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Published on: June 10, 2021
On enhancing students' cognitive abilities in online learning using brain activity and eye movements
Nuraini Jamil1, Abdelkader Nasreddine Belkacem2, Abderrahmane Lakas2
1Department of Computer Science and Software Engineering, College of Information Technology, UAE University, P.O. Box 15551 Abu Dhabi Al-Ain, UAE.
New technologies like brain-computer interfaces and eye-tracking can enhance remote learning. Future research could explore brain-to-brain synchronization between students and teachers in online education settings.
Area of Science:
- Neuroscience
- Educational Technology
- Cognitive Science
Background:
- The COVID-19 pandemic necessitated a rapid shift to remote learning globally, impacting billions of students and higher education institutions.
- The effectiveness and acceptance of online education post-pandemic are debated, with current remote learning facing significant challenges and limitations.
- Emerging technologies such as brain-computer interfaces (BCIs) and eye-tracking offer potential solutions to improve the remote learning experience.
Purpose of the Study:
- To systematically review existing research on the application of BCIs and eye-tracking in assessing students' cognitive skills during online learning.
- To identify current deficiencies in remote learning environments and explore technological avenues for enhancement.
- To investigate the potential of BCIs for future educational applications, particularly in understanding student-teacher interaction dynamics.
Main Methods:
- Conducted a systematic literature review focusing on studies utilizing brain-computer interfaces and eye-tracking for cognitive skill measurement in online learning.
- Analyzed research to identify limitations in remote learning interactions, such as the lack of real-time teacher-student engagement.
- Examined findings for evidence of neural synchrony or shared brain activity patterns during remote educational activities.
Main Results:
- The review highlighted that many current online learning tasks rely on recorded video, limiting direct, real-time interaction between students and instructors.
- No studies reviewed provided evidence of brain-to-brain synchronization between students and teachers during remote learning sessions.
- Current remote learning setups may hinder the development of shared cognitive states often observed in traditional, in-person educational settings.
Conclusions:
- Brain-computer interfaces and eye-tracking hold promise for improving remote education by providing deeper insights into student cognitive processes.
- The absence of observed brain-to-brain synchronization suggests a significant gap in current remote learning effectiveness and interaction quality.
- Future research directions include exploring BCIs to investigate and potentially foster brain-to-brain synchronization in remote student-teacher dyads interacting with shared content.
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