Augmented reality in computer systems integrated with project-based learning in vocational schools
DOI:
https://doi.org/10.59672/ijed.v6i2.5093Keywords:
Augmented reality, Computer systems, Learning outcomes, Project-based learning, Vocational high schoolAbstract
The development of technology and the demands of 21st-century skills require innovative learning that enhances student engagement and learning outcomes, particularly in Vocational High Schools (VHS). This study aims to examine the effectiveness of Augmented Reality (AR) media integrated with Project-Based Learning (PjBL) in improving student learning outcomes in computer systems at vocational high schools. A quasi-experimental method with a posttest-only control group design was employed, involving three groups: the experimental class (AR with PjBL), control group 1 (AR only), and control group 2 (conventional learning), each consisting of 38 students. Data collection techniques included learning outcome tests and documentation. The research instrument used was a standardized essay test to measure students' understanding of computer systems. Data were analyzed using one-way ANOVA, which indicated significant differences among the groups. Post hoc Tukey tests revealed that the experimental group achieved significantly higher learning outcomes than both control groups. These findings suggest that the integration of AR and PjBL creates a more contextual, interactive, and meaningful learning experience. The study supports constructivist theory and active learning as effective approaches in technology-based VHS.
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References
Akçayır, M., & Akçayır, G. (2017). Advantages and challenges associated with augmented reality for education: A systematic review of the literature. Educational Research Review, 20. https://doi.org/10.1016/j.edurev.2016.11.002
Alghamdi, A., Karpinski, A. C., Lepp, A., & Barkley, J. (2020). Online and face-to-face classroom multitasking and academic performance: Moderated mediation with self-efficacy for self-regulated learning and gender. Computers in Human Behavior, 102, 214–222. https://doi.org/10.1016/j.chb.2019.08.018
AlNajdi, S. M. (2022). The effectiveness of using augmented reality (AR) to enhance student performance: using quick response (QR) codes in student textbooks in the Saudi education system. Educational Technology Research and Development, 70(3). https://doi.org/10.1007/s11423-022-10100-4
Bacca, J., Baldiris, S., Fabregat, R., Graf, S., & Kinshuk. (2014). Augmented reality trends in education: A systematic review of research and applications. Educational Technology and Society, 17(4).
Bell, S. (2010). Project-based learning for the 21st century: Skills for the future. The Clearing House: A Journal of Educational Strategies, Issues and Ideas, 83(2). https://doi.org/10.1080/00098650903505415
Biggs, J., & Tang, C. (2011). Teaching For Quality Learning At University. McGraw-Hill Education. https://books.google.co.id/books?id=XhjRBrDAESkC
Bower, M., Howe, C., McCredie, N., Robinson, A., & Grover, D. (2014). Augmented Reality in education cases, places and potentials. Educational Media International, 51(1), 1–15. https://doi.org/10.1080/09523987.2014.889400
Chen, C. H. (2020). Impacts of augmented reality and a digital game on students’ science learning with reflection prompts in multimedia learning. Educational Technology Research and Development, 68(6). https://doi.org/10.1007/s11423-020-09834-w
Chen, L., Chen, P., & Lin, Z. (2020). Artificial intelligence in education: A review. IEEE Access, 8. https://doi.org/10.1109/ACCESS.2020.2988510
Cheng, K., & Tsai, C. (2020). Students’ motivational beliefs and strategies, perceived immersion and attitudes towards science learning with immersive virtual reality: A partial least squares analysis. British Journal of Educational Technology, 51(6), 2140–2159. https://doi.org/10.1111/bjet.12956
