Project-Based Learning-Science, Technology, Engineering, and Mathematics (PjBL-STEM): A Bibliometric Mapping of Themes and Research Gaps
Abstract
This study aimed to examine the integration of Project-Based Learning (PjBL) in STEM education and identify research gaps. This study uses a bibliometric approach by analyzing 102 Scopus-indexed articles from 2014–2025. The analysis shows a significant increase in publications related to PjBL-STEM. Thematically, PjBL and STEM are interconnected core topics and form several research clusters, with the thinking skills cluster being the most central theme connected to issues of sustainable education and digital learning. Furthermore, keywords related to 21st-century competencies, such as critical and creative thinking, are more dominant than digital technologies, such as e-learning, artificial intelligence, machine learning, and learning analytics, which have not yet taken center stage in the research landscape. These findings indicate a gap in the integration of digital technologies in PjBL-STEM learning. Therefore, further research is recommended to focus on: (1) developing a digital technology-based PjBL-STEM model, (2) integrating learning analytics to monitor the learning process, and (3) strengthening data-based formative assessment to support 21st century skills.
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Adikayanti, L., & Retnawati, H. (2022). Is project-based learning integrated to STEM can improve creativity and problem-solving skills in mathematics learning? 080009. https://doi.org/10.1063/5.0110811
Ahmada, R. F., Suwono, H., & Fachrunnisa, R. (2021). Development scientific literacy through STEM project in biology classroom: A mixed method analysis. 030020. https://doi.org/10.1063/5.0043260
Aishwarya M., Sri Roophika N. S., Julius Fusic S., & Ramesh H. (2024). Effect of project-based learning method for improving students problem-solving ability in the experiment of power electronics course. Journal of Engineering Education Transformations, 37(IS2), 105–112. https://doi.org/10.16920/jeet/2024/v37is2/24029
Al Nabhani, F., Hamzah, M. bin, & Abuhassna, H. (2026). Systematic literature review of AI-enhanced e-learning: Pedagogical Innovations and Learning Outcomes (pp. 824–848). https://doi.org/10.1007/978-3-032-00232-7_53
Andriamiseza, R., Silvestre, F., Parmentier, J.F., & Broisin, J. (2023). How learning analytics can help orchestration of formative assessment? Data-driven recommendations for technology- enhanced learning. IEEE Transactions on Learning Technologies, 16(5), 804–819. https://doi.org/10.1109/TLT.2023.3265528
Arthars, N., Thompson, K., Huijser, H., Kickbusch, S., Cunningham, S., Winter, G., Cook, R., & Lockyer, L. (2024). Formative assessment of group work skills: An analytics-enabled conceptual framework. Australasian Journal of Educational Technology. https://doi.org/10.14742/ajet.9444
Bakri, F. P., Budi, E., & Rahmawati, Y. (2023). The integration of mobile learning in STEM-PjBL for Physics learning: A systematic literature review. Journal of Physics: Conference Series, 2596(1), 012065. https://doi.org/10.1088/1742-6596/2596/1/012065
Baran, M., Baran, M., Karakoyun, F., & Maskan, A. (2021). The ınfluence of project-based STEM (PJBL-STEM) applications on the development of 21st century skills. Journal of Turkish Science Education, 18(4), 798–815. https://doi.org/10.36681/tused.2021.104
Bezverhny, E., Dadteev, K., Barykin, L., Nemeshaev, S., & Klimov, V. (2020). Use of chat bots in learning management systems. Procedia Computer Science, 169, 652–655. https://doi.org/10.1016/j.procs.2020.02.195
Bhagwat, R., & Kulkarni, A. (2025). Integrating project-based learning for enhancing higher education within an outcome-based education framework. International Journal of Evaluation and Research in Education (IJERE), 14(5), 4099. https://doi.org/10.11591/ijere.v14i5.31957
