Systematic Reviews and Meta Analysis
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A meta-analysis study on the effectiveness of a cooperative learning model on vocational high school students’ mathematics learning outcomes

Year 2022, Volume: 9 Issue: 4, 396 - 421, 01.07.2022
https://doi.org/10.17275/per.22.97.9.4

Abstract

Cooperative learning takes place when students work together in small groups to help each other comprehend a subject. This meta-analysis aims to determine the impact of cooperative learning on vocational high school students’ mathematics learning results compared to those that pertain to conventional learning. Data from 22 research studies, including the sample size, standard deviation, and mean for both the experimental and control groups and other information, were collected using descriptive analysis. The data analysis technique used meta-analysis on forest plots, with analytical techniques including heterogeneity testing, effect size calculation, summary effect calculation using a random-effects model, and identification of publication bias. The results showed that the effectiveness of cooperative learning was 0.89, which gave a medium effect on the mathematics learning outcomes of vocational high school students. The cooperative learning model also provides a measure of higher effectiveness in grade 11 than grade 10 and learning at a sample size of 1-30 students compared to more than 30 students. The effectiveness of cooperative learning on mathematics learning outcomes in the medium effect category, on the other hand, is dependent on grade level variables and sample size. This meta-analysis research provides information to teachers in Indonesia to implement cooperative learning based on the level and number of students in the class to improve the mathematics learning outcomes of vocational high school students.

Thanks

Many thanks to all who assisted researchers. The researcher acknowledges the Ministry of Education and Culture of the Republic of Indonesia for funding his Ph.D. studies at Yogyakarta State University in Educational Research and Evaluation.

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Year 2022, Volume: 9 Issue: 4, 396 - 421, 01.07.2022
https://doi.org/10.17275/per.22.97.9.4