Chu, M., Qu, J., Zou, T., Li, Q., Bu, L., & Shen, Y. (2025). Design and evaluation of AR-based adaptive human-computer interaction cognitive training. International Journal of Human-Computer Studies, 199, 103504. https://doi.org/10.1016/J.IJHCS.2025.103504
Del Cerro Velázquez, F., & Méndez, G. M. (2021). Application in augmented reality for learning mathematical functions: A study for the development of spatial intelligence in secondary education students. Mathematics, 9(4). https://doi.org/10.3390/math9040369
Gašević, D., Siemens, G., & Sadiq, S. (2023). Empowering learners for the age of artificial intelligence. In Computers and Education: Artificial Intelligence (Vol. 4). https://doi.org/10.1016/j.caeai.2023.100130
Gong, P., Lu, Y., Lovreglio, R., Yang, X., & Deng, Y. (2024). Comparing the effectiveness of AR training and slide-based training: The case study of metro construction safety. Safety Science, 176, 106561. https://doi.org/10.1016/J.SSCI.2024.106561
Hadju, S. Y., Novian, D., Arafat, M. Y., & Dwinanto, A. (2024). Pengembangan media pembelajaran berbasis augmented reality pada mata pelajaran informatika (Development of augmented reality-based learning media in informatics subject). Inverted: Journal of Information Technology Education, 4(1). https://doi.org/10.37905/inverted.v4i1.21860
Ibáñez, M. B., & Delgado-Kloos, C. (2018). Augmented reality for STEM learning: A systematic review. Computers & Education, 123, 109–123. https://doi.org/10.1016/J.COMPEDU.2018.05.002
İbi̇li̇, E., Ölmez, M., İbi̇li̇, A. B., Bi̇lal, F., Ci̇han, A., & Okumuş, N. (2024). Assessing the effectiveness and student perceptions of synchronous online flipped learning supported by a metaverse-based platform in medical English education: A mixed-methods study. Education and Information Technologies, 29(14). https://doi.org/10.1007/s10639-024-12542-0
Jacques, H., & Langmann, R. (2021). Smart Study: Blended Learning in a Merger of Vocational and Higher Education. Advances in Intelligent Systems and Computing, 1231 AISC. https://doi.org/10.1007/978-3-030-52575-0_76
Jailungka, P., Charoenseang, S., & Thammatinno, C. (2020). Augmented reality and microbit for project-based learning. Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 12191 LNCS. https://doi.org/10.1007/978-3-030-49698-2_15
Kamal Eldeen, Y. O., Abdelraheem, M., & Soliman, T. H. A. (2023). Analysis of students performance in flipped classroom-based vocational education using data mining tools. Proceedings - 11th IEEE International Conference on Intelligent Computing and Information Systems, ICICIS 2023. https://doi.org/10.1109/ICICIS58388.2023.10391132
Kemdikbud. (2022). Panduan implementasi kurikulum merdeka di SMK tahun 2022 (Guidelines for the implementation of the merdeka curriculum in vocational high schools in 2022). Direktorat Jenderal Pendidikan Vokasi.
Kozlova, Z., Bach, K. M., Edelsbrunner, P. A., & Hofer, S. I. (2025). Bringing learners into focus: A systematic review of learner characteristics in AR-supported STEM education. Learning and Individual Differences, 122, 102727. https://doi.org/10.1016/J.LINDIF.2025.102727
Krüger, J. M., Palzer, K., & Bodemer, D. (2022). Learning with augmented reality: Impact of dimensionality and spatial abilities. Computers and Education Open, 3. https://doi.org/10.1016/j.caeo.2021.100065
Küçük, S., Kapakin, S., & Göktaş, Y. (2016). Learning anatomy via mobile augmented reality: Effects on achievement and cognitive load. Anatomical Sciences Education, 9(5), 411–421. https://doi.org/10.1002/ase.1603
Lin, L., Zhang, H., Dong, Y., Lin, Z., Ma, Y., & Wang, J. (2025). Effects of personalized approach on fourth-grade students’ academic performance in project-based learning. International Journal of Educational Research, 131, 102570. https://doi.org/10.1016/J.IJER.2025.102570
Machala, S., Chamier-Gliszczynski, N., & Królikowski, T. (2022). Application of AR/VR Technology in Industry 4.0. Procedia Computer Science, 207, 2990–2998. https://doi.org/10.1016/J.PROCS.2022.09.357
Mohammad, U., Low, C. Y., & Rahman, R. A. (2019). Industry 4.0 smart factory reference model for TVET. Journal of Industry, Engineering and Innovation, 1(1).