Bulut, O., Gorgun, G., Yildirim‐Erbasli, S. N., Wongvorachan, T., Daniels, L. M., Gao, Y., Lai, K. W., & Shin, J. (2023). Standing on the shoulders of giants: Online formative assessments as the foundation for predictive learning analytics models. British Journal of Educational Technology, 54(1), 19–39. https://doi.org/10.1111/bjet.13276
Chang, D. H., Lin, M. P.C., Hajian, S., & Wang, Q. Q. (2023). Educational design principles of using AI chatbot that supports self-regulated learning in education: Goal setting, feedback, and personalization. Sustainability, 15(17), 12921. https://doi.org/10.3390/su151712921
Chen, C. J., Tsai, H. J., Lee, M. Y., Chen, Y. C., & Huang, S. M. (2023). Effects of a moodle-based e-learning environment on e-collaborative learning, perceived satisfaction, and study achievement among nursing students: A cross-sectional study. Nurse Education Today, 130, 105921. https://doi.org/10.1016/j.nedt.2023.105921
Chen, S.K., & Lin, S. S. J. (2026). STEM class momentary investigation: Teaching and learning engagement. Learning and Instruction, 102, 102270. https://doi.org/10.1016/j.learninstruc.2025.102270
Chen, Y. Y., & Qin, Z. (2023). Developing AI literacy of management students using problem and project based learning. 29th Annual Americas Conference on Information Systems, AMCIS 2023. https://www.scopus.com/inward/record.uri?eid=2-s2.0-85192883654&partnerID=40&md5=af1540994e2fb3115069d530830636d2
David, A., Mihai, D., Mihailescu, M.E., Carabas, M., & Tapus, N. (2022). Scalability through distributed deployment for moodle learning management system. Procedia Computer Science, 214, 34–41. https://doi.org/10.1016/j.procs.2022.11.145
del Pilar Gonzalez, N. A., & Chiappe, A. (2024). Learning analytics and personalization of learning: A review. Ensaio: Avaliação e Políticas Públicas Em Educação, 32(122). https://doi.org/10.1590/s0104-40362024003204234
Diana, N., Yohannes., & Sukma, Y. (2021). The effectiveness of implementing project-based learning (PjBL) model in STEM education: A literature review. Journal of Physics: Conference Series, 1882(1), 012146. https://doi.org/10.1088/1742-6596/1882/1/012146
Eger, L. (2025). Influence of generative AI on higher education from a business students’ perspective: A delphi study (pp. 220–227). https://doi.org/10.1007/978-3-031-95627-0_15
Fatimah, S. I., Nurul, A. M. S., Nurzal, E. G., Zaharuddin, M., Shahdan. S, Fazilah, H., Norhaliza, A. W., & Herman, W. (2023). Crafting a real-world problem project-based learning based on gantry crane system. Journal of Advanced Research in Applied Sciences and Engineering Technology, 34(1), 228–237. https://doi.org/10.37934/araset.34.1.228237
Fernández J.A. (2024). Integration of AI helping teachers in traditional teaching roles. European Public & Social Innovation Review, 9, 1–17. https://doi.org/10.31637/epsir-2024-664
Fernando, W. (2020). Moodle quizzes and their usability for formative assessment of academic writing. Assessing Writing, 46, 100485. https://doi.org/10.1016/j.asw.2020.100485
Fitriani, R., Suwono, H., Ibrohim, I., & Lukiati, B. (2025). Enhancing preservice teachers’ collaborative problem solving through STEM project-based learning. International Journal of Evaluation and Research in Education (IJERE), 14(3), 2278. https://doi.org/10.11591/ijere.v14i3.27725
Guo, S., Halim, H. B. A., & Saad, M. R. B. M. (2025). Leveraging AI-enabled mobile learning platforms to enhance the effectiveness of English teaching in universities. Scientific Reports, 15(1), 15873. https://doi.org/10.1038/s41598-025-00801-0
Jaber, A., Lechasseur, K., Mottakin, K., & Song, Z. (2023). WIP: A study report in the web technologies course: What makes feedback effective for project-based learning? ASEE Annual Conference and Exposition, Conference Proceedings.
