Assem, H., Morsi, W. (2025). A Framework for The Design of Effective Learning Environments in the AI Era: Egyptian Students’ Preferences from Humanities versus Engineering Disciplines. JES. Journal of Engineering Sciences, 53(3), 319-345. doi: 10.21608/jesaun.2025.347140.1397
Hala Assem; Wesam Morsi. "A Framework for The Design of Effective Learning Environments in the AI Era: Egyptian Students’ Preferences from Humanities versus Engineering Disciplines". JES. Journal of Engineering Sciences, 53, 3, 2025, 319-345. doi: 10.21608/jesaun.2025.347140.1397
Assem, H., Morsi, W. (2025). 'A Framework for The Design of Effective Learning Environments in the AI Era: Egyptian Students’ Preferences from Humanities versus Engineering Disciplines', JES. Journal of Engineering Sciences, 53(3), pp. 319-345. doi: 10.21608/jesaun.2025.347140.1397
Assem, H., Morsi, W. A Framework for The Design of Effective Learning Environments in the AI Era: Egyptian Students’ Preferences from Humanities versus Engineering Disciplines. JES. Journal of Engineering Sciences, 2025; 53(3): 319-345. doi: 10.21608/jesaun.2025.347140.1397
A Framework for The Design of Effective Learning Environments in the AI Era: Egyptian Students’ Preferences from Humanities versus Engineering Disciplines
The British University in Egypt, El Sherouk City, Suez Desert Road, Cairo, Egypt.
Abstract
The AI revolution has increased interest in the use of digital technologies and virtual reality learning environments (VRLEs) regardless of students’ discipline and the design of these environments. This study investigates students’ preferences from Humanities vs. Engineering disciplines towards diverse learning environments (LEs) and their design to enforce the design of effective LEs that promote the productivity and wellbeing for different disciplines. The research proposes a framework that integrates AI-driven technology-enhanced learning, learning and discipline-specific theories, inaddition to architecture design for human-wellbeing theories to design effective learning environments based on an interdisciplinary research. The methodology followed a cross-sectional, quantitative, non-experimental research design with 141 undergraduates from two private universities in Egypt. Results revealed that students of both disciplines preferred Physical classrooms. Following, Engineering students preferred Mixed LEs, but Humanities students preferred VRLEs over Online Learning. Furthermore, students from both disciplines rated “lighting” as the most important architectural design element in a physical and VR LEs, to enhance their focus and feeling comfortable, however, the ratings for the other two design elements differed between students of the two disciplines. Future research can make use of the proposed framework with larger samples. It is recommended to customize the design of LEs to adapt to students’ different disciplines, learning styles and customise design elements that enhance students’ wellbeing and productivity LEs. Using
[1] Abbas, S., Okdeh, N., Roufayel, R., Kovacic, H., Sabatier, J.-M., Fajloun, Z., & Abi Khattar, Z. (2024). Neuroarchitecture: How the perception of our surroundings impacts the brain. Biology (Basel, 13(4), 220. https://doi.org/10.3390/biology13040220
[2] Abdous, M., Al-Zahrani, A., Bates, T., Chu, S. K. W., Popenici, S., & Kerr, S. (2024). Exploring the impact of artificial intelligence on higher education. Humanities and Social Sciences Communications, 11, Article 34. https://doi.org/10.1038/s41599-024-03432-4 (Supports the transformative impact of AI on higher education, including teaching, learning, and social interactions, with evidence from engineering and other disciplines.)
[3] Akram, A. (2010). Semi-virtual knowledge engineering: development of semi-virtual knowledge learning process to improve the semi-virtual individual learning. Communications of the IIMA, 10(2), 6. DOI: 10.19030/iima.v10i2.3144
[4] Al-Salman, S., & Haider, A. S. (2021). Jordanian University Students' Views on Emergency Online Learning during COVID-19. Online Learning, 25(1), 286-302. DOI: 10.24059/olj.v25i1.2405
[5] Alahmadi, N., & Muslim Alraddadi, B. (2020). The impact of virtual classes on second language interaction in the Saudi EFL context: A case study of Saudi undergraduate students. Arab World English Journal (AWEJ), 11. DOI: 10.24093/awej/vol11no3.9
[6] Al-Enezi, M., & Al-Saleh, K. (2020). The effect of classroom lighting on students’ academic achievement and learning performance in engineering education. International Journal of Engineering Education, 36(1), 270–277.
