Assessing the Relationship between Cognitive Load and the Usability of a Mobile Augmented Reality Tutorial System: A Study of Gender Effects
Abstract
In this study, the relationship between the
usability of a mobile Augmented Reality (AR) tutorial system and cognitive load
was examined. In this context, the relationship between perceived usefulness,
the perceived ease of use, and the perceived natural interaction factors and
intrinsic, extraneous, germane cognitive load were investigated. In addition, the effect of gender on this
relationship was investigated. The research results show that there was a
strong relationship between the perceived ease of use and the extraneous load
in males, and there was a strong relationship between the perceived usefulness and
the intrinsic load in females. Both the perceived usefulness and the perceived
ease of use had a strong relationship with the germane cognitive load.
Moreover, the perceived natural interaction had a strong relationship with the
perceived usefulness in females and the perceived ease of use in males. This
research will provide significant clues to AR software developers and
researchers to help reduce or control cognitive load in the development of
AR-based instructional software.
Keywords
Supporting Institution
Thanks
References
- Abdullah, A. H., & Zakaria, E. (2013). Enhancing students' level of geometric thinking through van hiele's phase-based learning. Indian Journal of Science and Technology, 6(5), 4432-4446.
- Agarwal, R., & Karahanna, E. (2000). Time flies when you're having fun: Cognitive absorption and beliefs about information technology usage. MIS quarterly, 665-694.
- Ahmad, A. M., Goldiez, B. F., & Hancock, P. A. (2005, September). Gender differences in navigation and wayfinding using mobile augmented reality. In Proceedings of the Human Factors and Ergonomics Society Annual Meeting, 49(21), 1868-1872). Sage CA: Los Angeles, CA: SAGE Publications.
- Amaguaña, F., Collaguazo, B., Tituaña, J., & Aguilar, W. G. (2018, June). Simulation System Based on Augmented Reality for Optimization of Training Tactics on Military Operations. In International Conference on Augmented Reality, Virtual Reality and Computer Graphics, (pp. 394-403). Springer, Cham.
- Arvanitis, T. N., Williams, D. D., Knight, J. F., Baber, C., Gargalakos, M., Sotiriou, S., & Bogner, F. X. (2011). A human factors study of technology acceptance of a prototype mobile augmented reality system for science education. Advanced Science Letters, 4(11-12), 3342-3352.
- Baki, A., Kösa, T., & Karakuş, F., Çakıroğlu, Ü (2008). Uzay geometri öğretiminde 3D dinamik geometri yazılımı kullanımı: öğretmen görüşleri. In International Educational Technology Conference, Eskisehir, Turkey (pp. 6-9), 2008, May.
- Baraldi, S., Del Bimbo, A., Landucci, L., & Torpei, N. (2009). Natural interaction. In Encyclopedia of Database Systems (pp. 1880-1885). Springer, Boston, MA.
- Barrouillet, P., Bernardin, S., Portrat, S., Vergauwe, E., & Camos, V. (2007). Time and cognitive load in working memory. Journal of Experimental Psychology: Learning, Memory, and Cognition, 33(3), 570.
Details
Primary Language
English
Subjects
Studies on Education
Journal Section
Research Article
Authors
Emin Ibili
*
This is me
0000-0002-6186-3710
Türkiye
Mark Billinghurst
0000-0003-4172-6759
Australia
Publication Date
October 15, 2019
Submission Date
December 28, 2018
Acceptance Date
June 30, 2019
Published in Issue
Year 2019 Volume: 6 Number: 3
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