Effectiveness of the Inquiry Based Learning Model Based on Mobile Learning on Students' Creative Thinking Skills: A Meta-Analysis
DOI:
10.29303/jppipa.v9i9.5184Published:
2023-09-25Issue:
Vol. 9 No. 9 (2023): SeptemberKeywords:
Creative thinking, Inquiry learning model, Learning, Mobile learningReview
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Abstract
This study aims to determine the effect of the inquiry-based learning model based on Mobile Learning on Students' Creative Thinking Skills. This type of research is quantitative research with meta-analysis methods. The data source comes from analysis of national and international journals. The process of searching for data sources through the Google Scholar, ERIC, DOAJ, Wiley, Taylor of Francis and Plos ONE databases. Inclusion criteria are data sources from national and international journals indexed by SINTA; Scopus, WOS, DOAJ and EBSCO, Research must be related to inquiry models, mobile learning and critical thinking skills, Journals must be published in 2017-2023 and have a value (r), (t), or F N ≥ 25. Research results of 18 studies explains that the inquiry-based learning model based on mobile learning has a significant effect on students' creative thinking skills (z = 6.713; p < 0.001; CI 95% (0.784; 1.206). The effect size in this study is high criteria (rRE = 0.885). These findings show the application of mobile learning-based inquiry learning models has a major effect on students' creative thinking skills.
References
Adnan, G., Zulfikar, T., Armia, M. S., Gade, S., & Walidin, W. (2021). Impacts of Inquiry Learning Model on Students' Cognitive and Critical Thinking Ability. Cypriot Journal of Educational Sciences, 16(3), 1290-1299. https://doi.org/10.18844/cjes.v16i3.5851
Akkaya, S., Ciğerci, M. F. & Kapıdere, M. (2021). Investigation of the relationship between prospective teachers’ attitudes towards mobile learning and their readiness for mobile learning. International Online Journal of Education and Teaching (IOJET), 8(4), 2949–2965. Retrieved from https://files.eric.ed.gov/fulltext/EJ1319321.pdf
Astalini, A., Darmaji, D., Kurniawan, D. A., & Septi, S. E. (2023). Overview the inquiry learning model : Attitudes , student characters , and student responses what ’ s the impact ? Journal of Education and Learning (EduLearn), 17(1), 85~92. https://doi.org/10.11591/edulearn.v17i1.20530
Asy'ari, M., & Ikhsan, M. (2019). The Effectiveness of Inquiry Learning Model in Improving Prospective Teachers' Metacognition Knowledge and Metacognition Awareness. International Journal of Instruction, 12(2), 455-470. https://doi.org/10.29333/iji.2019.12229a
Bacak, J., & Byker, E. J. (2021). Moving from Levels of Inquiry to the Flexible Phases of In- quiry Theory : A Literature Review of Inquiry-Based Teacher Education. Journal of Teacher Education and Educators, 10(2), 255–271. Retrieved from https://www.tused.org/index.php/tused/article/view/189/144
Bird, T. D., & Rice, A. H. (2021). The Influence of CASE on Agriculture Teachers ’ Use of Inquiry-Based Methods. Journal of Agricultural Education, 62(1), 260–275. https://doi.org/10.5032/jae.2021.01260
Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences Second Edition. Lawrence Erlbaum Associates,.
