Assessing the Impact of a STEM Learning Project Model on Artificial Intelligence Education in Higher Learning Institutions
DOI:
https://doi.org/10.56294/dm2024.623Keywords:
STEM Learning Project, Artificial Intelligence, effectivenessAbstract
This study investigates the effectiveness of the STEM Learning Project model in enhancing student outcomes in Artificial Intelligence (AI) courses at higher education institutions. The research aimed to assess the model’s impact on students’ cognitive, affective, and psychomotor skills, with a focus on fostering active participation, problem-solving, and interdisciplinary knowledge integration. Employing a mixed-methods approach, the study utilized both qualitative and quantitative data collection methods. The experimental group engaged in the STEM Learning Project, while the control group followed a traditional AI curriculum. Changes in student knowledge and engagement were measured using pre- and post-test surveys, complemented by qualitative insights obtained from interviews and focus group discussions. The results demonstrated progress in both groups, though the experimental group achieved a greater increase in post-test scores (29,87) compared to the control group (29,21). Statistical analyses confirmed that the data satisfied normality and homogeneity assumptions, allowing for parametric testing. An independent sample t-test revealed a significant difference in post-test scores between the two groups, highlighting the effectiveness of the STEM Learning Project model in enhancing students' AI-related skills. This approach notably improved students' cognitive abilities and interdisciplinary knowledge in AI education, establishing it as a promising strategy for preparing students to address the demands of the AI industry. Future research could explore the model's long-term impact on career readiness and its applicability to other technology-driven educational settings.
References
Eshaq HA. The Effect of Using STEM Education on Students Mathematics Achievement. Journal of Pedagogical Research. Epub ahead of print 2023. DOI: 10.33902/jpr.202423476. DOI: https://doi.org/10.33902/JPR.202423476
2. Nağaç M, Kalayci S. The Effect of STEM Activities on Students’ Academic Achievement and Problem Solving Skills: Matter and Heat Unit. E-Kafkas Eğitim Araştırmaları Dergisi 2021; 8: 480–498.
3. Lee H, Cheng Y, Wang W, et al. Exploring the Learning Process and Effectiveness of STEM Education via Learning Behavior Analysis and the Interactive-Constructive- Active-Passive Framework. Journal of Educational Computing Research 2023; 61: 951–976.
4. Chang C-C, Chen Y. Educational Values and Challenges of I-Stem Project-Based Learning: A Mixed-Methods Study With Data-Transformation Design. Front Psychol; 13. Epub ahead of print 2022. DOI: 10.3389/fpsyg.2022.976724. DOI: https://doi.org/10.3389/fpsyg.2022.976724
5. Costa MC, Domingos A, Teodoro VD, et al. Teacher Professional Development in STEM Education: An Integrated Approach With Real-World Scenarios in Portugal. Mathematics 2022; 10: 3944. DOI: https://doi.org/10.3390/math10213944
6. Chedup S, Subba B, Utha K, et al. Importance of Modern Stem Technologies for Transformation of Stem Education in the Grassroots Level: an Experimental Study in Bhutan. Journal of Applied Engineering Technology and Management 2023; 3: 1–9. DOI: https://doi.org/10.54417/jaetm.v3i1.104
7. Budiyanto CW, Fenyvesi K, Lathifah A, et al. Computational Thinking Development: Benefiting From Educational Robotics in STEM Teaching. European Journal of Educational Research 2022; volume-11-2022: 1997–2012. DOI: https://doi.org/10.12973/eu-jer.11.4.1997
8. Stonier F, Adarkwah MA. Impact of STEM Professional Development Sessions on Chinese Pre-Service Early Childhood Teachers. International Journal of Stem Education for Sustainability 2023; 3: 68–93. DOI: https://doi.org/10.53889/ijses.v3i1.96
9. Karimah F, Wulandari F. The Influence of an Integrated STEM Project-Based Learning Toward Science Literacy Abilities Students in Elementary School. Jurnal Penelitian Pendidikan Ipa 2023; 9: 10446–10456. DOI: https://doi.org/10.29303/jppipa.v9i11.4171
10. Rochim RA, Prabowo P, Budiyanto M, et al. The Use of STEM-Integrated Project-Based Learning Models to Improve Learning Outcomes of Junior High School Students. Epub ahead of print 2022. DOI: 10.2991/assehr.k.211229.034. DOI: https://doi.org/10.2991/assehr.k.211229.034
11. Amelia R, Santoso SB. 21st Century Skills in Project Based Learning Integrated STEM on Science Subject: A Systematic Literature Review. Epub ahead of print 2021. DOI: 10.2991/assehr.k.210421.085.
