The Effect of Machine Learning-Assisted Inquiry Based Learning Size Model on Students' Problem-Solving Thinking Skills
DOI:
https://doi.org/10.37296/esci.v5i1.226Keywords:
Inquiry Based Learning; Machine Learning; Problem-Solving CapabilitiesAbstract
This study aims to determine the influence of the Machine Learning-assisted Inquiry Based Learning Model on Students' Problem-Solving Thinking Ability. This type of research is a quantitative research with a meta-analysis approach. The data sources in this study come from 12 reputable national and international journals published in 2022-2024. The data collection technique is direct observation through the jury database. The search for data sources in this study is based on google scholar; ERIC, Wiley and Sciencedirect. Data analysis is quantitative data analysis by calculating the effect size value. The results of the study concluded that the inquiry-based learning model assisted by machine learning had a positive influence on students' problem-solving ability with an effect size value of 1,02 in the high effects size category
References
Adwiah, A. R., Aulia Faraz Tantia, & Intan Asyikin Rantikasari. (2023). Implementation of Storytelling Method with Folktales in Instilling Character Values in Children: A Study at ABA Warungboto Kindergarten. In Golden Age: Jurnal Ilmiah Tumbuh Kembang Anak Usia Dini (Vol. 8, Issue 1, pp. 47–57). https://doi.org/10.14421/jga.2023.81-05
Ali, M., Nurhayati, R., Wantu, H. M., Amri, M., & Santosa, T. A. (2024). The Effectiveness of Jigsaw Model Based on Flipped Classroom to Improve Students ’ Critical Thinking Ability in Islamic Religious Education Learning. Jurnal Obsesi : Jurnal Pendidikan Anak Usia Dini, 8(5), 1069–1078. https://doi.org/10.31004/obsesi.v8i5.6190
Angraeni, A., & Yusuf, F. N. (2022). Psychologically ready? Cases of EFL Elementary School Teachers’ Readiness to Teach English in Indonesia. Mimbar Sekolah Dasar, 9(2), 352–366. https://doi.org/10.53400/mimbar-sd.v9i2.49815
Antonio, R. P., & Prudente, M. S. (2023). Effects of Inquiry-Based Approaches on Students’ Higher-Order Thinking Skills in Science: A Meta-Analysis. International Journal of Education in Mathematics, Science and Technology, 12(1), 251–281. https://doi.org/10.46328/ijemst.3216
Anwar, Y., Slamet, A., & Daniaty, U. (2023). Improving critical thinking skills through discovery learning models assisted animation video on digestive system material. JPBI (Jurnal Pendidikan Biologi Indonesia), 9(3), 433–444. https://doi.org/10.22219/jpbi.v9i3.29042
Asnur, L., Jalinus, N., Faridah, A., Apra, T., Ambiyar, R. D., & Utami, F. (2024). Video-blogs ( Vlogs ) -based Project : A Meta Analysis. 14(5), 1553–1557.
Boonsathirakul, J., & Kerdsomboon, C. (2023). Synthesis of critical thinking research of basic education level students using Meta-analysis in Thailand during 2010 to 2021. Educational Research and Reviews, 18(1), 1–8. https://doi.org/10.5897/err2022.4287
Deniş-Çeliker, H., & Dere, S. (2022). The Effects of The Problem-Based Learnıng Supported by Experiments in Science Course: Students’ Inquiry Learning and Reflective Thinking Skills. Journal of Science Learning, 5(1), 14–27. https://doi.org/10.17509/jsl.v5i1.32076
Dwi, A., Wardani, P., Fadly, W., David, J., & Zayas, M. (2024). Improving 8th Grade Students ’ Contextualized Problem-Solving and Analitycal Thinking Skills Through Problem-Based Learning in The Digestive System : A Study Intervention Findings in the Complex Domain. 7(July). https://doi.org/10.17509/jsl.v7i2.64283
Edy Nurtamam, M., Apra Santosa, T., Aprilisia, S., Rahman, A., & Suharyat, Y. (2023). Meta-analysis: The Effectiveness of Iot-Based Flipped Learning to Improve Students’ Problem Solving Abilities. Jurnal Edumaspul, 7(1), 2023–1492.
