data analytics in education: current and future directions. Journal of Intelligent Information System, 19(2), 87-99.
- LaValle, S., Lesser, E., Shockley, R., Hopkins, M. S., & Kruschwitz, N. (2011). Big data, analytics and the path from insights to value. MIT sloan management review, 52(2), 21.
- Lockyer, L., & Dawson, S. (2011). Learning designs and learning analytics. In Proceedings of the 1st international conference on learning analytics and knowledge (pp. 153-156). ACM.
- Lukarov, V., Chatti, M. A., Thus, H., Kia, F. S., Muslim, A., Greven, C., & Schroeder, U. (2014). Data Models in Learning Analytics. In DeLFI Workshops (pp. 88-95).
- Michel, C., Lavoue, E., & Pietrac, L. (2012). A dashboard to regulate project-based learning. In 21st Century Learning for 21st Century Skills (pp.250-263). Springer Berlin Heidelberg.
- Park, Y. J., & Jo, I. H. (2014). Need analysis for learning analytics dashboard in LMS: Applying activity theory as an analytic and design tool. Journal of Educational Technology, 30(2), 221-258.
- Rha, I. J., Lim, C. I., & Cho, Y. H. (2015). Creative economy vitamin L project report: A study on the learning analytics model and expansion strategy. Seoul Metropolitan Office of Education.
- Santos, J. L., Verbert, K., Govaerts, S., & Duval, E. (2013). Addressing learner issues with StepUp!: an Evaluation. In Proceedings of the Third International Conference on Learning Analytics and Knowledge (pp. 14-22). ACM.
- Shin, J. Y., Jeong, O. R., & Cho, D. S. (2003). The analysis of individual learning status on web-based instruction, The Journal of Korean Association of Computer Education, 6(2), 107-120.
- Shum, S. B. (2012). Learning analytics policy brief. UNESCO Institute for Information Technology in Education.
- Shum, S. B., & Ferguson, R. (2012). Social learning analytics. Educational Technology and Society, 15, 3-26.
- Siemens, G. (2010). What are learning analytics. ELEARNSPACE: Learning, networks, knowledge, technology, community. Retrieved from http://www.elearnspace.org/blog/2010/08/25/what-are-learning-analytics/
- Siemens, G. (2012). Learning analytics: Envisioning a research discipline and a domain of practice. In 2nd international conference on learning analytics and knowledge (pp. 4-8). doi:10.1145/2330601.2330605.
- Siemens, G. (2013). Learning analytics: The emergence of a discipline. American Behavioral Scientist, 57(10), 1380-1400.
- Siemens, G., & Gasevic, D. (2012). Special Issue on Learning and Knowledge Analytics. Educational Technology & Society, 15(3), 1-163.
- Siemens, G., & Long, P. (2011, Sept.). Penetrating the Fog: Analytics in Learning and Education, EDUCAUSE review, [Online] 46(5), pp. 30-40. Available: https://net.educause.edu/ir/library/pdf/erm1151.pdf
- Swan, K. (2012, June). Introduction to the special issue on learning analytics. Journal of Asynchronous Learning Networks, 16(3), 5-7.
- UNESCO Institute for Information Technologies in Education. (2012, November). Learning analytics. Policy Brief. Retrieved from http://iite.unesco.org/files/policy_briefs/pdf/en/learning_analytics.pdf.