12. Peters‐Burton EE, House A, Peters V, et al. Understanding STEM‐focused Elementary Schools: Case Study of Walter Bracken STEAM Academy. Sch Sci Math 2019; 119: 446–456. DOI: https://doi.org/10.1111/ssm.12372
13. Yulkifli Y, Yohandri Y, Azis H. Development of Physics E-Module Based on Integrated Project-Based Learning Model With Ethno-Stem Approach on Smartphones for Senior High School Students. Momentum Physics Education Journal 2022; 93–103. DOI: https://doi.org/10.21067/mpej.v6i1.6316
14. Martínez-Plumed F, Gómez E, Hernández-Orallo J. Futures of artificial intelligence through technology readiness levels. Telematics and Informatics; 58. Epub ahead of print 2021. DOI: 10.1016/j.tele.2020.101525. DOI: https://doi.org/10.1016/j.tele.2020.101525
15. Shofiyah N, Wulandari F, Mauliana MI, et al. Teamwork Skills Assessment for STEM Project-Based Learnig. Jurnal Penelitian Pendidikan Ipa 2022; 8: 1425–1432. DOI: https://doi.org/10.29303/jppipa.v8i3.1678
16. Yuliardi R. STEM Highlights: Principles, Frameworks and Implementation Strategies in Improving Scientific Literacy. International Journal on Emerging Mathematics Education 2022; 6: 119. DOI: https://doi.org/10.12928/ijeme.v6i2.19812
17. Dare EA, Ellis JA, Roehrig GH. Understanding Science Teachers’ Implementations of Integrated STEM Curricular Units Through a Phenomenological Multiple Case Study. Int J STEM Educ; 5. Epub ahead of print 2018. DOI: 10.1186/s40594-018-0101-z. DOI: https://doi.org/10.1186/s40594-018-0101-z
18. Razia B, Awwad B, Taqi N. The Relationship Between Artificial Intelligence (AI) and Its Aspects in Higher Education. Development in Learning Organizations an International Journal 2022; 37: 21–23. DOI: https://doi.org/10.1108/DLO-04-2022-0074
19. AL-Ghamdi ASA, Ragab M, Sabir MFS. Enhanced Artificial Intelligence-Based Cybersecurity Intrusion Detection for Higher Education Institutions. Computers Materials & Continua 2022; 72: 2895–2907. DOI: https://doi.org/10.32604/cmc.2022.026405
20. Sanasintani S. Revitalizing the Higher Education Curriculum Through an Artificial Intelligence Approach: An Overview. J Social Science Utilizing Tech 2023; 1: 239–248. DOI: https://doi.org/10.55849/jssut.v1i4.670
21. Qolamani KIB. The Digital Revolution in Higher Education: Transforming Teaching and Learning. Qalamuna Jurnal Pendidikan Sosial Dan Agama 2023; 15: 837–846. DOI: https://doi.org/10.37680/qalamuna.v15i2.3905
22. Muliyati D. Development of STEM Project-Based Learning Student Worksheet for Physics Learning on Renewable Energy Topic. J Phys Conf Ser 2023; 2596: 012078. DOI: https://doi.org/10.1088/1742-6596/2596/1/012078
23. Pardamean B, Suparyanto T, Cenggoro TW, et al. AI-Based Learning Style Prediction in Online Learning for Primary Education. Ieee Access 2022; 10: 35725–35735. DOI: https://doi.org/10.1109/ACCESS.2022.3160177
24. Mudinillah A. Understanding Technological Trends in Education: How Artificial Intelligence Helps Learning in Colleges in Susta. J Emerging Technologies in Education 2023; 1: 47–58. DOI: https://doi.org/10.55849/jete.v1i1.192
25. Nagaraj BK. The Emerging Role of Artificial Intelligence in STEM Higher Education: A Critical Review. International Research Journal of Multidisciplinary Technovation 2023; 1–19. DOI: https://doi.org/10.54392/irjmt2351
26. Creswell JW,, Creswell JD. Research design: Qualitative, quantitative, and mixed methods approaches. . Sage publications.
27. Hanif S, Wijaya AFC, Winarno N. Enhancing Students’ Creativity Through STEM Project-Based Learning. Journal of Science Learning 2019; 2: 50. DOI: https://doi.org/10.17509/jsl.v2i2.13271
28. Hakim LL, Sulastri YL, Mudrikah A, et al. STEM Project-Based Learning Models in Learning Mathematics to Develop 21st Century Skills. Epub ahead of print 2019. DOI: 10.4108/eai.19-10-2018.2281357. DOI: https://doi.org/10.4108/eai.19-10-2018.2281357
29. Amelia R, Santoso SB. 21st Century Skills in Project Based Learning Integrated STEM on Science Subject: A Systematic Literature Review. Epub ahead of print 2021. DOI: 10.2991/assehr.k.210421.085. DOI: https://doi.org/10.2991/assehr.k.210421.085
30. Lee H, Cheng Y, Wang W, et al. Exploring the Learning Process and Effectiveness of STEM Education via Learning Behavior Analysis and the Interactive-Constructive- Active-Passive Framework. Journal of Educational Computing Research 2023; 61: 951–976. DOI: https://doi.org/10.1177/07356331221136888
31. Nağaç M, Kalayci S. The Effect of STEM Activities on Students’ Academic Achievement and Problem Solving Skills: Matter and Heat Unit. E-Kafkas Eğitim Araştırmaları Dergisi 2021; 8: 480–498. DOI: https://doi.org/10.30900/kafkasegt.964063
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