Ernawati, E., & Sari, T. M. (2022). Implementation of free inquiry approach based on blended learning on creative thinking and student collaboration skills. JPBI (Jurnal Pendidikan Biologi Indonesia), 8(3), 216–225. https://doi.org/10.22219/jpbi.v8i3.22254
Fajri, G., Ginting, E., & Simanjuntak, M. P. (2023). The Effect of the Project Based Learning-STEM Model on Students Critical and Creative Thinking Skills. 9(3), 244–255. https://doi.org/10.4108/eai.19-9-2023.2340544
Fathonah, S., Cahyono, E., Iswari, R. S., Haryani, S., Sarwi, S., Lestari, N. H., & Kadarwati, S. (2023). Effects of multirepresentation-based creative problem-solving learning model on students’ critical thinking and diet nutritional quality. Journal of Turkish Science Education, 20(4), 669–694. https://doi.org/10.36681/tused.2023.038
Gök, G., & Boncukçu, G. (2023). The effect of problem-based learning on middle school students ’ environmental literacy and problem-solving skills. Journal of Science Learning, 6(December), 414–423. https://doi.org/10.17509/jsl.v6i4.62781
Ichsan, I., Suharyat, Y., Santosa, T. A., & Satria, E. (2023). Effectiveness of STEM-Based Learning in Teaching 21 st Century Skills in Generation Z Student in Science Learning: A Meta-Analysis. Jurnal Penelitian Pendidikan IPA, 9(1), 150–166. https://doi.org/10.29303/jppipa.v9i1.2517
Karaoglan-Yilmaz, F. G., Ustun, A. B., Zhang, K., & Yilmaz, R. (2023). Metacognitive Awareness, Reflective Thinking, Problem Solving, and Community of Inquiry As Predictors of Academic Self-Efficacy in Blended Learning: a Correlational Study. Turkish Online Journal of Distance Education, 24(1), 20–36. https://doi.org/10.17718/tojde.989874
Kim, S. J., & Xin, Y. P. (2022). A Synthesis of Computer-Assisted Mathematical Word Problem-Solving Instruction for Students with Learning Disabilities or Difficulties. Learning Disabilities, 20(1), 27–45.
Kılıç, A., & Sciences, E. (2022). The Effect of Layered Inquiry-Based Learning Model on Students’ Skills, Values, and Attitudes. Journal of Instructional Research, 11, 118–137. https://doi.org/10.9743/jir.2022.11.11
LEE, D., & LEE, Y. (2024). Productive Failure-based Programming Course to Develop Computational Thinking and Creative Problem-Solving Skills in a Korean Elementary School. Informatics in Education, 23(2), 385–408. https://doi.org/10.15388/infedu.2024.14
Nasucha, M. R., Khozin, K., & Thoifah, I. (2023). Synergizing Islamic Religious Education and Scientific Learning in the 21st Century: A Systematic Review of Literature. Jurnal Pendidikan Agama Islam (Journal of Islamic Education Studies), 11(1), 109–130. https://doi.org/10.15642/jpai.2023.11.1.109-130
Oktarina, K., Suhaimi, Santosa, T. A., Razak, A., Irdawati, Ahda, Y., Lufri, & Putri, D. H. (2021). Meta-Analysis: The Effectiveness of Using Blended Learning on Multiple Intelligences and Student Character Education During the Covid-19 Period. International Journal of Education and Curriculum Application, 4(3), 184–192. http://journal.ummat.ac.id/index.php/IJECA/article/view/5505
Persaud, V., & Persaud, R. (2019). Increasing Student Interactivity using a Think-Pair-Share model with a Web-based Student Response System in a Large Lecture Class in Guyana. International Journal of Education and Development Using Information and Communication Technology (IJEDICT), 15(2), 117–131.
