The big-fish-little-pond effect on grade 9 learners in South Africa
Stellenbosch Working Paper Series No. WP05/2019Publication date: April 2019
Author(s):
[protected email address] (Department of Economics, Stellenbosch University)
Effective schooling remains a challenge in many countries, including South Africa. In addressing this challenge, a focal area is often neglected: student emotional wellbeing. Self-concept is defined as the perception of one’s ability, as well as motivation and academic enjoyment, and is a multi-dimensional concept used in studies of individual’s behaviour. One such dimension is academic self-concept (ASC), the process by which students perform social and academic comparison within and between classrooms. ASC is associated with the social context and comparative nature embedded in schools and classrooms. It is for this reason that ASC is often used to explain the Big-Fish-Little-Pond effect (BFLPE). The BFLPE hypothesizes that higher-achieving students’ academic self-concept can be negatively influenced when surrounded by similarly high-achieving peers, but positively influenced when surrounded by lower-achieving peers. This paper adds to the literature on the BFLPE in assessing the relationship between ASC and South African Grade 9 achievement in mathematics and science using the 2015 wave of the Trends in International Mathematics and Sciences Study (TIMSS). This dataset was chosen as it makes use of standardized assessments in mathematics and science, with the addition of a student questionnaire making use of Likert-type response questions related to student perceptions on relative standing and ability, subject enjoyment, as well as student motivation. These responses were captured using polychoric principal component analysis (PCA) to allow for the construction of three separate self-concept constructs: subject self-concept, extrinsic motivation, and subject-specific enjoyment. A multilevel modelling approach was adopted to capture the relationship between self-concept and achievement at a within- and across-classroom level. In addition to estimating random intercept and slope models, a cross-level interaction model was estimated to allow for the within-classroom relationship to differ by school socio-economic status. The results of the model indicate moderate-to-strong positive correlations between the three constructs, with all three were being positively related to achievement in mathematics and science. Concurrent with existing findings, this paper finds that each of the three constructs present varying degrees or relation to academic achievement in the wealthier and poorer subset of schools.
JEL Classification:I21, I24
Keywords:BFLPE, big-fish-little-pond effect, self-concept, academic self-concept, TIMSS, pca, multi-level modelling, mathematics, science
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16 May 2025 Trade truce lifts markets, SA braces for winter load-shedding and budget reckoningThis week, data showed that South Africa’s unemployment rate rose in 2025Q1, with net job losses compared to 2024Q4. Meanwhile, mining output improved in March but declined overall for the quarter. In the US, inflation eased to a four-year low, while Germany’s economic sentiment rebounded sharply. The UK economy posted impressive growth in Q1; however,...
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Upcoming Seminars
Monday 26 May 202512:00-13:00
Prof Simon Franklin: Queen Mary University In London
Topic: "No Place Like Home? The Causal Effect of Housing Clearances in Central Addis Ababa"
12:00-13:00
Dr Dawie van Lill: South African Reserve Bank & Stellenbosch University
Topic: "TBC"
12:00-13:00
Prof Hylton Hollander: University Of Cape Town
Topic: "TBC"
BER Weekly
16 May 2025 Trade truce lifts markets, SA braces for winter load-shedding and budget reckoningThis week, data showed that South Africa’s unemployment rate rose in 2025Q1, with net job losses compared to 2024Q4. Meanwhile, mining output improved in March but declined overall for the quarter. In the US, inflation eased to a four-year low, while Germany’s economic sentiment rebounded sharply. The UK economy posted impressive growth in Q1; however,...
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