<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.2 20190208//EN" "http://jats.nlm.nih.gov/publishing/1.2/JATS-journalpublishing1.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.2" xml:lang="en">
    <front>
        <journal-meta>
            <journal-id journal-id-type="pmc">F1000Research</journal-id>
            <journal-title-group>
                <journal-title>F1000Research</journal-title>
            </journal-title-group>
            <issn pub-type="epub">2046-1402</issn>
            <publisher>
                <publisher-name>F1000 Research Limited</publisher-name>
                <publisher-loc>London, UK</publisher-loc>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.12688/f1000research.172015.2</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Research Article</subject>
                </subj-group>
                <subj-group>
                    <subject>Articles</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Closing the Gap in Early Mathematics: Domain and Cognitive Insights from TIMSS 2023 in South Africa and Singapore</article-title>
                <fn-group content-type="pub-status">
                    <fn>
                        <p>[version 2; peer review: 2 approved with reservations, 1 not approved]</p>
                    </fn>
                </fn-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author" corresp="yes">
                    <name>
                        <surname>Mokgwathi</surname>
                        <given-names>Mathelela Steyn</given-names>
                    </name>
                    <role content-type="http://credit.niso.org/">Conceptualization</role>
                    <role content-type="http://credit.niso.org/">Data Curation</role>
                    <role content-type="http://credit.niso.org/">Formal Analysis</role>
                    <role content-type="http://credit.niso.org/">Investigation</role>
                    <role content-type="http://credit.niso.org/">Methodology</role>
                    <role content-type="http://credit.niso.org/">Project Administration</role>
                    <role content-type="http://credit.niso.org/">Resources</role>
                    <role content-type="http://credit.niso.org/">Software</role>
                    <role content-type="http://credit.niso.org/">Supervision</role>
                    <role content-type="http://credit.niso.org/">Validation</role>
                    <role content-type="http://credit.niso.org/">Visualization</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Original Draft Preparation</role>
                    <role content-type="http://credit.niso.org/">Writing &#x2013; Review &amp; Editing</role>
                    <uri content-type="orcid">https://orcid.org/0000-0002-8085-7447</uri>
                    <xref ref-type="corresp" rid="c1">a</xref>
                    <xref ref-type="aff" rid="a1">1</xref>
                </contrib>
                <aff id="a1">
                    <label>1</label>Department of Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
            </contrib-group>
            <author-notes>
                <corresp id="c1">
                    <label>a</label>
                    <email xlink:href="mailto:steyn.mokgwathi@gmail.com">steyn.mokgwathi@gmail.com</email>
                </corresp>
                <fn fn-type="conflict">
                    <p>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>28</day>
                <month>1</month>
                <year>2026</year>
            </pub-date>
            <pub-date pub-type="collection">
                <year>2025</year>
            </pub-date>
            <volume>14</volume>
            <elocation-id>1209</elocation-id>
            <history>
                <date date-type="accepted">
                    <day>6</day>
                    <month>1</month>
                    <year>2026</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Mokgwathi MS</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <self-uri content-type="pdf" xlink:href="https://f1000research.com/articles/14-1209/pdf"/>
            <abstract>
                <sec>
                    <title>Background</title>
                    <p>South Africa continues to underperform in primary mathematics, with persistent foundational gaps across content and cognitive domains. This study examines domain-specific patterns of mathematics achievement using data from the Trends in International Mathematics and Science Study (TIMSS) 2023, benchmarking South African Grade 5 learners against Singaporean Grade 4 learners.</p>
                </sec>
                <sec>
                    <title>Methods</title>
                    <p>A quantitative secondary analysis was conducted using nationally representative TIMSS 2023 datasets comprising 10,424 South African learners from 285 schools and 6,530 Singaporean learners from 181 schools. In TIMSS 2023, South Africa assessed learners in Grade 5 using the internationally standardised TIMSS Grade 4 mathematics assessment framework, a practice adopted within TIMSS where curriculum exposure aligns more closely with this level. Singapore assessed learners at Grade 4 using the same instruments. Mathematics achievement was analysed across content domains (number, measurement and geometry, and data) and cognitive domains (knowing, applying, and reasoning). Weighted estimates, mean differences, and effect sizes (Cohen&#x2019;s d) were computed in line with IEA guidelines.</p>
                </sec>
                <sec>
                    <title>Results</title>
