Learning Algebra via self-study using Mixed Reality and the Microsoft HoloLens 2 Headset
Abstract
This study explores the use of mixed reality (MR) glasses, specifically the HoloLens 2, for Algebra learning. Students initially took a paper-based algebra test, followed by group-specific interventions for addressing incorrect answers. The experimental group used HoloLens 2 with step- by-step equation-solving software, while the control groups utilized paper-based or conventional study tools. Post-intervention, all groups retook the test. Despite no clear distinctions in improvement between groups through statistical analysis, qualitative feedback and comparisons showed promising trends. While ANOVA and t-tests didn’t reveal significant differences, students with higher initial scores faced greater challenges in improvement. Despite starting with the highest mean scores, the experimental group demonstrated better improvement than the paper-based control group and simi lar improvement to the group with freely chosen tools. Conducting a future experiment with a larger sample set, focusing on students with identical initial scores, may unveil significant differences. In summary, the study suggests that the HoloLens 2 intervention, despite initial advantages, yielded com- parable improvements to conventional tools. Further investigations, especially with a refined experimental design, could provide deeper insights into the effectiveness of MR tools for Algebra learning.
Received Date: December 11, 2024
Revised Date: December 27, 2024
Accepted Date: December 30, 2024
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References
- Agrawal, A. (2024). A mixed reality environment for Mathematics. International Journal of Scientific Research in Engineering and Management, 8(03), 1–5. https://doi.org/10.55041/IJSREM29739
- Coimbra, M. T., Cardoso, T., & Mateus, A. (2015). Augmented reality: An enhancer for higher education students in math's learning? In Proceedings of the 6th International Conference on Software Development and Technologies for Enhancing Accessibility and Fighting Info-exclusion (pp. 332–339). Procedia Computer Science, 67. https://doi.org/10.1016/j.procs.2015.09.277
- Dimitrov, D. M., & Rumrill, D. P., Jr. (2003). Pretest-posttest designs and measurement of change. Work, 20(2), 159–165.
- Fernández-Enríquez, R., & Delgado-Martín, L. (2020). Augmented reality as a didactic resource for teaching mathematics. Applied Sciences, 10(7), 2560. https://doi.org/10.3390/app10072560
- GeoGebra. (2023). What is geogebra? https://www.geogebra.org/about
- Kang, K., Kushnarev, S., Wei Pin, W., Ortiz, O., & Chen Shihang, J. (2020). Impact of virtual reality on the visualization of partial derivatives in a multivariable calculus class. IEEE Access, 8, 58940–58947. https://doi.org/10.1109/ACCESS.2020.2982972
- Khronos Group. (2024). Openxr. https://www.khronos.org/openxr/
- Mahmoud, K., Harris, I., Yassin, H., Hurkxkens, T. J., Matar, O. K., Bhatia, N., & Kalkanis, I. (2020). Does immersive VR increase learning gain when compared to a non-immersive VR learning experience? In P. Zaphiris & A. Ioannou (Eds.), Learning and collaboration technologies. Human and technology ecosystems (pp. 480–498). Springer International Publishing. https://doi.org/10.1007/978-3-030-50506-6_33
- Martín-Gutiérrez, J., Fabiani, P., Benesova, W., Meneses, M. D., & Mora, C. E. (2015). Augmented reality to promote collaborative and autonomous learning in higher education. Computers in Human Behavior, 51, 752–761. https://doi.org/10.1016/j.chb.2014.11.093
- Mathpix. (2024). https://mathpix.com
- McNeill, S. (2018, August 13). Teaching math with Microsoft Hololens. https://samuelmcneill.com/2018/08/13/teaching-maths-with-microsoft-hololens/
- Microsoft. (2024). HoloLens 2. https://www.microsoft.com/pt-br/hololens/hardware
- Microsoft. (2023). HoloLens 2. https://www.microsoft.com/en-us/hololens
- Microsoft. (2024). Mixed reality toolkit. https://learn.microsoft.com/en-us/windows/mixed-reality/mrtk-unity/mrtk3-overview/
- Montoya, D. B., Plascencia, M. L., & Herrera, L. M. (2021). The role of reality enhancing technologies in teaching and learning of mathematics. Computers & Electrical Engineering, 94, 107287. https://doi.org/10.1016/j.compeleceng.2021.107287
- OpenAI. (2024). ChatGPT. https://openai.com/blog/chatgpt
- Park, S., Bokijonov, S., & Choi, Y. (2021). Review of microsoft hololens applications over the past five years. Applied Sciences, 11(16). https://doi.org/10.3390/app11167259
- Photomath. (2024). https://photomath.com
- Peyethagorean. (2024). Hololens 2 demo Youtube video. https://youtu.be/YjL-PanAufE?si=XixvclhW08aIEijw
- Radianti, J., Majchrzak, T. A., Fromm, J., & Wohlgenannt, I. (2020). A systematic review of immersive virtual reality applications for higher education: Design elements, lessons learned, and research agenda. Computers & Education, 147, 103778. https://doi.org/10.1016/j.compedu.2019.103778
- Sattar, M. U., Palaniappan, S., Lokman, A., Hassan, A., Shah, N., & Riaz, Z. (2019). Effects of virtual reality training on medical students learning motivation and competency. Pakistan Journal of Medical Sciences, 35(3), 852–857. https://doi.org/10.12669/pjms.35.3.44
- Shaghaghian, Z., Burte, H., Song, D., et al. (2024). An augmented reality application and experiment for understanding and learning spatial transformation matrices. Virtual Reality, 28, 12. https://doi.org/10.1007/s10055-023-00904-x
- Serdar, C. C., Cihan, M., Yücel, D., & Serdar, M. A. (2021). Sample size, power and effect size revisited: Simplified and practical approaches in pre-clinical, clinical, and laboratory studies. Biochemia Medica (Zagreb), 31(1), 010502. https://doi.org/10.11613/bm.2021.010502
- Stepan, K., Zeiger, J., Hanchuk, S., Del Signore, A., Shrivastava, R., Govindaraj, S., & Iloreta, A. (2017). Immersive virtual reality as a teaching tool for neuroanatomy. International Forum of Allergy & Rhinology, 7(10), 1006–1013. https://doi.org/10.1002/alr.21986
- Unity Technologies. (2024). Unity Software. https://unity.com
- Wello Soft. (2024). Texdraw. https://assetstore.unity.com/packages/tools/gui/texdraw-51426
- Wolfram. (2024). Wolfram|Alpha full results api reference. https://products.wolframalpha.com/api/documentation
- Wolfram Alpha LLC. (2023). About wolfram|alpha. https://www.wolframalpha.com/about
- Zaccardi, S., Frantz, T., Beckwée, D., Swinnen, E., & Jansen, B. (2023). On-device execution of deep learning models on HoloLens2 for real-time augmented reality medical applications. Sensors, 23(21), 8698. https://doi.org/10.3390/s23218698

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