Jaboob, M., Hazaimeh, M., & Al-Ansi, A. M. (2025). Integration of generative AI techniques and applications in student behavior and cognitive achievement in Arab higher education. International Journal of Human–Computer Interaction, 41(1), 353–366. https://doi.org/10.1080/10447318.2023.2300016
Liu, S., & Xie, X. (2021). AI quality cultivation and application ability training for normal university students. 2021 7th Annual International Conference on Network and Information Systems for Computers (ICNISC), 116–120. https://doi.org/10.1109/ICNISC54316.2021.00030
Mittal, M., Tripathi, A., Kaur, R., Gupta, D. N., Sardana, K., & Avdesh pandey, S. (2024). Integrating AI into pedagogy: Exploring AI-enhanced approaches for student-centered learning. 2024 3rd Edition of IEEE Delhi Section Flagship Conference (DELCON), 1–4. https://doi.org/10.1109/DELCON64804.2024.10867021
Nazaretsky, T., Bar, C., Walter, M., & Alexandron, G. (2022). Empowering teachers with AI: Co-designing a learning analytics tool for personalized instruction in the science classroom. LAK22: 12th International Learning Analytics and Knowledge Conference, 1–12. https://doi.org/10.1145/3506860.3506861
Ntunka, M. G., Maladzhi, R. W., Mthombeni, N. H., & Nemavhola, F. (2024). Enhancing project-based learning in engineering disciplines through emerging technologies: A systematic literature review. 2024 World Engineering Education Forum - Global Engineering Deans Council (WEEF-GEDC), 1–9. https://doi.org/10.1109/WEEF-GEDC63419.2024.10854923
Pinar, F. I. L., Panergayo, A. A. E., Sagcal, R. R., Acut, D. P., Roleda, L. S., & Prudente, M. S. (2025). Fostering scientific creativity in science education through scientific problem-solving approaches and STEM contexts: A meta-analysis. Disciplinary and Interdisciplinary Science Education Research, 7(1), 18. https://doi.org/10.1186/s43031-025-00137-9
Pramasdyahsari, A. S., Setyawati, R. D., Aini, S. N., Arum, J. P., Widodo, W., Astutik, I. D., Nusuki, U., Salamah, U., & Zuliah, N. (2024). Design digital book STEM-PJBL using context of kota Semarang: Learning media for stimulating students’ mathematical literacy. 020044. https://doi.org/10.1063/5.0194574
Pramasdyahsari, A. S., Setyawati, R. D., Aini, S. N., Nusuki, U., Arum, J. P., Astutik, I. D., Widodo, W., Zuliah, N., & Salmah, U. (2023). Fostering students’ mathematical critical thinking skills on number patterns through digital book STEM PJBL. Eurasia Journal of Mathematics, Science and Technology Education, 19(7), em2297. https://doi.org/10.29333/ejmste/13342
Purwaningsih, E., Sari, S. P., Sari, A. M., & Suryadi, A. (2020). The effect of STEM-PJBL and discovery learning on improving students’ problem-solving skills of impulse and momentum topic. Jurnal Pendidikan IPA Indonesia, 9(4), 465–476. https://doi.org/10.15294/jpii.v9i4.26432
Rarugal, J. P., & Sermona, N. L. D. (2024). Development and evaluation of remote learning management system using intranet network for hinterland schools. Procedia Computer Science, 234, 1633–1641. https://doi.org/10.1016/j.procs.2024.03.167
Rauf, U. A. A., Deli, M. M., & Husin, N. (2025). From exclusion to empowerment: redesigning e-learning to mitigate risks for disabled students. Journal of Applied Engineering and Technological Science (JAETS), 7(1), 129–143. https://doi.org/10.37385/jaets.v7i1.7608
Retno, R. S., Purnomo, P., Hidayat, A., & Mashfufah, A. (2025). Conceptual framework design for STEM-integrated project-based learning (PJBL-STEM) for elementary schools. Asian Education and Development Studies, 14(3), 579–604. https://doi.org/10.1108/AEDS-08-2024-0188
Rohman, M. H., Marwoto, P., Nugroho, S. E., & Supriyadi, S. (2024). Effectiveness of Ethnoecological-STEM project-based learning model to improve critical thinking skills, creativity, and science concept mastery. International Journal of Cognitive Research in Science, Engineering and Education, 12(3), 521–534. https://doi.org/10.23947/2334-8496-2024-12-3-521-534
Sagarika, R. H., Kandakatla, R., & Gulhane, A. (2021). Role of learning analytics to evaluate formative assessments: Using a data driven approach to inform changes in teaching practices. Journal of Engineering Education Transformations, 34(0), 550–556. https://doi.org/10.16920/jeet/2021/v34i0/157212
