Investigating the Role of Eye Tracking Technology in Learning Research: A Ten Years Study

Author
Kharazmi University
Abstract
Eye-tracking technology has attracted researchers' attention for many years as a tool for finding objective data from cognitive processes. The present study, with the aim to investigate the applications of the mentioned technology in conducting research in the field of learning used systematic review method to analyze performed research from 2010- 2020. A total of 24 articles were analyzed after applying the inclusion and exclusion criteria. The results showed that among the eye tracker measurement scales, the researchers used eye fixation and duration of gaze in most learning studies. In addition, the results showed that studying visual attention during cognitive processing, examining the transition between textual and visual information, and comparing the strategies of successful reading, decision-making, problem solving and information processing modeling are the applications of eye movements in learning studies. According of the results, eye-tracking tool provides researchers with the opportunity to link learning outcomes to cognitive processes, which has implications for designing learning environments.
Keywords

Alemdag, E., Cagiltay. K. (2018). A systematic review of eye tracking research on multimedia learning. Computer and Education, 125: 413-428.
Asgharpour, M., Tehrani-Doost, M., Ahmadi, M., Moshki, H. Visual Attention to Emotional Face in Schizophrenia: An Eye Tracking Study. Iran Journal of Psychiatry 2015; 10(1): 13–18.
Box, S. (2013).The cognitive processing of candidates during reading tests Evidence from eye-tracking. Language Testing, 30(4): 441–465.
Brunyé, T.T., Drew, T., Weaver, D.L., Elmore, J.G. (2019). A review of eye tracking for understanding and improving diagnostic interpretation. Cognitive Research: Principles and Implication, 4(7): 1-16.
Catrysse, L., Gijbels, D., Donche, V., de Maeyer, Sven, van den Bossche, Piet, Gommers, L. (2016). Mapping processing strategies in learning from expository text: an exploratory eye tracking study followed by a cued recall. Frontline Learning Research, 4(1): 1-16. https://doi.org/10.14786/flr.v4i1.192
Chang, Y., Choi, S. (2014). Effects of seductive details evidenced by gaze duration. Neurobiology of Learning and Memory, 109: 131–138.
De Koning, B., Tabbers,B., Rikers R. M. J. P. & Pass, F. (2010). Attention guidance in learning from a complex animation: Seeing is understanding? Learning and Instruction, 20(2): 111-122.
Dogusoy-Taylan,B., Cagiltay, K. (2014).Cognitive analysis of experts’ and novices’ concept mapping processes: An eye tracking study. Computers in Human Behavior, 36: 82-93.
Eachus, P. (2008). The Use of Eye Tracking Technology in the Evaluation of eLearning: A feasibility study. Conference paper, 239-247.
Fabio RA, Caprı` T, Mohammadhasani N, et al. Frequency bands in seeing and remembering: comparing ADHD and typically developing children. Neuropsychological Trends 2018; 24: 97–116.
Funke, G., Greenlee, E., Carter, M., Dukes, A., Brown, R., & Menke, L. (2016). Which eye tracker is right for your research? Performance evaluation of several cost variant eye trackers. In Proceedings of the Human Factors and Ergonomics Society, 1239–1243. https://doi.org/10.1177/1541931213601289.
Gegenfurtner, A., Lehtinen, E., & Säljö, R. (2011). Expertise Differences in the Comprehension of Visualizations: a Meta-Analysis of Eye-Tracking Research in Professional Domains, Educational Psychology Review, 23: 523–552.
Goswami, U. (2008). Cognitive development – The Learning Brain. NY: Psychology Press.
Just, M. A., & Carpenter, P. A. (1980). A theory of reading: From eye fixations to comprehension. Psychological Review, 87: 329–355.
Haataja, E., Moreno-Esteva,E. G., Salonen, V., Laine, A., Toivanen, M., Hannula, M.S. ( 2019). Teacher's visual attention when scaffolding collaborative mathematical problem solving. Teaching and Teacher Education, 86: 1-13.
Holmqvist, K., Nyström, M., Andersson, R., Dewhurst, R., Jarodzka, H., & Van de Weijer, J. (2011). Eye tracking: a comprehensive guide to methods and measures. Oxford: Oxford University Press.
Hyönä,J. (2010). The use of eye movements in the study of multimedia learning Learning and Instruction, 20 (2): 172-176. doi: /10.1016/j.learninstruc.2009.02.01.
Jacob, R. J., Karn, S. K. (2003). Eye tracking in human-computer interaction and usability research: Ready to deliver the promises. In J. Hyönä, R. Radach, & H. Deubel (Eds.), The mind’s eye: Cognitive and applied aspects of eye movement research (pp. 573–605). Amsterdam: Elsevier Science.
Jamet, E. (2014). An eye-tracking study of cueing effects in multimedia learning. Computers in Human Behavior, 32, 47–53.