Qamariyah, S. N., Rahayu, S., Fajaroh, F., & Alsulami, N. M. (2021). The Effect of Implementation of Inquiry-based Learning with Socio-scientific Issues on Students’ Higher-Order Thinking Skills. Journal of Science Learning, 4(3), 210–218. https://doi.org/10.17509/jsl.v4i3.30863
Ridwan, M. R., Retnawati, H., Hadi, S., & Jailani, J. (2021). The Effectiveness of Innovative Learning on Mathematical Problem-Solving Ability: A Meta-Analysis. International Journal of Research in Education and Science, 7(3), 910–932. https://doi.org/10.46328/ijres.2287
Siew, N. M., & Basari, J. (2024). the Integration of Problem-Based and Collaborative Learning Assisted By Geometer’S Sketch Pad: Its Effects on Students’ Higher-Order Thinking Skills and Collaborative Skills. Problems of Education in the 21st Century, 82(2), 275–293. https://doi.org/10.33225/pec/24.82.275
Siew, N. M., & Chai, W. L. (2024). the Integration of 5E Inquiry-Based Learning and Group Investigation Model: Its Effects on Level Four Science Process Skills of Form Four Students. Problems of Education in the 21st Century, 82(1), 133–148. https://doi.org/10.33225/pec/24.82.133
Sonsun, P., Hemtasin, C., & Thongsuk, T. (2023). Development of Science Learning Activities Using Inquiry-Based Learning Management to Improve the Academic Achievement of Secondary School Students. Journal of Education and Learning, 12(3), 86. https://doi.org/10.5539/jel.v12n3p86
Sreejun, S., & Chatwattana, P. (2023). The Imagineering Learning Model with Inquiry-Based Learning via Augmented Reality to Enhance Creative Products and Digital Empathy. Journal of Education and Learning, 12(2), 52. https://doi.org/10.5539/jel.v12n2p52
Tessema, G., Michael, K., & Areaya, S. (2024). Realist hands-on learning approach and its contributions to learners’ conceptual understanding and problem-solving skills on solid geometry. Pedagogical Research, 9(1), em0186. https://doi.org/10.29333/pr/14096
Wantu, H. M., Muis, A., Zain, A., Hiola, S. F., Agustina, I., Santosa, T. A., Yastanti, U., & Nugraha, A. R. (2024). Effectiveness of Think-Pair-Share and STEM Models on Critical Thinking in Early Childhood Education. Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini, 8(5), 1320–1330. https://doi.org/10.31004/obsesi.v8i5.6202
Widyaningtyas, F. S., Kuswanto, H., Rahman Aththibby, A., Tesi Muskania, R., Octavia Rosa, F., Damayanti, P., & Endri Yanto, B. (2024). Creative Physics Problem Solving based on Local Culture to Improve Creative Thinking and Problem-Solving Skills. Pegem Journal of Education and Instruction, 14(1), 234–243.
Wuryandani, W., & Herwin. (2021). Cypriot Journal of Educational Civics in elementary school students. Cypriot Journal of Educational Sciences, 16(2), 627–640.
Yaqutunnafis, L. (2024). Pengaruh Model PjBL Terintegrasi STEM Terhadap Kemampuan Berpikir Kritis Pada Materi Analisis Transaksi. 8(2). https://doi.org/10.29408/jpek.v8i2.25780
Youna Chatrine Bachtiar, Mohammad Edy Nurtamam, Tomi Apra Santosa, Unan Yasmaniar Oktiawati, & Abdul Rahman. (2023). the Effect of Problem Based Learning Model Based on React Approach on Students’ 21St Century Skills: Meta-Analysis. International Journal of Educational Review, Law And Social Sciences (IJERLAS), 3(5), 1576–1589. https://doi.org/10.54443/ijerlas.v3i5.1047
Yustina, Mahadi, I., Ariska, D., Arnentis, & Darmadi. (2022). The Effect of E-Learning Based on the Problem-Based Learning Model on Students’ Creative Thinking Skills During the Covid-19 Pandemic. International Journal of Instruction, 15(2), 329–348. https://doi.org/10.29333/iji.2022.15219a
Zulkifli, Z., Satria, E., Supriyadi, A., & Santosa, T. A. (2022). Meta-analysis: The effectiveness of the integrated STEM technology pedagogical content knowledge learning model on the 21st century skills of high school students in the science department. Psychology, Evaluation, and Technology in Educational Research, 5(1), 32–42. https://doi.org/10.33292/petier.v5i1.144
Zulyusri, Z., Santosa, T. A., Festiyed, F., Yerimadesi, Y., Yohandri, Y., Razak, A., & Sofianora, A. (2023). Effectiveness of STEM Learning Based on Design Thinking in Improving Critical Thinking Skills in Science Learning: A Meta-Analysis. Jurnal Penelitian Pendidikan IPA, 9(6), 112–119. https://doi.org/10.29303/jppipa.v9i6.3709