The use of eye-tracking technology to identify visualisers and verbalisers: accuracy and contributing factors. Issue 2 (8th June 2020)
- Record Type:
- Journal Article
- Title:
- The use of eye-tracking technology to identify visualisers and verbalisers: accuracy and contributing factors. Issue 2 (8th June 2020)
- Main Title:
- The use of eye-tracking technology to identify visualisers and verbalisers: accuracy and contributing factors
- Authors:
- Luo, Zhanni
O'Steen, Billy
Brown, Cheryl - Abstract:
- Abstract : Purpose: To build adaptive learning systems for a better learning experience, designers need to identify users' behaviour patterns and provide adaptive learning materials accordingly. This study involved a quasi-experiment and also this paper aims to investigate the accuracy of eye-tracking technology in identifying visualisers and verbalisers and the contributing factors to diverse levels of accuracy, which lays the foundation for the establishment of adaptive learning systems. Design/methodology/approach: The authors prepared eight documents with different image-text combinations with the intention of triggering participants' natural reading habits. By analysing the eye-movement data, this author categorised the 22 participants as visualisers or verbalisers. The results were compared for accuracy measure with participants' self-reports in response to the index of learning style questionnaire. Findings: The results showed that visualisers and verbalisers presented significantly different eye-movement patterns, which was confirmed by the fixation data from the Tobii eye-tracker with the detection accuracy ranged from 38% to 77%. Various factors contributed to a range of levels of accuracy, including highlighted elements, learning context, complex background, low relevance of images and texts, learner differences, awareness of experimental settings, self-conception and prior knowledge. Originality/value: To the authors' knowledge, this is the first paperAbstract : Purpose: To build adaptive learning systems for a better learning experience, designers need to identify users' behaviour patterns and provide adaptive learning materials accordingly. This study involved a quasi-experiment and also this paper aims to investigate the accuracy of eye-tracking technology in identifying visualisers and verbalisers and the contributing factors to diverse levels of accuracy, which lays the foundation for the establishment of adaptive learning systems. Design/methodology/approach: The authors prepared eight documents with different image-text combinations with the intention of triggering participants' natural reading habits. By analysing the eye-movement data, this author categorised the 22 participants as visualisers or verbalisers. The results were compared for accuracy measure with participants' self-reports in response to the index of learning style questionnaire. Findings: The results showed that visualisers and verbalisers presented significantly different eye-movement patterns, which was confirmed by the fixation data from the Tobii eye-tracker with the detection accuracy ranged from 38% to 77%. Various factors contributed to a range of levels of accuracy, including highlighted elements, learning context, complex background, low relevance of images and texts, learner differences, awareness of experimental settings, self-conception and prior knowledge. Originality/value: To the authors' knowledge, this is the first paper investigating the feasibility of eye-tracking technology to identify visualisers and verbalisers for the development of adaptive learning systems. … (more)
- Is Part Of:
- Interactive technology and smart education. Volume 17:Issue 2(2020)
- Journal:
- Interactive technology and smart education
- Issue:
- Volume 17:Issue 2(2020)
- Issue Display:
- Volume 17, Issue 2 (2020)
- Year:
- 2020
- Volume:
- 17
- Issue:
- 2
- Issue Sort Value:
- 2020-0017-0002-0000
- Page Start:
- 229
- Page End:
- 247
- Publication Date:
- 2020-06-08
- Subjects:
- Eye-tracking -- Accuracy -- Learning style identification -- Adaptive learning systems -- Visual and verbal
Interactive multimedia -- Periodicals
Educational technology -- Periodicals
006.7 - Journal URLs:
- http://info.emeraldinsight.com/products/journals/journals.htm?PHPSESSID=ouk43674j44hafv5dfnbr7j7u5&id=itse ↗
http://www.emeraldinsight.com/ ↗ - DOI:
- 10.1108/ITSE-12-2019-0087 ↗
- Languages:
- English
- ISSNs:
- 1741-5659
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4531.872358
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 22344.xml