Published: 2023-08-01
Enhancing User Experience in E-Learning: Real-Time Emotional Analysis and Assessment
DOI: 10.35870/ijsecs.v3i2.1206
Julien Dave
- Julien Dave: Research Principle, New Zealand Quality Research and Innovation , New Zealand
Article Metrics
- Views 0
- Downloads 0
- Scopus Citations
- Google Scholar
- Crossref Citations
- Semantic Scholar
- DataCite Metrics
-
If the link doesn't work, copy the DOI or article title for manual search (API Maintenance).
Abstract
This study addresses the limited research on the user experience of e-learning platforms, specifically focusing on cognitive and emotional outcomes. The study proposes a non-invasive method to assess the emotional effects associated with e-learning platforms. The experiment involved 23 university students and compared the effectiveness of a real-time face and eye detection methodology (MIORA) with a retrospective questionnaire (SAM) to understand the emotional responses during user-platform interaction. Usability issues were intentionally introduced in the system to observe students' emotional reactions and examine the consistency between the two tools. The results confirmed the hypothesis that real-time non-invasive tools for assessing emotional reactions are more comprehensive and reliable compared to the SAM questionnaire. These tools also allow for dynamic adaptations to the site's usability and interface based on the student's emotional reactions, potentially enhancing satisfaction, and learning outcomes. These findings provide valuable insights for future research on the impact of emotional responses to e-learning platforms on user experience and learning outcomes. Ultimately, this study lays a foundation for effectively assessing the emotional outcomes of e-learning to improve online and hybrid education.
Keywords
E-Learning User Experience ; Real-Time Emotional Analysis ; Non-Invasive Emotional Assessment ; User-Platform Interaction ; Learning Outcomes
Article Metadata
Peer Review Process
This article has undergone a double-blind peer review process to ensure quality and impartiality.
Indexing Information
Discover where this journal is indexed at our indexing page to understand its reach and credibility.
Open Science Badges
This journal supports transparency in research and encourages authors to meet criteria for Open Science Badges by sharing data, materials, or preregistered studies.
How to Cite
Article Information
This article has been peer-reviewed and published in the International Journal Software Engineering and Computer Science (IJSECS). The content is available under the terms of the Creative Commons Attribution 4.0 International License.
-
Issue: Vol. 3 No. 2 (2023)
-
Section: Articles
-
Published: %750 %e, %2023
-
License: CC BY 4.0
-
Copyright: © 2023 Authors
-
DOI: 10.35870/ijsecs.v3i2.1206
AI Research Hub
This article is indexed and available through various AI-powered research tools and citation platforms. Our AI Research Hub ensures that scholarly work is discoverable, accessible, and easily integrated into the global research ecosystem. By leveraging artificial intelligence for indexing, recommendation, and citation analysis, we enhance the visibility and impact of published research.
-
Giraldi, L., Giovannetti, M. and Cedrola, E., 2023. User Experience on E-learning Platforms in Higher Education. DOI: https://doi.org/10.21203/rs.3.rs-2753702/v1.
-
-
Yamjal, P. and Ahmed, A., 2022. Strategies for retention and completion in vocational education: Faculty perspectives. Journal of Management and Business Education, 5(4), pp.247-265. DOI: https://doi.org/10.35564/jmbe.2022.0015.
-
-
-
Al-S’di, A., 2022, September. User Centred design Methods in Animal Centred Design: A systematic review. In 2022 International Conference on Theoretical and Applied Computer Science and Engineering (ICTASCE) (pp. 84-89). IEEE. DOI: https://doi.org/10.1109/ICTACSE50438.2022.10009842.
-
Sarsam, S.M., Al-Samarraie, H., Bahar, N., Shibghatullah, A.S., Eldenfria, A. and Al-Sa’Di, A., 2021, July. Detecting real-time correlated simultaneous events in microblogs: The Case of Men’s Olympic Football. In International Conference on Human-Computer Interaction (pp. 368-377). Cham: Springer International Publishing.
-
Al-Sa’di, A. and McPhee, C.C.A., 2021, August. User-Centred Design in Educational Applications: A systematic literature review. In 2021 International Conference Engineering Technologies and Computer Science (EnT) (pp. 105-111). IEEE. DOI: https://doi.org/10.1109/EnT52731.2021.00025.
-
Skammelsen, R.B., Xiang, Q.J.Y., Aakarsh, B. and Kuppusamy, S., 2020, April. Usability Evaluation for User Interface Design of Student Support System: Mixed Method Study. In IOP Conference Series: Materials Science and Engineering (Vol. 803, No. 1, p. 012038). IOP Publishing. DOI: https://doi.org/10.1088/1757-899X/803/1/012038.
