Next Article in Journal
Hardware-Intrinsic Multi-Layer Security: A New Frontier for 5G Enabled IIoT
Next Article in Special Issue
Mind Wandering in a Multimodal Reading Setting: Behavior Analysis & Automatic Detection Using Eye-Tracking and an EDA Sensor
Previous Article in Journal
A Collocation Method for Numerical Solution of Nonlinear Delay Integro-Differential Equations for Wireless Sensor Network and Internet of Things
Previous Article in Special Issue
Predicting Spatial Visualization Problems’ Difficulty Level from Eye-Tracking Data
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Utilizing Interactive Surfaces to Enhance Learning, Collaboration and Engagement: Insights from Learners’ Gaze and Speech

by
Kshitij Sharma
*,
Ioannis Leftheriotis
and
Michail Giannakos
Department of Computer Science, Norwegian University of Science and Technology, 7491 Trondheim, Norway
*
Author to whom correspondence should be addressed.
Sensors 2020, 20(7), 1964; https://doi.org/10.3390/s20071964
Submission received: 10 March 2020 / Revised: 25 March 2020 / Accepted: 29 March 2020 / Published: 31 March 2020

Abstract

Interactive displays are becoming increasingly popular in informal learning environments as an educational technology for improving students’ learning and enhancing their engagement. Interactive displays have the potential to reinforce and maintain collaboration and rich-interaction with the content in a natural and engaging manner. Despite the increased prevalence of interactive displays for learning, there is limited knowledge about how students collaborate in informal settings and how their collaboration around the interactive surfaces influences their learning and engagement. We present a dual eye-tracking study, involving 36 participants, a two-staged within-group experiment was conducted following single-group time series design, involving repeated measurement of participants’ gaze, voice, game-logs and learning gain tests. Various correlation, regression and covariance analyses employed to investigate students’ collaboration, engagement and learning gains during the activity. The results show that collaboratively, pairs who have high gaze similarity have high learning outcomes. Individually, participants spending high proportions of time in acquiring the complementary information from images and textual parts of the learning material attain high learning outcomes. Moreover, the results show that the speech could be an interesting covariate while analyzing the relation between the gaze variables and the learning gains (and task-based performance). We also show that the gaze is an effective proxy to cognitive mechanisms underlying collaboration not only in formal settings but also in informal learning scenarios.
Keywords: eye-tracking; dual eye-tracking; multitouch interactive displays; CSCL; informal learning; collaboration outcome; mobile eye-tracking; MMLA; multimodal learning analytics eye-tracking; dual eye-tracking; multitouch interactive displays; CSCL; informal learning; collaboration outcome; mobile eye-tracking; MMLA; multimodal learning analytics

Share and Cite

MDPI and ACS Style

Sharma, K.; Leftheriotis, I.; Giannakos, M. Utilizing Interactive Surfaces to Enhance Learning, Collaboration and Engagement: Insights from Learners’ Gaze and Speech. Sensors 2020, 20, 1964. https://doi.org/10.3390/s20071964

AMA Style

Sharma K, Leftheriotis I, Giannakos M. Utilizing Interactive Surfaces to Enhance Learning, Collaboration and Engagement: Insights from Learners’ Gaze and Speech. Sensors. 2020; 20(7):1964. https://doi.org/10.3390/s20071964

Chicago/Turabian Style

Sharma, Kshitij, Ioannis Leftheriotis, and Michail Giannakos. 2020. "Utilizing Interactive Surfaces to Enhance Learning, Collaboration and Engagement: Insights from Learners’ Gaze and Speech" Sensors 20, no. 7: 1964. https://doi.org/10.3390/s20071964

APA Style

Sharma, K., Leftheriotis, I., & Giannakos, M. (2020). Utilizing Interactive Surfaces to Enhance Learning, Collaboration and Engagement: Insights from Learners’ Gaze and Speech. Sensors, 20(7), 1964. https://doi.org/10.3390/s20071964

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop