The Relationship Between Math Anxiety and Math Achievement: Novel and Robust Evidence From A Meta-Analysis of Individual Participant Data From International Large-Scale Assessments

Math anxiety and math achievement are reciprocally related, which likely impacts individuals’ agency; their educational and career trajectories in science, technology, engineering, and mathematics (STEM) fields; and countries’ economic growth in these areas. Previous meta-analyses on this relationship have faced limitations from studies using small convenience samples and have encountered methodological issues, such as variance restriction, low statistical power, and ecological bias. To address these challenges, the present research synthesis is the first to use a comprehensive collection of representative individual participant data (IPD) from International Large-Scale Assessments (ILSAs). This analysis incorporated cumulative evidence from 1980 to 2022, including 452 probability samples from 90 countries, and covered student and adult populations. The meta-analytic average correlation between math anxiety and math achievement was r = –.26. Moderator analyses revealed novel evidence that this relationship is sensitive to construct characteristics as well as individual and contextual factors. Specifically, the negative relationship was weaker for the worry facet of math anxiety compared with its affective facet and its cognitive interference facet, and it was weaker following the onset of the COVID-19 pandemic in 2020. Additionally, the negative relationship was stronger for individuals with average and high levels of math achievement and in countries with higher Gross Domestic Product per capita. Gender differences in the relationship were largely negligible after 2010, although female individuals exhibited a stronger negative relationship in the 1980s and 1990s than male individuals. In summary, synthesizing IPD from ILSAs provided novel, nuanced, and robust evidence for research, practice, and policy.

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Publication Details

Published
2025-10-02
DOI
https://doi.org/10.31234/osf.io/6pmhr_v2
Primary Topic
Grit, Self-Efficacy, and Motivation
Type
article
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0.00

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article

The Relationship Between Math Anxiety and Math Achievement: Novel and Robust Evidence From A Meta-Analysis of Individual Participant Data From International Large-Scale Assessments

Martin Brunner, Lena Keller, Oliver Lüdtke, Franzis Preckel et al.
Grit, Self-Efficacy, and Motivation
article

The Relationship Between Math Anxiety and Math Achievement: Novel and Robust Evidence From A Meta-Analysis of Individual Participant Data From International Large-Scale Assessments

Martin Brunner, Lena Keller, Oliver Lüdtke, Franzis Preckel, Thomas Goetz
article en

Abstract

Math anxiety and math achievement are reciprocally related, which likely impacts individuals’ agency; their educational and career trajectories in science, technology, engineering, and mathematics (STEM) fields; and countries’ economic growth in these areas. Previous meta-analyses on this relationship have faced limitations from studies using small convenience samples and have encountered methodological issues, such as variance restriction, low statistical power, and ecological bias. To address these challenges, the present research synthesis is the first to use a comprehensive collection of representative individual participant data (IPD) from International Large-Scale Assessments (ILSAs). This analysis incorporated cumulative evidence from 1980 to 2022, including 452 probability samples from 90 countries, and covered student and adult populations. The meta-analytic average correlation between math anxiety and math achievement was r = –.26. Moderator analyses revealed novel evidence that this relationship is sensitive to construct characteristics as well as individual and contextual factors. Specifically, the negative relationship was weaker for the worry facet of math anxiety compared with its affective facet and its cognitive interference facet, and it was weaker following the onset of the COVID-19 pandemic in 2020. Additionally, the negative relationship was stronger for individuals with average and high levels of math achievement and in countries with higher Gross Domestic Product per capita. Gender differences in the relationship were largely negligible after 2010, although female individuals exhibited a stronger negative relationship in the 1980s and 1990s than male individuals. In summary, synthesizing IPD from ILSAs provided novel, nuanced, and robust evidence for research, practice, and policy.

Deutsche Forschungsgemeinschaft
Openalex Percentile: Top 69%
Grit, Self-Efficacy, and Motivation
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The Relationship Between Math Anxiety and Math Achievement: Novel and Robust Evidence From A Meta-Analysis of Individual Participant Data From International Large-Scale Assessments — Martin Brunner, Lena Keller, et al. · (2025) | TGRS Research Map | TGRS