-
Sarsam, S.M., Al-Samarraie, H. and Al-Sadi, A., 2020. Disease discovery-based emotion lexicon: a heuristic approach to characterise sicknesses in microblogs. Network Modeling Analysis in Health Informatics and Bioinformatics, 9, pp.1-10. DOI: https://doi.org/10.1007/s13721-020-00271-6.
-
Chandran, S., Al-Sa’di, A. and Ahmad, E., 2020, October. Exploring user centered design in healthcare: a literature review. In 2020 4th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT) (pp. 1-8). IEEE. DOI: https://doi.org/10.1109/ISMSIT50672.2020.9255313.
-
Ahmad, E., Al-Sa’di, A. and Beggs, K., 2020, December. A formative assessment framework using game-quiz educational approach. In 2020 IEEE International Conference on Teaching, Assessment, and Learning for Engineering (TALE) (pp. 868-872). IEEE. DOI: https://doi.org/10.1109/TALE48869.2020.9368479.
-
Alkhaldi, A.N. and Al-Sa’di, A., 2018. Gender differences in user satisfaction of mobile touch screen interfaces: University students’ service sites. International Journal of Innovation and Technology Management, 15(06), p.1950003. DOI: https://doi.org/10.1142/S0219877019500032.
-
Al-Sa'di, A., Parry, D. and Carter, P.D., 2018. User interface preferences of young Jordanians using tablet devices. International Journal of Technology Enhanced Learning, 10(3), pp.202-217. DOI: https://doi.org/10.1504/IJTEL.2018.092703.
-
Dhall, A., 2019, October. Emotiw 2019: Automatic emotion, engagement and cohesion prediction tasks. In 2019 International Conference on Multimodal Interaction (pp. 546-550). DOI: https://doi.org/10.1145/3340555.3355710.
-
Behera, A., Matthew, P., Keidel, A., Vangorp, P., Fang, H. and Canning, S., 2020. Associating facial expressions and upper-body gestures with learning tasks for enhancing intelligent tutoring systems. International Journal of Artificial Intelligence in Education, 30, pp.236-270. DOI: https://doi.org/10.1007/s40593-020-00195-2.
-
Al-Sa'di, A., 2018. User interface guidelines for Tablet PC Arabic educational applications (Doctoral dissertation, Auckland University of Technology). Available at: https://hdl.handle.net/10292/11534.
-
-
-
-
Al-Sa'di, A., Parry, D. and Carter, P., 2014, April. Usability considerations for educational tablet applications using an Arabic interface. In 2014 5th International Conference on Information and Communication Systems (ICICS) (pp. 1-6). IEEE. DOI: https://doi.org/10.1109/IACS.2014.6841969.
-
-
-
-
Kjell, O.N., Kjell, K., Garcia, D. and Sikström, S., 2019. Semantic measures: Using natural language processing to measure, differentiate, and describe psychological constructs. Psychological Methods, 24(1), p.92. DOI: https://doi.org/10.1037/met0000191.
-
Lee-Cultura, S., Sharma, K., Papavlasopoulou, S., Retalis, S. and Giannakos, M., 2020, June. Using sensing technologies to explain children's self-representation in motion-based educational games. In Proceedings of the interaction design and children conference (pp. 541-555). DOI: https://doi.org/10.1145/3392063.3394419.

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
Authors who publish with this journal agree to the following terms:
1. Copyright Retention and Open Access License
Authors retain copyright of their work and grant the journal non-exclusive right of first publication under the Creative Commons Attribution 4.0 International License (CC BY 4.0).
This license allows unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
2. Rights Granted Under CC BY 4.0
Under this license, readers are free to:
- Share — copy and redistribute the material in any medium or format
- Adapt — remix, transform, and build upon the material for any purpose, including commercial use
- No additional restrictions — the licensor cannot revoke these freedoms as long as license terms are followed
3. Attribution Requirements
All uses must include:
- Proper citation of the original work
- Link to the Creative Commons license
- Indication if changes were made to the original work
- No suggestion that the licensor endorses the user or their use
4. Additional Distribution Rights
Authors may:
- Deposit the published version in institutional repositories
- Share through academic social networks
- Include in books, monographs, or other publications
- Post on personal or institutional websites
Requirement: All additional distributions must maintain the CC BY 4.0 license and proper attribution.
5. Self-Archiving and Pre-Print Sharing
Authors are encouraged to:
- Share pre-prints and post-prints online
- Deposit in subject-specific repositories (e.g., arXiv, bioRxiv)
- Engage in scholarly communication throughout the publication process
6. Open Access Commitment
This journal provides immediate open access to all content, supporting the global exchange of knowledge without financial, legal, or technical barriers.