Ko_c-Januchta, M., offler, T., Thoma,G., Prechtl, H., Leutner , D. (2017). Visualizers versus verbalizers: Effects of cognitive style on learning with texts and pictures: An eye-tracking study. Computers in Human Behavior, 68: 170-179.
Knoblich, G., Ohlsson, S., & Raney, G. E. (2001). An eye movement study of insight problem solving. Memory & Cognition. 29(7):1000–1009.
Lay, M-L., Tsai, M-J., Yang, F-Y., Hsu, C-H., Liu, T-CH., Lee, S., et al. (2013). A review of using eye-tracking technology in exploring learning from 2000 to 2012, Educational Research Review, 10, 90–115.
Lindner, A. L., Eitel, A. Strobel, B., Koller, o. (2017). Identifying processes underlying the multimedia effect in testing: An eye-movement analysis. Learning and Instruction, 47, 91-102.
Makransky, G., Terkildsen, G. T.,Mayer, R.E. (2019). Role of subjective and objective measures of cognitive processing during learning in explaining the spatial contiguity effect. Learning and Instruction, 61, 23-34.
Mason, Pluchino, P., Tornatora, M.C. (2015). Eye-movement modeling of integrative reading of an illustrated text: Effects on processing and learning. Contemporary Educational Psychology, 41, 172- 187.
Mohammadhasani, N., Fabio, R. A., Fardanesh, H., & Hatami, J. (2015). The link between visual attention and memory in ADHD and normally developing students: seeing is remembering? Italian journal of cognitive science 1(2): 89–104.
Molina,A.I., Navarro,O., Ortega, M., Lacruz, M. (2018). Evaluating multimedia learning materials in primary education using eye tracking. Computer Standards & Interfaces, 59, 45–60.
Molina,A.I., Redondo, M.A., Lacave, C., Ortega, M. (2014). Assessing the effectiveness of new devices for accessing learning materials: An empirical analysis based on eye tracking and learner subjective perception. Computers in Human Behavior, 31, 475-490
Petticrew M, Roberts H. (2008). Systematic reviews in the social sciences: A practical guide. Malden, MA: Blackwell Publishing.
Ponce,H.,R. Mayer,R.,E., Loyola, M.,S., López, M., J., Méndez, E., E. (2018). When two computer-supported learning strategies are better than one: An eye-tracking study. Computers & Education, 125, 376–388.
Rayner, K. (1998). Eye movement in reading and information processing: 20 years of research. Psychological Bulletins, 124(3): 372–422.
Rayner, K., Chace, K. H., Slattery, T. J., & Ashby, J. (2006). Eye movements as reflections of comprehension processes in reading. Scientific Studies of Reading, 10(3): 241–255.
Richardson, J. T. E. (2013).Research issues in evaluating learning pattern development in higher education. Studies in Educational Evaluation, 39(1): 66-70. doi: 10.1016/j.stueduc.2012.11.003.
Schmidt-Weigand, F., Kohnert, A., & Glowalla, U. (2010). A closer look at split visual attention in system- and self-paced instruction in multimedia learning. Learning and Instruction, 20, 100–110.
Sharma, K., Giannakos, M., Dillenbourg, P. (2020). Eye-tracking and artificial intelligence to enhance motivation and learning. Smart Learning Environments, 7 (13), https://doi.org/10.1186/s40561-020-00122-x
Stark, L., Brünken,R., Park, B. (2018). Emotional text design in multimedia learning: A mixed-methods study using eye tracking. Computers & Education, 120,185–196.
Strobel, B., Lindner, M., Saß, S., Köller, O. (2018). Task-irrelevant data impair processing of graph reading tasks: An eye tracking study. Learning and Instruction, 55, 139-147.
Tabbers H.K., Paas, F. Lankford, C., Martens, R.L.,Van Merriënboer ,J.J.G. (2008). Studying eye movements in multimedia learning in J.-F. Rouet, R. Lowe, W. Schnotz (Eds.), Understanding multimedia documents, New York: Springer, 169-184.
Tien, T., Pucher, P. H., Sodergren, M.H., Sriskandarajah MRCS, K., Yang, G-Z. & Darzi, A. (2014). Eye tracking for skills assessment and training: a systematic review. Journal of Surgical Research, 191(1): 169-178.
Tsai, M.-J., Hou, H. T., Lai, M. L., Liu, W.-Y., & Yang, F. Y. (2012). Visual attention for solving multiple-choice science problem: An eye-tracking analysis. Computers & Education, 58(1): 375–385.
Van Marlen, T., van Wermeskerken, M., Jarodzka, H., van Gog , T. (2016). Showing a model's eye movements in examples does not improve learning of problem-solving tasks. Computers in Human Behavior, 65, 448-459.
Yeh, Y., Tsai, J., Hsu,W.C Lin, C. F. (2014). A model of how working memory capacity influences insightproblem solving in situations with multiple visual representations: An eye tracking analysis. Thinking Skills and Creativity, 13, 153–167.