Cohen, L., Manion, L., & Morrison, K. (2007). Research Methods in Education. Retrieved from https://repository.stkipjb.ac.id/index.php/lecturer/article/download/1362/1139
Deswiana, E., Tri, H., & Yolida, B. (2019). Pengaruh Project Based Learning terhadap Peningkatan Kemampuan Berpikir Kreatif dan Self-efficacy. Jurnal Bioterdidik, 7(3), 13–21. Retrieved from https://repository.lppm.unila.ac.id/48513/
Dewi, C. A. (2019). The Effect of Chemo-Entrepreneurship Oriented Inquiry Module on Improving Students ’ Creative Thinking Ability. Journal of Turkish Science Education, 16(2), 253–263. https://doi.org/10.12973/tused.10279a
Diah, H. R., Dayurni, P., Evasufi, L., & Fajari, W. (2022). Meta-Analysis Study : The Effect of Android-Based Learning Media on Student Learning Outcomes. International Journal of Asian Education, 3(4), 253–263. https://doi.org/10.46966/ijae.v3i4.300
Drolia, M., Papadakis, S., Sifaki, E., & Kalogiannakis, M. (2022). Mobile learning applications for refugees: A systematic literature review. Education Sciences, 12(2), 96. https://doi.org/10.3390/educsci12020096
Elfira, I., & Santosa, T. A. (2023). Literature Study : Utilization of the PjBL Model in Science Education to Improve Creativity and Critical Thinking Skills. Jurnal Penelitian Pendidikan IPA, 9(1), 133–143. https://doi.org/10.29303/jppipa.v9i1.2555
Elizabeth, A., & Sigahitong, M. M. (2018). Pengaruh Model Problem Based Learning Terhadap Kemampuan Berpikir Kreatif Peserta Didik SMA. Prisma Sains: Jurnal Pengkajian Ilmu dan Pembelajaran Matematika dan IPA IKIP Mataram, 6(2), 66-76. https://doi.org/10.33394/j-ps.v6i2.1044
Ernawati, E., & Maniarta, T. (2022). Implementation of free inquiry approach based on blended learning on creative thinking and student collaboration skills. Jurnal Pendidikan Biologi Indonesia, 8(3), 216–225. https://doi.org/10.22219/jpbi.v8i3.22254
Ernawati, M. D. W., Rusdi, M., Asrial, A., Muhaimin, M., Wulandari, M., & Maryani, S. (2022). Analysis of problem based learning in the scaffolding design: Students’ creative-thinking skills. Cypriot Journal of Educational Sciences, 17(7), 2333–2348. https://doi.org/10.18844/cjes.v17i7.7551
Fauziah, M., Marmoah, S., Murwaningsih, T., & Saddhono, K. (2020). The Effect of Thinking Actively in a Social Context and Creative Problemsolving Learning Models on Divergent-Thinking Skills Viewed from Adversity Quotient. European Journal of Educational Research, 9(2), 537-568. https://doi.org/10.12973/eu-jer.9.2.537
Fitri, L. S., Rosyida, F., Putra, A. K., Wirahayu, Y. A., & Selviana, N. (2022). The Effect of Geographical Inquiry Learning Using SETS Approach to Complex Problem-Solving Abilities on Environmental Conservation Material. Pegem Egitim ve Ogretim Dergisi, 12(4), 61–69. https://doi.org/10.47750/pegegog.12.04.07
Gao, J., Yang, L., Zhao, J., Wang, L., Zou, J., Wang, C., & Fan, X. (2020). Comparison of problem-based learning and traditional teaching methods in medical psychology education in China : A systematic review and meta-analysis. PLos ONE, 15(12), 1–11. https://doi.org/10.1371/journal.pone.0243897
Hasançebi, F., Güner, Ö., Kutru, C., & Hasancebi, M. (2021). Impact of Stem Integrated Argumentation-Based Inquiry Applications on Students' Academic Success, Reflective Thinking and Creative Thinking Skills. Participatory Educational Research, 8(4), 274-296. https://doi.org/10.17275/per.21.90.8.4
Hosnah, W. M. (2010). Pengaruh Model Pembelajaran Inkuiri Terbimbing. Jurnal Pembelajaran Fisik, 6(2), 190–195. https://doi.org/10.19184/jpf.v6i2.5020
Hwang, G. J., Wu, P. H., Zhuang, Y. Y., & Huang, Y. M. (2013). Effects of the inquiry-based mobile learning model on the cognitive load and learning achievement of students. Interactive Learning Environments, 21(4), 338–354. https://doi.org/10.1080/10494820.2011.575789
Ichsan, I., Suharyat, Y., Santosa, T. A., & Satria, E. (2023). The 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
Jamaludin, J., Kakaly, S., & Batlolona, J. R. (2022). Critical thinking skills and concepts mastery on the topic of temperature and heat. Journal of Education and Learning (EduLearn), 16(1), 51–57. https://doi.org/10.11591/edulearn.v16i1.20344