                    <p>South African learners performed well below the international centre point across all domains. The largest content-level gap relative to Singapore occurred in measurement and geometry, indicating persistent weaknesses in spatial reasoning. At the cognitive level, the most pronounced deficit was in the knowing domain, reflecting fragile mastery of basic facts and procedural fluency. Although performance in applying was comparatively stronger, limitations in foundational knowledge constrained progression to reasoning, particularly in non-routine problem-solving.</p>
                </sec>
                <sec>
                    <title>Conclusions</title>
                    <p>Weak foundations, underdeveloped spatial reasoning, and limited opportunities for higher-order thinking characterise early mathematics learning in South Africa. Targeted support for number fluency and geometry instruction, alongside pedagogical approaches that leverage application to scaffold reasoning, is required. Improved alignment between curriculum design, teacher development, and assessment practices is essential for advancing equitable foundational learning outcomes.</p>
                </sec>
            </abstract>
            <kwd-group kwd-group-type="author">
                <kwd>Trends in International Mathematics and Science Study (TIMSS)</kwd>
                <kwd>Mathematics Achievement</kwd>
                <kwd>Content and Cognitive Domains</kwd>
                <kwd>South Africa</kwd>
                <kwd>Singapore</kwd>
            </kwd-group>
            <funding-group>
                <funding-statement>The author(s) declared that no grants were involved in supporting this work.</funding-statement>
            </funding-group>
        </article-meta>
        <notes>
            <sec sec-type="version-changes">
                <label>Revised</label>
                <title>Amendments from Version 1</title>
                <p>This revised version of the article differs from the previously published version in several important respects. First, the methodological description has been significantly elucidated to clearly delineate the TIMSS 2023 assessment design, especially the application of the TIMSS Grade 4 mathematics assessment framework to evaluate South African learners at Grade 5 in light of curriculum alignment. This clarification strengthens the validity and transparency of the cross-national comparison with Singapore&#x2019;s Grade 4 learners. Second, the Results section has been restructured to improve analytical coherence. Results are now presented explicitly in relation to the study&#x2019;s research questions, with tables and figures used as supporting evidence rather than as entry points for interpretation. This revision enhances clarity and strengthens the logical flow of the empirical analysis. Third, the conceptual and theoretical framing has been refined to more clearly articulate the role of the TIMSS content and cognitive domains, curriculum alignment theory, and comparative analysis in interpreting learner performance patterns. The Discussion section has been lengthened to encourage more interaction with the literature and to make the findings' curriculum and teaching implications clearer. Finally, citation density and consistency have been improved throughout the manuscript to ensure that all empirical claims and interpretive statements are appropriately supported by relevant scholarly sources. Together, these revisions enhance the methodological rigour, conceptual clarity, and interpretive depth of the study while preserving its original empirical contribution.</p>
            </sec>
        </notes>
    </front>
    <body>
        <sec id="sec5" sec-type="intro">
            <title>1. Introduction</title>
            <p>Mathematics achievement at the primary school level has profound implications for learners&#x2019; future participation in education, work, and society. Basic mathematics skills support higher-order thinking, problem-solving, and lifelong learning, all of which are central to academic success and broader social participation, as consistently demonstrated in international large-scale assessment research (
                <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>; 
                <xref ref-type="bibr" rid="ref34">von Davier et al., 2024</xref>). TIMSS has become a critical assessment instrument for benchmarking mathematical learner achievement internationally, revealing how national curricula, teaching practices, and educational systems prepare learners for cognitive demands in mathematics. South Africa has participated in TIMSS since 1995 and, despite modest gains over successive cycles, continues to rank among the lowest-performing education systems internationally (
                <xref ref-type="bibr" rid="ref27">Reddy &amp; Hannan, 2019</xref>; 
                <xref ref-type="bibr" rid="ref36">Zuze et al., 2018</xref>; 
                <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>). Much of the existing research focuses on Grade 9 data, emphasising long-term learning deficits and systemic inequities (
                <xref ref-type="bibr" rid="ref19">Mensah &amp; Baidoo-Anu, 2022</xref>; 
                <xref ref-type="bibr" rid="ref27">Reddy &amp; Hannan, 2019</xref>). Far less attention has been given to the primary phase, particularly Grade 5, where learners consolidate fundamental numeracy and begin to transition from concrete to abstract reasoning. TIMSS 2023 results indicate that South African Grade 5 learners achieved an average score of 362 compared to Singapore&#x2019;s Grade 4 average of 615 (TIMSS, 2023). This 250-point gap, despite Singaporean learners being a grade lower than South African learners, signals deep foundational weaknesses in South Africa&#x2019;s education system, inclusive of mathematics education. In TIMSS 2023, while the international benchmarking grades are 4 and 8, some education systems assess an adjacent grade using the same internationally calibrated instruments when curriculum alignment indicates that the benchmark framework better matches learners&#x2019; opportunity to learn. In this study, South Africa&#x2019;s Grade 5 cohort is analysed because it was assessed using the TIMSS Grade 4 mathematics assessment instruments and framework, which supports a valid cross-national comparison with Singapore&#x2019;s Grade 4 results on the same measurement scale (