[7] Andujar, A., & Spratt, M. (2023). Using AI to Support CLIL Teacher Language. Journal of Research in Applied Linguistics, 14(2), 7-19. DOI: 10.22055/rals.2023.21570
[8] Arndt, P.A. (2012) ‘Design of Learning Spaces: Emotional and Cognitive Effects of Learning Environments in Relation to Child Development’, Mind, Brain, and Education, 6(1), pp. 41-48.
[9] Assem, H., Tolba, O., & Ashour, S. (2020). The Restorative Effect OF Different Landscape Design Setting on Adults: The Case of AL-Azhar Park in Cairo. Journal of Engineering and Applied Science, 67(5), 1001-1018. DOI: 10.1016/j.jeas.2020.09.005
[10] Assem, H. M., Khodeir, L. M., & Fathy, F. (2023). Designing for human wellbeing: the integration of neuroarchitecture in design–a systematic review. Ain Shams Engineering Journal, 102102. DOI: 10.1016/j.asej.2023.102102
[11] Barrett, P., Davies, F., Zhang, Y., & Barrett, L. (2015). The impact of classroom design on pupils' learning: Final results of a holistic, multi-level analysis. Building and Environment, 89, 118-133. DOI: 10.1016/j.buildenv.2015.03.016
[12] Charitos, D. (1997). Designing space in virtual environments for aiding wayfinding behaviour. Paper presented at the Department of Architecture, University of Strathclyde. The fourth UK VR-SIG Conference, Brunel University, 1st November. [No DOI available]
[13] Chen, Y.-W., Chang, W.-H., & Ku, C.-C. (2016). A comparative study of the divergent problem solving abilities of mathematically and scientifically talented students and nongifted students. Thinking Skills and Creativity, 22, 247-255. DOI: 10.1016/j.tsc.2016.04.005
[14] Chang, J. Y. F., Wang, L. H., Lin, T. C., Cheng, F. C., & Chiang, C. P. (2021). Comparison of learning effectiveness between physical classroom and online learning for dental education during the COVID-19 pandemic. Journal of Dental Sciences, 16(4), 1281-1289. DOI: 10.1016/j.jds.2021.03.001
[15] Cininta, M., Santy, D., & Irmayasari, E. T. (2024). Innovative Approaches to Architectural Education: Metaverse Technology and Learning Resilience. 1404, 012054. https://doi.org/10.1088/1755-1315/1404/1/012054
[16] de Paiva, A. (2018). Neuroscience for architecture: how building design can influence behaviors and performance. Journal of Civil Engineering and Architecture, 12(2), 132-138. DOI: 10.17265/1934-7359/2018.02.005
[17] Derakhshan, A., & Shakki, F. (2024). Opportunities and Challenges of Implementing Online English Courses in Iranian Public and Private Schools. Journal of Research in Applied Linguistics, 15(1), 17-31. DOI: 10.22055/rals.2024.21572
[18] Determan, J., Akers, M. A., Albright, T., Browning, B., Martin-Dunlop, C., Archibald, P., & Caruolo, V. (2019). The impact of biophilic learning spaces on student success. American Institute of Architecture, Building Research Knowledgebase. [No DOI available]
[19] Fajardo, M. L. N., Higuera-Trujillo, J. L., & Llinares, C. (2023). Lighting, colour and geometry: Which has the greatest influence on students' cognitive processes? Frontiers of Architectural Research. DOI: 10.1016/j.foar.2023.05.001
[20] Fallah, H., Razmjoo, S. A., Sahragard, R., & Jafari, S. M. (2024). Factors Contributing to Iranian EFL Institute Teachers' Identity Reconstruction in Online Classes. Journal of Research in Applied Linguistics, 15(1), 3-16. DOI: 10.22055/rals.2024.21573
[21] Fink, S. J. (2021). Physical to Virtual: A Model for Future Virtual Classroom Environments. [No DOI available]
[22] Guo, S., Wang, X., Deng, W., Hong, J., Wang, J., & Wu, Y. (2022). Whose spatial ability benefits from learning with 3D design? From the perspective of learning analysis. Educational Technology & Society, 25(1), 179-192. DOI: 10.1016/j.educ.2022.06.002
[23] Higuera-Trujillo, J. L., Llinares, C., & Macagno, E. (2021). The cognitive-emotional design and study of architectural space: A scoping review of neuroarchitecture and its precursor approaches. Sensors, 21(6), 2193. DOI: 10.3390/s21062193
[24] Hill, F., Tomkinson, B., Hiley, A., & Dobson, H. (2016). Learning style preferences: An examination of differences amongst students with different disciplinary backgrounds. Innovations in Education and Teaching International, 53(2), 122–134. https://doi.org/10.1080/14703297.2014.981841 (Compares learning style preferences between engineering and humanities students, providing empirical evidence for disciplinary differences relevant to Biglan’s and Kolb’s theories.)
