Learning strategy feedback system for students using data mining technology
Hideya Matsukawa, Institute for Higher Education Research and Practice, Osaka University, Japan ; Satoshi Kitamura, Interfaculty Initiative in Information Studies, The University of Tokyo, Japan ; Yusuke Nagamori, Graduate School of Comprehensive Human Sciences, University of Tsukuba, Japan ; Shinichi Hisamatsu, Yuhei Yamauchi, Interfaculty Initiative in Information Studies, The University of Tokyo, Japan ; Mai Nakano, Yasutomo Kanamori, Naoko Miyashita, Benesse Corporation, Japan
EdMedia + Innovate Learning, in Honolulu, HI, USA ISBN 978-1-880094-73-0 Publisher: Association for the Advancement of Computing in Education (AACE), Waynesville, NC
ABSTRACT: Using data mining technology, we developed a feedback system of learning strategies based on models that were created from data obtained from high school students. Using this system, we evaluated it from the following perspectives: (a) model validity, (b) effectiveness of the metaphors built into the system, and (c) users’ subjective evaluations. Results showed the following. (a) The models were validated because the difference of academic ability estimated from the models was reflected in data obtained from a monitor test. (b) The signal metaphor, representing the achievement levels of learning strategies, was effective because the length of time spent to read explanations of learning strategies differed according to the signal color; the direct road metaphor, representing the order of learning strategies, was understood by nearly half of the students. (c) Some users reported that the system animations were too long, but the overall system evaluation was favorable.
Matsukawa, H., Kitamura, S., Nagamori, Y., Hisamatsu, S., Yamauchi, Y., Nakano, M., Kanamori, Y. & Miyashita, N. (2009). Learning strategy feedback system for students using data mining technology. In G. Siemens & C. Fulford (Eds.), Proceedings of ED-MEDIA 2009--World Conference on Educational Multimedia, Hypermedia & Telecommunications (pp. 4269-4278). Honolulu, HI, USA: Association for the Advancement of Computing in Education (AACE). Retrieved December 16, 2018 from https://www.learntechlib.org/primary/p/32102/.
© 2009 Association for the Advancement of Computing in Education (AACE)
- BERD (2005). First Basic Survey Report on Children’s Life Style and Behavior; Benesse Corporation, Tokyo. Duncan, T.G.., & McKeachie, W.J. (2005). The Making of the Motivated Strategies for Learning Questionnaire. Educational Psychologist, 40, 117-128.
- Fujisawa H. (1975). Visual communications. David Publisher, Tokyo.
- Ichihara, M. & Arai, K. (2005). The development of learning strategy scales in math and Japanese: Junior high school students' version. Tsukuba Psychological Research, 29, 99-107.
- Ichikawa, S. (1995). Psychology of education and learning. Iwanami Shoten, Tokyo.
- Inuzuka, M. (2002). The structure of reading strategies for understanding expository text. Japanese Journal of Educational Psychology, 50, 152-162.
- National Institute for Educational Policy Research (2004). Knowledge and technique to survive 2: Survey on accomplishment level of learning by OECD students (PISA) International Survey Results Report of 2003. Gyosei, Tokyo.
- Kubo, N. (1999). Orientation-appraisal model for Japanese university students’ learning of English: Relation among learning motive, cognitive appraisal, learning behavior, and performance. Japanese Journal of Educational Psychology, 47, 511-520.
- Oxford, R.L. (1990). Language learning strategies: What every teacher should know. Newbury House/Harper & Row Publishers, New York.
- Pintrich, R.R., & Degroot, E.V. (1990). Motivational and self-regulated learning components of classroom academic performance. Journal of Educational Psychology, 82, 33-40.
- Tatsuno, C. (1997). Psychology of learning strategy. Tosho-Bunka, Tokyo
- Weinstein, C.E., Zimmerman, S.A., & Palmer, D.R. (1988). Assessing learning strategies: The design and development of the LASSI. In C.E. Weinstein, E.T. Goetz, & P.A. Alexander (Eds.), Learning and study strategies: Issues in assessment, instruction, and evaluation. Academic
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