Learning Style Analysis on an Online Course by Structural Equation Modeling
DOI:
https://doi.org/10.52731/liir.v003.063Keywords:
learning style, online lectures, structural equation modelingAbstract
This study analyzes learning styles for an online course with flipped learning employing structural equation modeling. First, we discuss the definition of learning style in this study and design a structural equation model of the learning style. Next, we obtain data via LMS for 94 students (53 Japanese and 41 International students) attending the machine learning course offered in Japanese and evaluate the validity of the structural equation model. Furthermore, we compare the structural equation models in terms of groups for students' language abilities, prior knowledge of the course, and learning motivation to compare the characteristics of each group.
References
A. Saykili, “Distance education: Definitions, generations and key concepts and future direc-tions,” International Journal of Contemporary Educational Research, vol. 5, no. 1, 2018, pp. 2–17.
A. N. Bahasoan, et al., “Effectiveness of Online Learning In Pandemic Covid-19,” Interna-tional Journal of Science, Technology & Management, 1(2), 2020, pp.100-106. https://doi.org/10.46729/ijstm.v1i2.30.
Cisco, “Video Conferencing, Cloud Calling & Screen Sharing | Webex by Cisco”, https://www.webex.com/ (accessed at 2022.08.26).
F., Coffield, et al., "Learning styles and pedagogy in post-16 learning: a systematic and critical review," Learning and Skills Research Centre (Great Britain), 2004.
A. F. Gregorc, "Style Delineator," Maynard, MA: Gabriel, 1982.
R., Dunn, et al., "The Learning Style Inventory," KS: Price Systems, 1989.
R. Riding, & S., Rayner, "Cognitive Styles and Learning Strategies: Understanding Style Dif-ferences in Learning and Behavior," London, David Fulton, 1988.
I. B. Myers, & M. H. McCaulley, "Manual: A Guide to the Development and Use of the My-ers-Briggs Type Indicator," Palo Alto, CA: Consulting Psychologists Press., 1985.
M. J. Apter, "Motivational Styles in Everyday Life: A Guide to Reversal Theory," Washington D.C.: American Psychological Association, 2001.
D. A. Kolb, et al., "Experiential learning theory: Previous research and new directions, In R.J. Sternberg and L-F. Zhang (eds.) Perspectives on Thinking, Learning and Cognitive Styles," Mahwah, New Jersey: Lawrence Erlbaum, 2001.
P. Honey, & A. Mumford, "The Learning Styles Helper’s Guide," Maidenhead: Peter Honey Publications Ltd., 2000.
N. Hermann, "The Creative Brain," North Carolina: Brain Books, The Ned Hermann Group, 1989.
C. Allison, & J. Hayes, "Cross-national differences in cognitive style: Implications for man-agement.," International Journal of Human Resource Management, vol. 11, no. 1, pp. 161-170, 2000.
N. J. Entwistle, "Teaching and the quality of learning in higher education.," In N.J. Entwistle (ed.) Handbook of Educational Ideas and Practices. London: Routledge, 1990.
J. D. Vermunt, “Metacognitive, cognitive and affective aspects of learning styles and strate-gies: A phenomenographic analysis”, Higher Education 31, 1996, pp. 25-50.
R. J. Sternberg, "Thinking Styles," Cambridge: Cambridge University Press, 1999.
J.J. Hox & T.M. Bechger, “An Introduction to Structural Equation Modeling,” Family Science Review, 11, 1999, pp. 354-373.
F. Razali, et al., “Factors of Learning towards Creating Blended Learning Curriculum Using Learning Management System in Higher Education during Covid-19”, International Journal of Instruction, Vol.15, No. 4, 2022, pp. 723-744.
S. Park & N. H. Kim, “University students’ self-regulation, engagement and performance in flipped learning,” European Journal of Training and Development, Vol. 46 No. 1/2, 2022, pp. 22-40. https://doi.org/10.1108/EJTD-08-2020-0129
T. T. Wijaya, & R. Weinhandl, “Factors Influencing Students’ Continuous Intentions for Us-ing Micro-Lectures in the Post-COVID-19 Period: A Modification of the UTAUT-2 Ap-proach”, Electronics 2022, 11(13), 1924; https://doi.org/10.3390/electronics11131924
Google, “Welcome to Colaboratory,” https://colab.research.google.com/ (accessed at 2022.08.26)