Learning Activities and Learning Behaviors for Learning Analytics in e-Learning Environments
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Most of the learning analytics research has investigated how quantitative data can affect learning. The information that is provided to learners has been determined by teachers and researchers based on reviews of the previous literature. However, there have been few studies on standard learning activities that are performed in e-learning environments independent of the teaching methods or on learning behavior data that are obtained through learning analytics. This study aims to explore the general learning activities and learning behaviors that can be used in the analysis of learning data. Learning activities and learning behavior are defined in conjunction with the concept of learning analytics to identify the differences between teachers’ and learners’ learning activities. Learning activities and learning behavior were verified by an expert panel review in an e-learning environment. The differences between instructors and learners in their usage were analyzed using a survey method. As results, 8 learning activities and 29 learning behaviors were validated. The Research has shown that instructors’ degree of utilization is higher than that of the learners.
Abstract
Most of the learning analytics research has investigated how quantitative data can affect learning. The information that is provided to learners has been determined by teachers and researchers based on reviews of the previous literature. However, there have been few studies on standard learning activities that are performed in e-learning environments independent of the teaching methods or on learning behavior data that are obtained through learning analytics. This study aims to explore the general learning activities and learning behaviors that can be used in the analysis of learning data. Learning activities and learning behavior are defined in conjunction with the concept of learning analytics to identify the differences between teachers’ and learners’ learning activities. Learning activities and learning behavior were verified by an expert panel review in an e-learning environment. The differences between instructors and learners in their usage were analyzed using a survey method. As results, 8 learning activities and 29 learning behaviors were validated. The Research has shown that instructors’ degree of utilization is higher than that of the learners.
참고문헌 (44)
- Agarwal, R., "Editorial overview-The interplay between digital and social networks", Information Systems Research, 19(3), pp.243~252 (2008)
- Baker, R., "Cambridge Handbook of the Learning Sciences" (2013)
- Becker, B., "Learning analytics: Insights into the natural learning behavior of our students", Behavioral & Social Sciences Librarian, 32(1), pp.63~67 (2013)
- Castro, F., "Evolution of teaching and learning paradigms in intelligent environment", pp.183~221 (2007), Springer Berlin Heidelberg
- Conole, G., "Rethinking pedagogy for a digital age: Designing and delivering e-learning", pp.81~91 (2007)
- Dawson, S., "‘Seeing the learning community; An exploration of the development of a resource for monitoring online student networking", British Journal of Educational Technology, 41(5), pp.736~752 (2010)
- De Freitas, S., "Education in computer generated environments" (2014), Routledge
- Duval, E., "Attention please: learning analytics for visualization and recommendation", Paper presented at the 1st International Conference on Learning Analytics and Knowledge (2011)
- "The Definitions, the Processes, and the Potential" (2011)[URL]
- 엄우용, "대학교수자의 웹기반 수업지원시스템 활용도 사례 분석", 교육정보미디어연구, 14(2), pp.109~128 (2008), 한국교육정보미디어학회
- Dragan Gašević, "Let’s not forget: Learning analytics are about learning", TechTrends, 59(1), pp.64~71 (2015), Springer Nature[DOI]