Kartikasari, I. A., Usodo, B., & Riyadi. (2022). The Effectiveness Open-Ended learning and Creative Problem Solving Models to Teach Creative Thinking Skills. Pegem Egitim ve Ogretim Dergisi, 12(4), 29–38. https://doi.org/10.47750/pegegog.12.04.04
Kesici, A. (2022). The Effect of Digital Literacy on Creative Thinking Disposition : The Mediating Role of Lifelong Learning Disposition. Journal of Learning and Teaching in Digital Age, 7(2), 260–273. https://doi.org/10.53850/joltida.1063509
Khasawneh, E., Hodge-zickerman, A., York, C. S., Smith, T. J., & Mayall, H. (2023). Examining the effect of inquiry-based learning versus traditional lecture-based learning on students ’ achievement in college algebra. International Electronic Journal of Mathematics Education, 18(1), 1–11. https://doi.org/10.29333/iejme/12715
Kim, N. J., Belland, B. R., & Walker, A. E. (2018). Effectiveness of Computer-Based Scaffolding in the Context of Problem-Based Learning for Stem Education: Bayesian Meta-analysis. Educational Psychology Review, 30(2), 397–429. https://doi.org/10.1007/s10648-017-9419-1
Kılıç, A., & Sciences, E. (2022). The Effect of Layered Inquiry-Based Learning Model on Students ’ Skills, Values, and Attitudes. Journal of Instructional Research, 11(5), 118–137. Retrieved from https://files.eric.ed.gov/fulltext/EJ1363668.pdf
Korkman, N., & Metin, M. (2021). The Effect of Inquiry-Based Collaborative Learning and Inquiry-Based Online Collaborative Learning on Success and Permanent Learning of Students. Journal of Science Learning, 4(2), 151–159. https://doi.org/10.17509/jsl.v4i2.29038
Li, U. I. (2021). Creative Thinking Counseling Teaching Program can Improve the Creativity , Creative Tendency , and Self- Concept of Grade 7 Students : A Quasi-Experimental Study. The Journal of Creative Behavior, 0, 1–20. https://doi.org/10.1002/jocb.491
Liu, Y., He, W., & Zhao, L. (2022). Effects Of Inquiry Learning With Different Task Orders On Fifth Graders ’ Individual And Situational Interest And Concept Achievement Journal of Baltic Science Education, 21(5), 849–861. https://doi.org/10.33225/jbse/22.21.849
Made, N., Kusadi, R., Sriartha, I. P., & Kertih, I. W. (2020). Model Pembelajaran Project Based Learning Terhadap Keterampilan Sosial Dan Berpikir Kreatif. TSCJ, 3(1), 18–27. https://doi.org/10.23887/tscj.v3i1.24661
Maknun, J. (2020). Implementation of Guided Inquiry Learning Model to Improve Understanding Physics Concepts and Critical Thinking Skill of Vocational High School Students. International Education Studies, 13(6), 117–130. https://doi.org/10.5539/ies.v13n6p117
Mursid, R., Saragih, A. H., & Hartono, R. (2022). The Effect of the Blended Project-based Learning Model and Creative Thinking Ability on Engineering Students’ Learning Outcomes. International Journal of Education in Mathematics, Science and Technology, 10(1), 218–235. https://doi.org/10.46328/ijemst.2244
Ndiung, S., Sariyasa, Jehadus, E., & Apsari, R. A. (2021). The effect of treffinger creative learning model with the use rme principles on creative thinking skill and mathematics learning outcome. International Journal of Instruction, 14(2), 873–888. https://doi.org/10.29333/iji.2021.14249a
Nurtamam, M. E., Santosa, T. A., Aprilisia, S., Rahman, A., & Suharyat, Y. (2023). Meta-analysis : The Effectiveness of Iot-Based Flipped Learning to Improve Students’ Problem Solving Abilities. Edumaspul :Jurnal Pendidikan, 7(1), 1491–1501. https://doi.org/10.33487/edumaspul.v7i1.6195
Oktarina, K., Suhaimi, S., Santosa, T. A., Razak, A., Irdawati, I., Ahda, Y., ... & Putri, D. H. (2021). Meta-Analysis: The Effectiveness of Using Blended Learning on Multiple Intelligences and Student Character Education during the Covid-19 Period. IJECA (International Journal of Education and Curriculum Application), 4(3), 184-192. https://doi.org/10.31764/ijeca.v4i3.5505
Özcan, M. (2022). Evaluation of prospective teachers ’ digital literacy levels and mobile learning attitudes. Journal of Educational Technology & Online Learning, 5(2), 1–12. https://doi.org/10.31681/jetol.1020586