Nigam, S., & C, Prof. S. (2022). Augmented reality in education system. International Journal for Research in Applied Science and Engineering Technology, 10(7). https://doi.org/10.22214/ijraset.2022.45202
Novalia, R., Marini, A., Bintoro, T., & Muawanah, U. (2025). Project-based learning: For higher education students’ learning independence. Social Sciences & Humanities Open, 11, 101530. https://doi.org/10.1016/J.SSAHO.2025.101530
Nurhikmayati, I., & Darhim, D. (2023). The trend of ict in education for critical thinking skills: A systematic literature review. AIP Conference Proceedings, 2909(1). https://doi.org/10.1063/5.0182604
Pacher, C., Woschank, M., & Zunk, B. M. (2023). The role of competence profiles in industry 5.0-related vocational education and training: Exemplary development of a competence profile for industrial logistics engineering education. Applied Sciences (Switzerland), 13(5). https://doi.org/10.3390/app13053280
Purnadewi, G. A. A., & Widana, I. W. (2023). Improving student’s science numeration capability through the implementation of PBL model based on local wisdom. Indonesian Journal of Educational Development (IJED), 4(3), 307-317. https://doi.org/10.59672/ijed.v4i3.3252
Rovithis, E., Floros, A., Moustakas, N., Vogklis, K., & Kotsira, L. (2019). Bridging audio and augmented reality towards a new generation of serious audio-only games. Electronic Journal of E-Learning, 17(2). https://doi.org/10.34190/JEL.17.2.07
Saidani Neffati, O., Setiawan, R., Jayanthi, P., Vanithamani, S., Sharma, D. K., Regin, R., Mani, D., & Sengan, S. (2021). An educational tool for enhanced mobile e-Learning for technical higher education using mobile devices for augmented reality. Microprocessors and Microsystems, 83. https://doi.org/10.1016/j.micpro.2021.104030
Scaravetti, D., & Doroszewski, D. (2019). Augmented reality experiment in higher education, for complex system appropriation in mechanical design. Procedia CIRP, 84, 197–202. https://doi.org/10.1016/J.PROCIR.2019.04.284
Shaltout, E., Amin, K., & Afifi, A. (2021). Gamification in education: Serious game prototype for children with special needs. IJCI. International Journal of Computers and Information, 8(2). https://doi.org/10.21608/ijci.2021.207857
Smith, S., Hill, J., Berlin, K., Choate, J., Cravens-Brown, L., & McKendrick-Calder, L. (2021). Can relational feed-forward enhance students’ cognitive and affective responses to assessment? Teaching & Learning Inquiry, 9(2). https://doi.org/10.20343/teachlearninqu.9.2.18
Solmaz, S., Dominguez Alfaro, J. L., Santos, P., Van Puyvelde, P., & Van Gerven, T. (2021). A practical development of engineering simulation-assisted educational AR environments. Education for Chemical Engineers, 35, 81–93. https://doi.org/10.1016/J.ECE.2021.01.007
Su, K. D. (2024). Integrating STEM interdisciplinary design into hospitality education to investigate students’ learning effectiveness: Taking a biscuit-baking activity with problem-based learning. Journal of Hospitality, Leisure, Sport & Tourism Education, 35, 100512. https://doi.org/10.1016/J.JHLSTE.2024.100512
Thomas, J. (2000). A Review of Research on Project-Based Learning.
Wang, L., & Wang, Y. (2023). Design and implementation of STEAM programs in vocational schools in a smart education environment. Contemporary Education and Teaching Research, 4(12). https://doi.org/10.61360/bonicetr232015491212
Wen, Y. (2021). Augmented reality enhanced cognitive engagement: Designing classroom-based collaborative learning activities for young language learners. Educational Technology Research and Development, 69(2). https://doi.org/10.1007/s11423-020-09893-z
Widana, I. W. & Ratnaya, I. G. (2021). Relationship between divergent thinking and digital literacy on teacher ability to develop HOTS assessment. Journal of Educational Research and Evaluation, 5(4), 516-524. https://doi.org/10.23887/jere.v5i4.35128
Widana, I. W., Sopandi, A. T., Suwardika, I. G. (2021). Development of an authentic assessment model in mathematics learning: A science, technology, engineering, and mathematics (STEM) approach. Indonesian Research Journal in Education, 5(1), 192-209. https://doi.org/10.22437/irje.v5i1.12992
Wu, H. K., Lee, S. W. Y., Chang, H. Y., & Liang, J. C. (2013). Current status, opportunities and challenges of augmented reality in education. Computers & Education, 62, 41–49. https://doi.org/10.1016/J.COMPEDU.2012.10.024
Zhang, Q. (2023). Secure Preschool education using machine learning and metaverse technologies. In Applied Artificial Intelligence (Vol. 37, Issue 1). https://doi.org/10.1080/08839514.2023.2222496
Zhu, E., Hadadgar, A., Masiello, I., & Zary, N. (2014). Augmented reality in healthcare education: an integrative review. PeerJ, 2, e469. https://doi.org/10.7717/peerj.469
Лысенко, Е., Lysenko, E., Михайленко, О., Mihaylenko, O., Назарова, Л., & Nazarova, L. (2018). Innovative approaches to the organization of educational process in the information and educational environmenty. Scientific Research and Development. Socio-Humanitarian Research and Technology, 7(3). https://doi.org/10.12737/article_5bab270a702321.67366466
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