Research Article

The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study

Volume: 14 Number: 3 July 31, 2025
EN

The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study

Abstract

This study aims to determine the effect of STEM applications on mathematics achievement using the meta-analysis method. For this purpose, postgraduate theses in Türkiye were analysed. As a result of the review, 25 postgraduate theses related to the topic were initially identified, and data from 14 theses that met the inclusion criteria were included in the meta-analysis. Data analyses were carried out using the Comprehensive Meta-Analysis statistical program. While applying the meta-analysis method, homogeneity test was performed by calculating the effect sizes of the studies. Since the studies showed a heterogeneous structure as a result of the homogeneity test, the random effects model was used to calculate the overall effect size. Hedges's g coefficient was used to determine the effect sizes. Funnel plot and Rosenthal's safe N statistic were used to examine publication bias. The classification of Thalheimer and Cook (2002) was used to interpret the effect sizes obtained as a result of the analyses. In the study, it was determined that the effect sizes of all studies included in the meta-analysis were positive. Only two of the studies had a small effect, while the other studies showed at least a medium effect. The overall effect size value for mathematics achievement was found to be 0.901. Based on these results, it can be said that STEM activities have a positive and large effect on increasing mathematics achievement.

Keywords

References

  1. (* Sources marked with an asterisk were used for meta-analysis.)
  2. Ademoğlu, E., Emre, F. B., & Akyürek, S. T. (2021). Effectiveness of STEM education on students' science course success: A Meta-analysis study. Journal of Academic Social Science Studies, 14(88), 45-60.
  3. Anderson, N. (2021). A systematic review of STEAM education research: Comparing American and Korean studies. Academia Letters, Article 1039. https://doi.org/10.20935/AL1039.
  4. Akgündüz, D. (2018). Okul öncesinden üniversiteye kuram ve uygulamada STEM eğitimi (2. baskı) [STEM education from pre-school to university in theory and practice (2nd edition)]. Anı publishing
  5. Arshad, A. M., Halim, L., & Nasri, N. M. (2020). Impact of integrating science and engineering teaching approach on students' achievement: A meta-analysis. Jurnal Pendidikan IPA Indonesia, 9(2), 139–148. https://doi.org/10.15294/jpii.v9i2.29839
  6. *Atay, Ü. (2024). STEM etkinliklerinin 4. sınıf öğrencilerinin STEM tutumlarına ve matematik başarılarına etkisi [The impact of STEM activities on 4th grade students' STEM attitudes and mathematics achievements]. Master's thesis, Yıldız Teknik University.
  7. *Aydın, T. (2022). STEAM (STEM + SANAT) eğitiminde mandala etkinliklerinin 6. sınıf öğrencilerinin matematik başarısı ve yaratıcı düşünmelerine etkisi [The effects of mandala activities in STEAM (STEM + art) education on the mathematic achievement and creative thinking of 6th grade students]. Master's thesis, Dokuz Eylül University.
  8. Bakan, G. (2024). STEM etkinliklerinin ilkokul öğrencilerinin STEM tutumlarına, STEM kariyer ilgilerine ve 21. yüzyıl becerilerine etkisi [The effects of STEM activities on elementary school students' STEM attitudes, STEM career interests, and 21st century skills]. Master's thesis, Cumhuriyet University.

Details

Primary Language

English

Subjects

STEM Education

Journal Section

Research Article

Early Pub Date

July 31, 2025

Publication Date

July 31, 2025

Submission Date

March 3, 2025

Acceptance Date

July 16, 2025

Published in Issue

Year 2025 Volume: 14 Number: 3

APA
Gündüz, S., & Dokumacı Sütçü, N. (2025). The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study. Bartın University Journal of Faculty of Education, 14(3), 813-828. https://doi.org/10.14686/buefad.1649805
AMA
1.Gündüz S, Dokumacı Sütçü N. The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study. BUEFAD. 2025;14(3):813-828. doi:10.14686/buefad.1649805
Chicago
Gündüz, Samet, and Neşe Dokumacı Sütçü. 2025. “The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study”. Bartın University Journal of Faculty of Education 14 (3): 813-28. https://doi.org/10.14686/buefad.1649805.
EndNote
Gündüz S, Dokumacı Sütçü N (July 1, 2025) The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study. Bartın University Journal of Faculty of Education 14 3 813–828.
IEEE
[1]S. Gündüz and N. Dokumacı Sütçü, “The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study”, BUEFAD, vol. 14, no. 3, pp. 813–828, July 2025, doi: 10.14686/buefad.1649805.
ISNAD
Gündüz, Samet - Dokumacı Sütçü, Neşe. “The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study”. Bartın University Journal of Faculty of Education 14/3 (July 1, 2025): 813-828. https://doi.org/10.14686/buefad.1649805.
JAMA
1.Gündüz S, Dokumacı Sütçü N. The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study. BUEFAD. 2025;14:813–828.
MLA
Gündüz, Samet, and Neşe Dokumacı Sütçü. “The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study”. Bartın University Journal of Faculty of Education, vol. 14, no. 3, July 2025, pp. 813-28, doi:10.14686/buefad.1649805.
Vancouver
1.Samet Gündüz, Neşe Dokumacı Sütçü. The Effect of STEM Applications on Mathematics Achievement: A Meta-Analysis Study. BUEFAD. 2025 Jul. 1;14(3):813-28. doi:10.14686/buefad.1649805

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Bartın University Journal of Faculty of Education