Öztürk, B., Kaya, M., & Demir, M. (2022b). Does inquiry-based learning model improve learning outcomes ? A second-order meta-analysis. Journal of Pedagogical Research, 6(4), 201–216. https://doi.org/10.33902/JPR.202217481
Pigza, J. M. (2015). Navigating leadership complexity through critical, creative, and practical thinking. New Directions for Student Leadership, 2015(145), 35-48. https://doi.org/10.1002/yd
Pillena, L. S., Cahyana, U., & Purwanto, A. (2019). Pengaruh Media Mobile Learning Dan Kemampuan Metakognitif Terhadap Keterampilan Proses Sains Siswa. Jurnal Tadris Kimiya, 4(2). Retrieved from https://sipeg.unj.ac.id/repository/upload/jurnal/5132-19516-1-PB(1).pdf
Prameswari, G., Apriana, R., & Wahyuni, R. (2018). Pengaruh model inquiry learning terhadap kemampuan berpikir kritis matematis siswa pada materi fungsi kuadrat kelas X SMA Negeri 3 Singkawang. JPMI (Jurnal Pendidikan Matematika Indonesia), 3(1), 35-40. http://dx.doi.org/10.26737/jpmi.v3i1.522
Putra, M., Rahman, A., Suhayat, Y., Santosa, T. A., & Putra, R. (2023). The Effect of STEM-Based REACT Model on Students ’ Critical Thinking Skills : A Meta-Analysis Study. LITERACY : International Scientific Journals of Social, Education and Humaniora, 2(1), 207–217. https://doi.org/10.56910/literacy.v2i1.560
Rahmawati, E. M., & Mukminan, M. (2017). Pengembangang m-learning untuk mendukung kemandirian dan hasil belajar mata pelajaran Geografi. Jurnal Inovasi Teknologi Pendidikan, 4(2), 157-166. http://dx.doi.org/10.21831/jitp.v4i2.12726
Ramdani, D. (2016). The Effectiveness of Collaborative Learning on Critical Thinking, Creative Thinking, and Metacognitive Skill Ability: Meta-Analysis on Biological Learning. European Journal of Educational Research Volume, 11(3), 1607–1628. https://doi.org/10.12973/eu-jer.11.3.1607
Rumengan, Y., & Talakua, C. (2020). Pengaruh Penggunaan Media Pembelajaran Mobile Learning berbasis Smartphone terhadap Minat Belajar Siswa SMA Negeri 1 Seram Utara Barat. Jurnal BIOEDUIN: Biology Education of Indonesia, 10(2), 33-40. https://doi.org/10.15575/bioeduin.v10i2.12087
Santosa, T. A., Razak, A., Arsih, F., & Sepriyani, E. M. (2021). Meta-Analysis : Science Learning Based on Local Wisdom Against Preserving School Environments During the Covid-19 Pandemic. Journal of Biology Education, 10(2), 244–251. https://doi.org/10.15294/jbe.v10i2.48533
Satriawati, G. (2017). The Implementation of Open-Inquiry Approach to Improve Students ’ Learning Activities, Responses. Journal on Mathematics Education, 8(1), 103–114. Retrieved from https://core.ac.uk/download/pdf/267823334.pdf
Shabrina, & Kuswanto, H. (2018). Android-Assisted Mobile Physics Learning Through Indonesian Batik Culture : Improving Students ’ Creative Thinking and Problem Solving. International Journal of Instruction, 11(4), 287–302. Retrieved from https://files.eric.ed.gov/fulltext/EJ1191704.pdf
Shams, A., Ajmal, F., & Jumani, N. B. (2021). Effectiveness of Mobile Learning for Academic Progress of MS Education Students: A Case Study of Distance Learning Program at IIUI. Pakistan Journal of Distance and Online Learning, 7(1), 33-46. Retrieved from https://files.eric.ed.gov/fulltext/EJ1321374.pdf
Siburian, J., Corebima, A. D., & Saptasari, M. (2019). The correlation between critical and creative thinking skills on cognitive learning results. Eurasian Journal of Educational Research, 19(81), 99-114. https://doi.org/10.14689/ejer.2019.81.6
Sulastri, F., Utami, L., & Octarya, Z. (2019). Pengaruh Penerapan Model Pembelajaran Inkuiri Terbimbing (Guided Inquiry) Berbantuan Lembar Kerja Siswa. Konfigurasi, 3(`1), 15–22. http://dx.doi.org/10.24014/konfigurasi.v3i1.6802
Supriyadi, A., Suharyat, Y., Santosa, T. A., & Sofianora, A. (2023). The Effectiveness of STEM-Integrated Blended Learning on Indonesia Student Scientific Literacy : A Meta-analysis. International Journal of Education and Literature (IJEL), 2(1), 41–48. https://doi.org/10.55606/ijel.v2i1.53