Abstract

References

  • Agustini, K., Wahyuni, D. S., Mertayasa, I. N. E., Wedhanti, N. K., & Sukrawarpala, W. (2021). Student-centered learning models and learning outcomes: Meta-analysis and effect sizes on the students’ thesis. Journal of Physics: Conference Series, 1–9.
  • Alacapınar, F. G., & Uysal, H. (2020). The effect of cooperative learning in education: A meta-analysis study. Research on Education and Psychology (REP), 4(1), 54–72.
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  • Ayu, G., & Gusmania, Y. (2018). Pengaruh model pembelajaran kooperatif tipe Team Assisted Individualization terhadap hasil belajar matematika siswa. PYTHAGORAS: Jurnal Program Studi Pendidikan Matematika, 7(2), 49–55. https://doi.org/10.33373/pythagoras.v7i2.1319
  • Baguma, R., Bagarukayo, E., Namubiru, P., Brown, C., & Mayisela, T. (2019). Using WhatsApp in teaching to develop higher order thinking skills-A literature review using the activity theory lens. International Journal of Education and Development Using Information and Communication Technology, 15(2), 98–116.
  • Begg, C. B., & Mazumdar, M. (1994). Operating characteristics of a rank correlation test for publication bias. Biometrics, 50, 1088–1101.
  • Bertuccia, A., Johnson, D. W., Johnson, R. T., & Contea, S. (2016). Effect of task and goal interdependence on achievement, cooperation, and support among elementary school students. International Journal of Educational Research, 79, 97–105.
  • Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009). Introduction to meta-analysis. United Kingdom: John Wiley & Sons Ltd. https://doi.org/10.1002/9780470743386
  • Cahayati, & Irwan. (2017). Pengaruh model pembelajaran Numbered Head Together (NHT) terhadap hasil belajar matematika siswa di SMK – SPP Negeri Asahan. Jurnal Mathematics Paedagogic, 2(1), 55–60.
  • Capar, G., & Tarim, K. (2015). Efficacy of the cooperative learning method on mathematics achievement and attitude: A meta-analysis research. Educational Sciences: Theory and Practice, 15(2), 553–559.
  • Card, N. A. (2012). Applied meta-analysis for social science research. New York: The Guilford Press.
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  • Cooper, Harris M. (2010). Research synthesis and meta-analysis (A Step by Step Approach) 4th edition. Thousand Oaks: SAGE Publications, Inc.
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  • Dhema, M., & Wahyuningsih. (2018). Pengaruh model pembelajaran kooperatif tipe learning together terhadap prestasi belajar matematika pada siswa kelas X SMK Santo Thomas Maumere. BIRUNIMATIKA, 3(3), 1–7.
  • Dida, M. Y., Safrudin, N., & Mulyani, S. (2018). Pengaruh penggunaan model pembelajaran kooperatif tipe Think Pair Share terhadap hasil belajar matematika siswa kelas XI SMK Negeri 1 Talibura. BIRUNIMATIKA, 3(2), 1–4. https://doi.org/10.36709/jppm.v7i2.8269
  • Dunir, I. W. (2019). Pengaruh pendekatan pembelajaran dan minat belajar siswa terhadap hasil belajar matematika di SMK Negeri Kabupaten Tangerang. Jurnal Mandiri: Ilmu Pengetahuan, Seni, Dan Teknologi, 3(1), 82–98.
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  • Ebe, R. (2019). Pengaruh model pembelajaran kooperatif tipe Student Team Achievement Division (STAD) terhadap motivasi dan hasil belajar matematika siswa kelas XI TKR SMK Negeri 2 Baubau Tahun Pelajaran 2018/2019. Jurnal Akademik, 7(1), 21–31.
  • Egger, M., Smith, D. G., Schneider, M., & Minder, C. (1997). Bias in meta-analysis detected by a simple, graphical test. BMJ, 315, 629–634.
  • Ellis, P. D. (2010). The essential guide to effect sizes: Statistical power, meta-analysis, and the interpretation of research result. New York: Cambridge University Press.
  • Erdogan, S., & Kanık, E. A. (2011). Determination of cut-off values for heterogeneity measurements according to Cochran Q heterogeneity test result in meta-analyses: A simulation study. Turkiye Klinikleri Journal of Biostatistics, 3(2), 74–83.
  • Ernanda, K., Hartanto, S., & Gusmania, Y. (2021). Efektifitas model pembelajaran Teams Games Tournaments (TGT) dengan media Ludo terhadap hasil belajar matematika siswa SMK Kolese Tiara Bangsa Batam. PYTHAGORAS: Jurnal Program Studi Pendidikan Matematika, 10(1), 113–121.
  • Febriani, S., Khamalnah, Pebrianti, D. L., & Fahminingsih, I. (2020). Pengaruh model pembelajaran Discovery learning terhadap hasil belajar siswa kelas X SMK Muhammadiyah Kajen. Prosiding Seminar Nasional Pendidikan Matematika, 1(1), 227–232. Pekalongan, Jawa Tengah: Universita Pekalongan. https://doi.org/10.47668/pkwu.v7i1.20
  • Fitria, N. A., & Leonard. (2015). Efektifitas penerapan metode pembelajaran Cooperative Script terhadap hasil belajar matematika. Prosiding Seminar Nasional Pendidikan Matematika, 1, 226–231. Jakarta, Indonesia: Universitas Indraprasta PGRI.
  • Glass, G. V. (1982). Meta‐analysis: An approach to the synthesis of research results. Journal of Research in Science Teaching, 19(2), 93–112.
  • Grugnetti, L., & Jaquet, F. (2005). A mathematical competition as a problem solving and a mathematical education experience. Journal of Mathematical Behavior, 24(373–384).
  • Hadi, S. (2005). Pendidikan matematika realistik dan implementasinya [Realistic mathematics education and its implementation]. Banjarmasin, Indonesia: Tulip.
  • Haller, C. R., Gallagher, V. J., Weldon, T. L., & Felder, R. M. (2000). Dynamics of peer education in cooperative learning workgroups. Journal of Engineering Education, 89(3), 285–293.
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There are 90 citations in total.

Details

Primary Language English
Subjects Other Fields of Education
Journal Section Research Articles
Authors

M. Rais Ridwan 0000-0003-1747-5128

Samsul Hadi 0000-0003-3437-2542

Publication Date July 1, 2022
Acceptance Date March 29, 2022
Published in Issue Year 2022 Volume: 9 Issue: 4

Cite

APA Ridwan, M. R., & Hadi, S. (2022). A meta-analysis study on the effectiveness of a cooperative learning model on vocational high school students’ mathematics learning outcomes. Participatory Educational Research, 9(4), 396-421. https://doi.org/10.17275/per.22.97.9.4