SCHOOL EFFECTIVENESS AND MATHEMATICS ACHIEVEMENT IN SOUTH AFRICA: A Multilevel Analysis of School Effects and Geographic Variations Among Grade 9 Students
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Date
2025-03-03
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Abstract
Aim: This study examined how school characteristics influence mathematics achievement
among Grade 9 students in South Africa. The research investigated the direct effects of
school factors on achievement, explored mediating pathways through student
characteristics, and analysed how these relationships vary across geographical contexts,
focusing on academic emphasis, disciplinary climate, and resource effects between urban
and rural settings.
Theory: The research integrated the Dynamic Model of Educational Effectiveness with
Durkheim’s Social Facts Theory to create a comprehensive theoretical framework. This
synthesis provided foundations for examining how institutional and individual factors
interact to influence mathematics achievement while acknowledging how social
structures systematically shape educational outcomes across varied contexts.
Methods: The study employed hierarchical linear modelling, together with the mixed.sdf function
in the EdSurvey package, the R Programming Language for statistical analysis, to
analyse data from the TIMSS 2019 South Africa Grade 9 assessment (20,829 students,
519 schools). The analysis examined direct school effects while controlling for student
characteristics, investigated mediating pathways, and analysed cross-level interactions
between school characteristics and geographical location.
Results: School characteristics substantially influenced mathematics achievement through both
direct and indirect pathways. School emphasis on academic success enhanced
achievement directly and through student confidence (indirect effect: 0.389), while
disciplinary climate operated through students’ classroom behavioural mechanisms.
Geographic location emerged as a crucial moderator, with resource effects reversing
between urban (b = 17.004) and rural contexts (interaction: b = -21.112). This
demonstrates how institutional structures systematically shape mathematics achievement
across South Africa’s diverse landscape.
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Keywords
Educational Effectiveness, Mathematics Achievement, Hierarchical Linear Modelling, School Effects, Geographic Variations, South Africa