Sager, M. T., Milton, S., & Walkington, C. (2025). Girls leading the conversation: Harnessing the potential of podcasting for informal and project-based learning. Discover Education, 4(1), 18. https://doi.org/10.1007/s44217-025-00406-9
Sheejamol, P. T., Chacko, A. M., & Kumar, S. D. M. (2025). Beyond the one-size-fits-all: A systematic review of personalized and gamified e-learning for neurodivergent learners. Electronic Journal of E-Learning, 23(3), 101–119. https://doi.org/10.34190/ejel.23.3.4051
Sukarno, S., Triani, E., Azzahra, M. Z., & Nawahdani, A. M. (2025). Technology-enhanced STEM-PJBL: A pathway to strengthen students’ critical thinking in understanding the nature of science through social phenomena. Journal of Educational Technology and Learning Creativity, 3(2), 488–498. https://doi.org/10.37251/jetlc.v3i2.2433
Sukmawati, S., Rosmayanti, V., & Amin, S. (2025). Blending technology and tradition: PjBL in elt to foster self-directed learning. International Journal of Language Education, 1(2), 356. https://doi.org/10.26858/ijole.v1i2.75114
Sumarni, W., Priatmoko, S., Kurniawan, C., & Prasetya, A. T. (2023). Science teacher’s perceptions of project-based learning with a STEM approach (PJBL-STEM). 030024. https://doi.org/10.1063/5.0126206
Sumarni, W., Wahyuni, S., & Sulhadi. (2023). The effect of application of Ethno-STEM integrated project-based learning on increasing students’ scientific literacy. 030039. https://doi.org/10.1063/5.0126208
Syamra, F. M., & Suryadi, A. (2025). Comparing project-based learning and integrated STEM approach in enhancing scientific creativity in renewable energy education. Pedagogical Research, 10(3), em0244. https://doi.org/10.29333/pr/16751
Tabakova-Komsalova, V., Stoyanov, I., Cholakov, G., & Maglizhanova, M. (2024). Introducing artificial intelligence to secondary schools through STEM learning and the logic programming language prolog. TEM Journal, 3221–3230. https://doi.org/10.18421/TEM134-56
Tang, S., Ratana-Olarn, T., & Petsangsri, S. (2023). Development of project-based learning (pbl) in cloud education model to enhance the application ability and computational thinking for undergraduate. Pakistan Journal of Life and Social Sciences (PJLSS), 21(2). https://doi.org/10.57239/PJLSS-2023-21.2.007
Tempelaar, D., Rienties, B., & Giesbers, B. (2024). Dispositional learning analytics and formative assessment: an inseparable twinship. International Journal of Educational Technology in Higher Education, 21(1), 57. https://doi.org/10.1186/s41239-024-00489-8
Velinov, E., & Bleicher, J. (2023). The impact of experiential learning and the use of digital platforms on global virtual teams’ motivation. Journal of Teaching in International Business, 34(4), 172–193. https://doi.org/10.1080/08975930.2023.2293293
Widarti, H. R., Rokhim, D. A., & Syafruddin, A. B. (2020). The development of electrolysis cell teaching material based on STEM-PJBL approach assisted by learning video: A need analysis. Jurnal Pendidikan IPA Indonesia, 9(3), 309–318. https://doi.org/10.15294/jpii.v9i3.25199
Xiaonan Yu, & Dong Yang. (2024). The Influence of mobile technology on STEM education student learning outcomes. International Journal of Interactive Mobile Technologies (IJIM), 18(20), 37–50. https://doi.org/10.3991/ijim.v18i20.50837
Xie, H. S., & Zore, R. R. (2025). Exploring the role of AI in supporting construction education: Trends, Applications, and Integration. 2025 5th International Conference on Artificial Intelligence and Education (ICAIE), 718–722. https://doi.org/10.1109/ICAIE64856.2025.11158220
Xie, Y., Wan, C., & Kong, K. (2026). From experience to inquiry to generalization: understanding the STEM-PBL learning process and developing a formative assessment model. Research in Science Education, 56(1), 355–377. https://doi.org/10.1007/s11165-025-10273-x
Xu, S. R., & Zhou, S. N. (2022). The effect of students’ attitude towards science, technology, engineering, and mathematics on 21st century learning skills: A structural equation model. Journal of Baltic Science Education, 21(4), 706–719. https://doi.org/10.33225/jbse/22.21.706
Zhang, W., Guan, Y., & Hu, Z. (2024). The efficacy of project-based learning in enhancing computational thinking among students: A meta-analysis of 31 experiments and quasi-experiments. Education and Information Technologies, 29(11), 14513–14545. https://doi.org/10.1007/s10639-023-12392-2
DOI: https://doi.org/10.53889/ijses.v6i2.857
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