[25] Holden, C. L., & Sykes, J. M. (2011). Leveraging mobile games for place-based language learning. International Journal of Game-Based Learning (IJGBL), 1(2), 1-18. DOI: 10.4018/jgbl.2011040101
[26] Hu, J., Peng, Y., Chen, X., & Yu, H. (2021). Differentiating the learning styles of college students in different disciplines in a college English blended learning setting. PloS One, 16(5). DOI: 10.1371/journal.pone.0250938
[27] Hua, C., & Wang, J. (2023). Virtual reality-assisted language learning: A follow-up review (2018–2022). Frontiers in Psychology, 14, 1153642. DOI: 10.3389/fpsyg.2023.1153642
[28] Hussain Al-Qahtani, M. (2019). Teachers’ and students’ perceptions of virtual classes and the effectiveness of virtual classes in enhancing communication skills. Arab World English Journal (AWEJ) Special Issue: The Dynamics of EFL in Saudi Arabia. DOI: 10.24093/awej/efl3.4
[29] Inoue, Y. (2012). Virtual reality learning environments. Encyclopedia of the Sciences of Learning, 3407-3410. [No DOI available]
[30] Jones, C., Reichard, C., & Mokhtari, K. (2003). Are students' learning styles discipline specific? Community College Journal of Research & Practice, 27(5), 363-375. DOI: 10.1080/10668920390174746
[31] Konak, A., Clark, T. K., & Nasereddin, M. (2014). Using Kolb's Experiential Learning Cycle to improve student learning in virtual computer laboratories. Computers & Education, 72, 11-22. DOI: 10.1016/j.compedu.2013.10.016
[32] Kösa, T., & Karakuş, F. (2018). The effects of computer-aided design software on engineering students’ spatial visualisation skills. European Journal of Engineering Education, 43(2), 296-308. DOI: 10.1080/03043797.2017.1374295
[33] Kustandi, C., Fadhillah, D., Situmorang, R., Prawiladilaga, D., & Hartati, S. (2020). VR use in online learning for higher education in Indonesia. [No DOI available]
[34] Lan, C.-H., Sheng, M.-H., Hsu, Y.-C., & Shiue, Y.-M. (2019). Influence of online and face-to-face collaboration and learning style on cognitive load and engagement in a health introductory course. Paper presented at the Proceedings of the 3rd International Conference on Medical and Health Informatics. [No DOI available]
[35] Lin, T.-J., & Lan, Y.-J. (2015). Language learning in virtual reality environments: Past, present, and future. Journal of Educational Technology & Society, 18(4), 486-497. [No DOI available]
[36] López-Chao, V., et al. (2024). A Systematic Literature Review of Design Considerations in Learning Space Design. Pertanika Journal of Social Sciences & Humanities, 32(3), 971-998.
