Indonesian Journal of Applied Science and Engineering
Vol. 4 No. 2 (2026)

Does Educational Level Moderate the Relationship Between Mathematical Resilience and Mathematical Problem-Solving Ability? A Meta-Regression Analysis

Asma Khoirunnisa (Universitas Negeri Yogyakarta)
Heri Retnawati (Universitas Negeri Yogyakarta)
Risky Setiawan (Universitas Negeri Yogyakarta)
Samsul Hadi (Universitas Negeri Yogyakarta)
Hanifah Mar'atush Shalihah (Universitas Negeri Yogyakarta)
Xu Wenxin (Abai Kazakh National Pedagogical University)
Kamola Omonova (Jizzakh State Pedagogical University)
Ibnu Rafi (National Sun Yat-Sen University)



Article Info

Publish Date
06 Jul 2026

Abstract

The relationship between mathematical resilience and mathematical problem-solving ability is well established; however, the extent to which this relationship varies across educational levels and learning contexts remains unclear. Extending previous meta-analytic evidence, this study examined educational level and the COVID-19 learning period as potential moderators. The quantitative synthesis included 31 primary studies published between 2017 and 2022, yielding 40 effect sizes: 11 from high-school studies, 17 from university studies, and 12 from junior-high-school studies. A random-effects model produced an overall pooled Fisher’s (z) of 0.76,95% CI [0.64,0.88], (t(38)=13.10),(p<.001), equivalent to approximately (r=.64). Substantial heterogeneity was observed, (τ=0.32),95, and (I^2=81.83, with a 95% prediction interval from (z=0.10) to (z=1.42), equivalent to approximately (r=.10) to (r=.89). The pooled effects were positive and significant for high school, (z=0.831), university, (z=0.793), and junior high school, (z=0.659). However, educational level did not significantly moderate the relationship, (Q_m (2)=1.57),(p=.457). The COVID-19 period was also not a significant moderator within the high-school, (F_m (1,9)=0.046),(p=.836), university, (F_m (1,15)=3.984),(p=.064), or junior-high-school subgroup, (F_m (1,10)=0.480),(p=.504). These findings indicate that mathematical resilience is consistently associated with stronger problem-solving performance across educational levels, although substantial variation remains within each subgroup. Resilience-supportive mathematics instruction should therefore be implemented across educational stages and accompanied by adequate instructional and contextual support.

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Journal Info

Abbrev

ijase

Publisher

Subject

Description

The Indonesian Journal of Applied Science and Engineering is a peer-reviewed, open-access academic journal. The journal is dedicated to advancing knowledge and disseminating high-quality research at the intersection of applied science, engineering, education, and social science, with a strong ...