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The predictive value of study orientations on mathematics performance in South African Grade 9 learners
Mathematics achievement is core to South Africa’s readiness for digital innovation, yet
current pass rates in this subject are below the global average. Simply attributing mathematics
performance to intelligence does not fully account for the multifaceted reality of achievement
in the subject. The current study investigated the value of both cognitive and behavioural
factors in predicting mathematics performance, as well as explored the interactions between
these factors. A quantitative, cross-sectional design was employed. Grade 9 learners (N = 187)
completed the Ravens’ Standard Progressive Matrices and the Study Orientation towards
Mathematics assessments to establish their fluid intelligence, study attitude, mathematics
anxiety, study habits, problem-solving behaviours and study milieu. Pearson correlation
coefficients established the relationships between fluid intelligence, study orientations
towards mathematics, and mathematics marks. These factors were also included in a linear
regression and dominance analysis to compare their relative weights in influencing
mathematics performance. Study attitude and fluid intelligence were found to be the most
dominant, significant factors in the model, which explained 39% of the total variance
(R2 = 0.390, F(6, 180), = 19.2, p <0.001). Moderator regressions between fluid intelligence and
each of the study orientations further found that fluid intelligence and study orientations,
with the exception of study milieu, independently influence mathematics performance.
CONTRIBUTION: This study proposes that educators and parents should support curriculum
change that encourages positive attitudes towards mathematics and create supportive
environments conducive to effective learning, rather than blaming a lack of cognitive
potential for the disappointing mathematics pass rate.