Effectiveness of Digital Technology on Enhancing Mathematics Achievement of Indonesian Secondary Schools Students’: A Meta-Analysis Research from 2018-2023

Fauziah Annisa Rahma, Elah Nurlaelah

Abstract


Abstract: Effectiveness of Digital Technology on Enhancing Mathematics Achievement of Indonesian Secondary Schools Students’: A Meta-analysis Research from 2018-2023. Objective: This study aimed to analyze the impact of digital technology on the mathematics achievement of Indonesian secondary school students through a meta-analysis. Methods: This study used a meta-analytic research design. A comprehensive literature search was conducted through Google Scholar to find relevant studies published from 2018 to 2023. The PRISMA flow diagram documented each stage of study selection, resulting in ten studies meeting the inclusion criteria. Data analysis involved calculating effect sizes using descriptive quantitative and categorizing results into small, moderate, or significant levels to provide a comprehensive summary of digital technology’s impact across various educational levels and mathematics topics. Findings: The analysis revealed that digital technology had a moderate positive effect on students’ overall mathematics achievement, with an average effect size of 0.417. Digital technology was more effective for junior high students with an effect size of 0.499, compared to a lower impact for senior high students with an effect size of 0.091. Among the topics analyzed, “Set” showed the highest effect size at 0.733, while “Limit of Algebraic Functions” exhibited the lowest at 0.136. Conclusion: The meta-analysis revealed that digital technology has a moderate effect on enhancing mathematics achievement among Indonesian secondary students. Digital tools are more effective for visual and conceptual topics than for abstract concepts and benefit junior high students more than senior high students. These findings highlight the need for tailored digital strategies based on content type and student level. Further research should explore features of digital tools that maximize mathematics achievement.        

 

Keywords: digital technology, mathematics achievement, secondary school, meta-analysis, Indonesia.


DOI: http://dx.doi.org/10.23960/jpmipa/v25i2.pp803-813


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References


Becker, K. H., & Park, K. (2011). Effects of integrative approaches among science, technology, engineering, and mathematics (STEM) subjects on students’ learning: A preliminary meta-analysis. Journal of STEM Education: Innovations and Research, 12(5-6), 23-37.

Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009). Introduction to meta-analysis. Wiley.

Bouck, E. C., Satsangi, R., & Park, J. (2018). The concrete-representational-abstract approach for students with learning disabilities: An evidence-based practice synthesis. Remedial and Special Education, 39(4), 211-228.

Bray, A., & Tangney, B. (2017). Technology usage in mathematics education research—a systematic review of recent trends. International Journal of STEM Education, 4(1), 1–15.

Cheung, A. C. K., & Slavin, R. E. (2013). The effectiveness of educational technology applications for enhancing mathematics achievement in K-12 classrooms: A meta-analysis. Educational Research Review, 9, 88-113. https://doi.org/10.1016/j.edurev .2013.01.001.

Choirm, R. M., & Abdullah, A. A. (2021). Pengaruh penggunaan media pembelajaran interaktif berbasis Android dengan pendekatan matematik realistik terhadap hasil belajar matematika siswa kelas VII MTs Assalafiyah Mlangi. LITERASI, 12(2), 85-91.

Cirneanu, A.-L., & Moldoveanu, C.-E. (2024). Use of digital technology in integrated mathematics education. Applied System Innovation, 7(4), 66. https://doi.org/ 10.3390/asi7040066.

Cohen, J. (2013). Statistical power analysis for the behavioural sciences. Academic press.

Fitra, A., & Sitorus, M. (2019). Pengaruh pembelajaran berbantuan aplikasi GeoGebra terhadap hasil belajar siswa di kelas VIII SMP Kemala Bhayangkari 1 Medan. SAINTEK: Jurnal Sains dan Teknologi, 1(1), 18-25.

Glass, G. V. (1976). Primary, secondary, and meta-analysis of research. Educational Researcher, 5(10), 3-8.

Glass, G. V., McGaw, B., & Smith, M. L. (1981). Meta-analysis in Social Research. Sage Publications.

Güven, B., & Kosa, T. (2008). The effect of dynamic geometry software on student mathematics teachers' spatial visualization skills. The Turkish Online Journal of Educational Technology, 7(4), 100-107.

Hegedus, S. J., Dalton, S., & Tapper, J. (2015). The impact of technology-enhanced curriculum on learning advanced algebra in US high school classrooms. Educational Technology Research and Development, 63(2), 203–228.

Iriana, A., Armin, R., & Ali, H. (2023). Efektivitas pembelajaran berbasis digital ditinjau dari hasil belajar matematika siswa kelas VIII SMP Negeri 2 Baubau. Jurnal Akademik Pendidikan Matematika, 9(1), 51-57. https://doi.org/10.55340/ japm.v9i1.1147.

Juandi, D. (2021). Heterogeneity of problem-based learning outcomes for improving mathematical competence: A systematic literature review. Journal of Physics: Conference Series.

