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A meta-analysis study: Does the open-ended approach to learning mathematics have an effect on students’ high-level mathematical thinking abilities?

Jarnawi Afagani Dahlan, Syifa Syafira Al Ghifary, Edi Supriyadi

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Source: Crossref

Published: Sep 1, 2026

DOI: 10.34044/j.kjss.2026.47.3.16

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Source abstract

The objective of this study is to comprehensively examine the impact of an open-ended instructional approach on students’ high-order mathematical thinking skills. The study utilized meta-analysis, using a dataset consisting of 63 scientific papers that contained experimental research findings. Publication bias testing was conducted on 36 papers in 5 iterations, resulting in the identification of 30 publications that fulfilled the intended conditions. The analytical results indicated that, on average, the open-ended approach had a significant impact on students’ high-order mathematical thinking skills, falling inside the category of adequate. According to the educational level, it was discovered that the open-ended approach had a consistent impact across all levels of education, ranging from elementary school to university. Additionally, there was no variation in the extent of the impact between different levels of education. The impact of the open-ended approach on high-order mathematical thinking skills is highly significant in both small and large classrooms, with no obvious distinction between the two. According to the mathematics material, the open-ended approach has a highly significant effect size in enhancing high order mathematical thinking skills. The findings of this study validate that the open-ended approach is critical in enhancing students’ high-order mathematical thinking skills at all educational levels, and is not influenced by the quantity of students in a class.

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