Suryandari, K., Rokhmaniyah, & Wahyudi. (2021). The Effect of Scientific Reading Based Project Model in Empowering Creative Thinking Skills of Preservice Teacher in Elementary School. European Journal of Educational Research, 10(3), 1329-1340. https://doi.org/10.12973/eu-jer.10.3.1329
Suryono, W., Haryanto, B. B., Santosa, T. A., Suharyat, Y., & Sappaile, B. I. (2023). The Effect of The Blended Learning Model on Student Critical Thinking Skill: Meta-analysis. Edumaspul-Jurnal Pendidikan, 7(1), 1386–1397. https://doi.org/10.33487/edumaspul.v7i1.6087
Susilowati, W. (2020). Meta-Analisis Pengaruh Model Inquiry Learning Terhadap Keterampilan Berfikir Kritis pada Mata Pembelajaran Tematik. Jurnal Ilmiah Pendidikan Profesi Guru, 3(1), 211–216. https://doi.org/10.23887/jippg.v3i1.28193
Suwendra, I. W. (2023). The integration of the self-concept-based Upanishad learning model in blended learning and its impact on character development and creative thinking skills. Ournal of Education and E-Learning Research, 10(1), 51–60. https://doi.org/10.20448/jeelr.v10i1.4342
Syafrial, Ashadi, Saputro, S., & Sarwanto. (2022). Trend Creative Thinking Perception of Students in Learning Natural Science : Gender and Domicile Perspective. International Journal of Instruction, 15(1), 701–716. https://doi.org/10.29333/iji.2022.15140a
Tabieh, A. A. S., & Hamzeh, M. (2022). The Impact of Blended-Flipped Learning on Mathematical Creative Thinking Skills. Journal of Educators Online, 19(3). https://doi.org/10.9743/JEO.2022.19.3.15
Turan, S., Yaman, M. S., Genc, H. I., Donmez, A., Herguner, G., & Yaman, Ç. (2022). Predictive of Perceived Learning: Academic Motivation and Attitudes to Mobile Learning. Turkish Online Journal of Educational Technology-TOJET, 21(1), 106-113. Retrieved from https://files.eric.ed.gov/fulltext/EJ1337743.pdf
Türker, M. S. (2022). Syrian Refugees ’ Acceptance and Use of Mobile Learning Tools During the Covid-19 Pandemic. Educational Policy Analysis and Strategic Research, 7(1), 164–189. https://doi.org/10.29329/epasr.2022.248.9
Ulandari, N., Putri, R., Ningsih, F., & Putra, A. (2019). Efektivitas Model Pembelajaran Inquiry Terhadap Kemampuan Berpikir Kreatif Siswa Pada Materi. Journal Cendekia: Jurnal Pendidikan Matematika, 03(02), 227–237. https://doi.org/10.31004/cendekia.v3i2.99
Yıldırım, N. (2022). Argumentation-Based Teaching in Science Education: Meta- Analysis. Education Quarterly Reviews, 5(2), 226–237. https://doi.org/10.31014/aior.1993.05.02.483
Yolida, B., & Priadi, M. A. (2021). Pengaruh Model Pembelajaran Inkuiri Terimbing Berbasis Kearifan Lokal Terhadap Kemampuan Berpikir Kreatif Peserta Didik Pada Materi Bioteknologi. Jurnal Bioterdidik, 9(2), 38–48. https://doi.org/10.23960/jbt.ix.ii.05
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
Yusuf, F. A. (2023). Meta-Analysis: The Influence of Local Wisdom-Based Learning Media on the Character of Students in Indonesia. International Journal of Educational Methodology, 9(1), 237-248. https://doi.org/10.12973/ijem.9.1.237
Zainil, M., Kenedi, A. K., Rahmatina, Indrawati, T., & Handrianto, C. (2023). The influence of a STEM-based digital classroom learning model and high-order thinking skills on the 21st-century skills of elementary school students in Indonesia. Journal of Education and E-Learning Research, 10(1), 29–35. https://doi.org/10.20448/jeelr.v10i1.4336
Zubaidah, S., Fuad, N. M., Mahanal, S., & Suarsini, E. (2017). Improving creative thinking skills of students through differentiated science inquiry integrated with mind map. Journal of Turkish Science Education, 14(4), 77-91. https://doi.org/10.12973/tused.10214a
Zulyusri, Z., Santosa, T. A., Festiyed, F., Yerimadesi, Y., Yohandri, Y., Razak, A., & Sofianora, A. (2023). Effectiveness of STEM Learning Based on Design Thiking 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
Author Biographies
Suyatmo, Aviation Polytechnic of Surabaya
Via Yustitia, Universitas PGRI Adi Buana Surabaya
Tomi Apra Santosa, Akademi Teknik Adikarya
Fajriana, Malikussaleh University
Unan Yusmaniar Oktiawati, Gajah Mada University
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