- David Gibson, "Exploratory Analysis in Learning Analytics", Technology, Knowledge and Learning, 21(1), pp.5~19 (2016), Springer Nature[DOI]
- Govaerts, S., "The student activity meter for awareness and self-reflection", CHI'12 Extended Abstracts on Human Factors in Computing Systems, pp.869~884 (2012), ACM
- Ha, K, H., "A usability test on learning analytics dashboard", master, pp.2015
- Harris, J., "Teachers’ technological pedagogical content knowledge and learning activity types : Curriculum-based technology integration reframed", Journal of Research on Technology in Education, 41(4), pp.393~416 (2009)
- 허균, "ICT 활용교육에서 교수 학습자료 제작을 위한 시각화 전략 탐색연구", 한국교원교육연구, 23(1), pp.169~191 (2006), 한국교원교육학회
- "2014 Higher education edition" (2014)[URL]
- Horton, W., "Evaluating E-Learning" (2006), ASTD
- Howison, J., "Validity issues in the use of social network analysis with digital trace data", Journal of the Association for Information Systems, 12(12), pp.767~ (2011)
- "Learning measurement for analytics whitepaper" (2013)[URL]
- Jin, S. H., "Needs Analysis on Using Data about Learner Behaviors in the Perspective of Learning Analytics", Paper presented ICETC 2016 (2016)
- 진성희, "이러닝 학습참여활동 및 상호작용에 대한 대시보드 설계 연구", 교육공학연구, 31(2), pp.191~221 (2015), 한국교육공학회[DOI]
- Johnson, L. F., "The 2010 horizon report : Museum edition", Curator : The Museum Journal, 54(1), pp.37~40 (2011)
- NMC Horizon Report: 2016 Higher Education Edition, "Johnson, L.", The New Media Consortium and EDUCAUSE learning initiative, ~ (2016)
- Jung, N. H., "Usage pattern analysis of game educational website using web log mining", Learning and Performance, 5(2), pp.63~80 (2003)
- Kang, J., "Exploratory study on the effect of learning analytics visualized dashboard on the academic achievement", master, pp.2014
- 권영옥, "빅데이터를 활용한 맞춤형 교육 서비스 활성화 방안연구", 지능정보연구, 19(2), pp.87~100 (2013), 한국지능정보시스템학회
- LaValle, S., "Big data, analytics and the path from insights to value", MIT sloan management review, 52(2), pp.21~ (2011)
- Lockyer, L., "Learning designs and learning analytics", Proceedings of the 1st international conference on learning analytics and knowledge, pp.153~156 (2011), ACM
- Lukarov, V., "Data Models in Learning Analytics", DeLFI Workshops, pp.88~95 (2014)
- Michel, C., "21st Century Learning for 21st Century Skills", pp.250~263 (2012), Springer Berlin Heidelberg
- 박연정, "학습관리시스템의 대시보드 설계를 위한 학습자 중심 요구분석: 분석과 설계 도구로서 활동이론의 적용", 교육공학연구, 30(2), pp.221~258 (2014), 한국교육공학회
- Creative economy vitamin L project report: A study on the learning analytics model and expansion strategy, "Rha, I. J.", Seoul Metropolitan Office of Education, ~ (2015)
- Santos, J. L., "Addressing learner issues with StepUp!: an Evaluation", Proceedings of the Third International Conference on Learning Analytics and Knowledge, pp.14~22 (2013), ACM
- 신지연, "웹기반 교육에서 학습자별 학습현황 분석에 관한 연구", 컴퓨터교육학회 논문지, 6(2), pp.107~120 (2003), 한국컴퓨터교육학회
- Learning analytics policy brief, "Shum, S. B.", UNESCO Institute for Information Technology in Education, ~ (2012)
- Shum, S. B., "Social learning analytics", Educational Technology and Society, 15, pp.3~26 (2012)
- "What are learning analytics" (2010)[URL]
- Siemens, G., "Learning analytics: Envisioning a research discipline and a domain of practice", 2nd international conference on learning analytics and knowledge, pp.4~8 (2012)
- Siemens, G., "Learning analytics : The emergence of a discipline", American Behavioral Scientist, 57(10), pp.1380~1400 (2013)
- Siemens, G., "Special Issue on Learning and Knowledge Analytics", Educational Technology & Society, 15(3), pp.1~163 (2012)
- Siemens, G., "Penetrating the Fog: Analytics in Learning and Education", EDUCAUSE review, 46(5), pp.30~40 (2011)
- Swan, K., "Introduction to the special issue on learning analytics", Journal of Asynchronous Learning Networks, 16(3), pp.5~7 (2012)
- "Learning analytics" (2012)[URL]