[37] Maher, M. L., Simoff, S., Gu, N., & Lau, K. H. (2000). Designing virtual architecture. Paper presented at the Proceedings of CAADRIA. [No DOI available]
[38] Makransky, G., Terkildsen, T. S., & Mayer, R. E. (2019). Adding immersive virtual reality to a science lab simulation causes more presence but less learning. Learning and Instruction, 60, 225-236. DOI: 10.1016/j.learninstruc.2018.12.002
[39] Mansor, M. S. A., & Ismail, A. (2012). Learning styles and perception of engineering students towards online learning. Procedia-Social and Behavioral Sciences, 69, 669-674. DOI: 10.1016/j.sbspro.2012.11.418
[40] Molineiro, A. de Q. P., Jorge, E. M. de F., Moreira, J. A. C., Miranda, J. G. V., Sales, K. M. B., & Cardoso, H. S. P. (2022). Architectural design of classroom to stimulate learning in Higher Education. International Journal for Innovation Education and Research, 10(4), 87–102. https://doi.org/10.31686/ijier.vol10.iss4.3707
[41] Moneim, D. (2005). Architecture and Human Behavior, Does Design Affect Our Senses. Journal of the Egyptian Society of Engineers. [No DOI available]
[42] Morsi, W. K., & Abou El-Seoud, S. (2022). Students’ Perception of English Language Learning in Virtual Discussion Boards. In International Conference on Remote Engineering and Virtual Instrumentation (pp. 571-582). Cham: Springer International Publishing. DOI: 10.1007/978-3-030-97077-4_50
[43] Morsi, W. K., & Assem, H. M. (2021). Online versus face-to-face collaborative learning: Perceptions of students and instructors of technical writing for engineers. In 2021 IEEE Global Engineering Education Conference (EDUCON) (pp. 1571-1581). IEEE. DOI: 10.1109/EDUCON46332.2021.9453964
[44] Morsi, W. K. (2023). The Impact of the Blended Learning Approach on Sustainable EFL Learning in an Egyptian Context. Cultural Management: Science & Education, 7(1). DOI: 10.31559/cmse2023.1.6
[45] Myung, J., & Jun, H. (2020). Emotional responses to virtual reality-based 3D spaces: focusing on ECG Response to single-person housing according to different plan configurations. Journal of Asian Architecture and Building Engineering, 19(5), 445-457. DOI: 10.1080/1346727X.2020.1820443
[46] Obeidat, A., & Al-Share, R. (2012). Quality learning environments: Design-studio classroom. Asian Culture and History, 4(2), 165. DOI: 10.5539/ach.v4n2p165
[47] Passos, A. D., Jorge, E., Moreira, J. A., Miranda, J. G., Sales, K., & Saba, H. (2022). Architectural design of classrooms to stimulate learning in higher education: An approach connected with neuroeducation and neuroarchitecture. International Journal for Innovation Education and Research, 10(4), 87–102. https://doi.org/Seifan, M., Robertson, N., & Berenjian, A. (2020). Use of virtual learning to increase key laboratory skills and essential non-cognitive characteristics. Education for Chemical Engineers, 33, 66-75. DOI: 10.1016/j.ece.2020.06.001
[48] Saleeb, N., & Dafoulas, G. (2010). Analogy between Impact of architectural design characteristics of learning spaces on learners in the physical world and 3D virtual world. https://eprints.mdx.ac.uk/14574/
[49] Saleeb, N., Dafoulas, G., & Loomes, M. J. (2016). The role of architectural design in virtual worlds for educational purposes. 32–40. https://eprints.mdx.ac.uk/22082/
[50] Sattarzade, M.H., Tahmasebi, Boroujeni S.(2021). Does Red Background Color Enhance Short-term Memory or Blue?. International Journal of Motor Control and Learning, 3(3):57-66.
[51] Sharma, C. (2024). Virtual Learning Practices in the Faculty of Humanities and Social Sciences at Mid-West University during the COVID Pandemic. Mangal Research Journal, 5(01), 31–46. https://doi.org/10.3126/mrj.v5i01.73472
[52] Suryawinata, B., & Mariana, Y. (2022). The role of virtual reality in green building design. Paper presented at the IOP Conference Series: Earth and Environmental Science. [No DOI available]
[53] Swarat, S., Oliver, P. H., Tran, L., Childers, J. G., Tiwari, B., & Babcock, J. L. (2017). How disciplinary differences shape student learning outcome assessment: A case study. Aera Open, 3(1), 2332858417690112. DOI: 10.1177/2332858417690112
[54] Thrasher, T. (2022). The Impact of Virtual Reality on L2 French Learners' Language Anxiety and Oral Comprehensibility: An Exploratory Study. CALICO Journal, 39(2). DOI: 10.1558/cj.22260
[55] Ummihusna, A., & Zairul, M. (2022). Investigating immersive learning technology intervention in architecture education: A systematic literature review. Journal of Applied Research in Higher Education, 14(1), 264-281. DOI: 10.1108/JARHE-07-2021-0211
[56] Vergara, D., Rubio, M. P., & Lorenzo, M. (2017). On the design of virtual reality learning environments in engineering. Multimodal Technologies and Interaction, 1(2), 11. DOI: 10.3390/mti1020011
[57] Yilmaz, K. (2011). The cognitive perspective on learning: Its theoretical underpinnings and implications for classroom practices. The Clearing House: A Journal of Educational Strategies, Issues and Ideas, 84(5), 204-212. DOI: 10.1080/00098655.2011.580943
[58] Zhang, Z. (2024). Linking architecture and emotions: sensory dynamics and methodological innovations. https://doi.org/10.5821/dissertation-2117-410676