Juandi, D., Kusumah, Y. S., Tamur, M., Perbowo, K. S., Siagian, M. D., Sulastri, R., & Negara, H. R. P. (2021). The effectiveness of dynamic geometry software applications in learning mathematics: A meta-analysis study. International Journal of Interactive Mobile Technologies (iJIM), 15(2), 18–37.

Jusmiana, A., & Herianto. (2020). Pengaruh penggunaan media audio visual terhadap hasil belajar matematika siswa SMP di era pandemi COVID-19. Pedagogy, 5(2), 1-11.

Li, Q., & Ma, X. (2010). A meta-analysis of the effects of computer technology on school students' mathematics learning. Educational Psychology Review, 22(3), 215-243. https://doi.org/10.1007/s10648-010-9125-8.

Mandasari, L., Nasution, A. K. P., Rahmadhani, E., Wahyuni, S., Zakaria, R., Srimuliati, B. F., & Asnawi. (2024). The use of technology in learning mathematics in indonesia: a systematic literature review. Nanotechnology Perceptions.

Muhati, O., Wenas, J. R., & Runtu, P. V. J. (2021). Pengaruh model pembelajaran inkuiri terbimbing berbantuan Google Meet terhadap hasil belajar matematika siswa bahasan aljabar. MARISEKOLA: Jurnal Matematika Riset Edukasi dan Kolaborasi, 2(1), 1-4.

National Council of Teachers of Mathematics. (2000). Principles and standards for school mathematics. Reston, VA: National Council of Teachers of Mathematics.

Özgün-Koca, S. A., Meagher, M., & Edwards, M. T. (2010). Preservice teachers’ emerging TPACK in a technology-rich methods class. Mathematics Educator, 20(2), 10-20.

Pierce, R., & Stacey, K. (2010). Mapping pedagogical opportunities provided by mathematics analysis software. International Journal of Computers for Mathematical Learning, 15(1), 1–20.

Pratama, M. P. A., Ghina, U. S., & Tambunan, M. C. (2023). Pengaruh media video pembelajaran limit fungsi aljabar terhadap hasil belajar murid SMA Negeri 2 Purwakarta. PEDAMATH: Journal on Pedagogical Mathematics, 6(1), 32-42.

Ramly, R. A., & Ilham. (2022). Penggunaan Quipper School terhadap hasil belajar siswa SMP Negeri 2 Campalagian Polewali Mandar. Jurnal Kependidikan Media, 11(2), 67-75.

Roop, J. P., & Edoh, K. D. (2018). Instructional selection of active learning and traditional courses increases student achievement in college mathematics. International Journal of Mathematical Education in Science and Technology, 49(5), 707-722.

Sari, D. D., & Zulmaulida, R. (2021). Pengaruh media pembelajaran berbasis MOODLE terhadap hasil belajar matematika siswa SMP kelas VIII. Suska Journal of Mathematics Education, 7(2), 75-84. https://doi.org/10.24014/sjme.v7i2.14674.

Schenke, K., Rutherford, T., Lam, A. C., & Farkas, G. (2016). Alignment of game design features and state mathematics standards: Do results reflect intentions? Computers & Education, 95, 215-231.

Steen, L. A. (Ed.). (2001). Mathematics and democracy: The case for quantitative literacy. National Council on Education and the Disciplines.

Suharti. (2021). Efektivitas penerapan media pembelajaran interaktif berbasis Edmodo dalam menyongsong era revolusi industri 4.0 terhadap hasil belajar matematika siswa. Jurnal Cendekia: Jurnal Pendidikan Matematika, 5(2), 1025-1038.

Syah Putri, Z., & Rakhmawati, F. (2018). Pengaruh multimedia Macromedia Flash terhadap hasil belajar matematika peserta didik pada materi pokok persegi panjang dan persegi kelas VII di MTs Al-Ulum Medan T.P. 2016/2017. Axiom, 7(1), 71-82.

Tamim, R. M., Bernard, R. M., Borokhovski, E., Abrami, P. C., & Schmid, R. F. (2011). What forty years of research says about the impact of technology on learning: A second-order meta-analysis and validation study. Review of Educational Research, 81(1), 4-28. https://doi.org/10.3102/0034654310393361.

Turmuzi, M., & Jailani, J. (2022). The impact of online learning on the mathematics learning process in Indonesia: A meta-analysis. Journal of Technology and Science Education.

Vallée, A., Blacher, J., Cariou, A., & Sorbets, E. (2020). Blended learning compared to traditional learning in medical education: A systematic review and meta-analysis. BMC Medical Education, 20(1), 323. https://doi.org/10.1186/s12909-020-02173-8.

Warschauer, M., & Matuchniak, T. (2010). New technology and digital worlds: Analyzing evidence of equity in access, use, and outcomes. Review of Research in Education, 34(1), 179-225.

Wenglinsky, H. (1998). Does it compute? The relationship between educational technology and student achievement in mathematics. Educational Testing Service, Policy Information Center.

Zhu, H. (2024). Enhancing mathematical learning through technology integration. In Proceedings of the 3rd International Conference on Education, Language, and Art (ICELA 2023) (pp. 766–771). Atlantis Press. https://doi.org/10.2991/978-2-38476-214-9_90.


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