                <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>; 
                <xref ref-type="bibr" rid="ref34">von Davier et al., 2024</xref>).</p>
            <p>National assessments such as the Annual National Assessments (ANA), which is now discontinued, and systemic evaluation reports have highlighted low achievement levels in mathematics among learners, but they rarely explore 
                <italic toggle="yes">how</italic> learners perform across specific content and cognitive domains. Yet TIMSS distinguishes between three content domains (numbers, measurement and geometry, and data) and three cognitive domains (knowing, applying, and reasoning). Assessing learner achievement through these lenses allows for a diagnostic understanding of learners&#x2019; strengths and weaknesses. Research from high-performing education systems such as Singapore demonstrates that consistent curriculum alignment, spiral progression, and scaffolded teaching and learning cultivate a balanced development of knowledge, application, and reasoning skills (
                <xref ref-type="bibr" rid="ref6">Choy &amp; Dindyal, 2024</xref>; 
                <xref ref-type="bibr" rid="ref14">Low &amp; Wong, 2021</xref>; 
                <xref ref-type="bibr" rid="ref21">Morony, 2023</xref>; 
                <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>). Conversely, South African studies point to persistent challenges in geometry, reasoning, and teacher content knowledge (
                <xref ref-type="bibr" rid="ref17">Maqoqa, 2024</xref>; 
                <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>), compounded by curriculum overload and large class sizes that limit opportunities for formative assessment and conceptual engagement. Improving mathematics learner achievement therefore requires more than curriculum reform; it depends on strengthening the consistency between curriculum design and development, teacher professional development, and classroom practice. Knowing how learners interact with the content and cognitive demands offers crucial understanding of the areas that require the most instructional support and pedagogical innovation.</p>
            <p>This study addresses these gaps by analysing South African Grade 5 learners&#x2019; performances at TIMSS 2023 relative to Singaporean Grade 4 learners. It contributes in three key ways. Firstly, it focuses on the under-researched area of upper primary mathematics learning, where learners consolidate foundational numeracy and transition from concrete to more abstract mathematical reasoning. Second, it breaks down performance by content and cognitive areas to find specific patterns of strength and weakness. Third, it links these results to curriculum and pedagogical implications, proposing strategies to strengthen basic knowledge, geometry teaching, and teacher professional development. The study was guided by the following research questions:</p>
            <sec id="sec6">
                <title>1.1 Research Questions</title>
                <p>

                    <list list-type="order">
                        <list-item>
                            <label>1.</label>
                            <p>What are the patterns of performance for South Africa&#x2019;s Grade 5 learners on the TIMSS 2023 primary mathematics assessment across the content domains (number, measurement and geometry, and data), and how do these patterns compare with Singapore&#x2019;s Grade 4 learners assessed on the same TIMSS primary mathematics instrument?</p>
                        </list-item>
                        <list-item>
                            <label>2.</label>
                            <p>How do South African learners perform across the TIMSS 2023 cognitive domains (knowing, applying, and reasoning), and what specific strengths and weaknesses are revealed in comparison with Singapore?</p>
                        </list-item>
                        <list-item>
                            <label>3.</label>
                            <p>What curriculum and pedagogical implications can be drawn from the comparative analysis of domain-specific and cognitive performance to inform strategies for improving mathematics achievement in South Africa?</p>
                        </list-item>
                    </list>
                </p>
            </sec>
            <sec id="sec7">
                <title>1.2 Literature Review: Benchmarking South Africa&#x2019;s Grade 5 Results on the TIMSS Primary Mathematics Assessment against Singapore&#x2019;s Grade 4</title>
                <p>

                    <bold>Benchmarking with TIMSS 2023</bold>
                </p>
                <p>The Trends in International Mathematics and Science Study (TIMSS) is a global standard for measuring how well primary and secondary school students do in math. Singapore was consistently ranked as the top achiever, with learners assessed at Grade 4 achieving an overall average of 615 points, while South Africa, assessed at Grade 5, scored 362 points. This means that Singaporean learners who are on average a year younger still outperform South African learners by more than 250 points (
                    <xref ref-type="bibr" rid="ref34">von Davier et al., 2024</xref>). The magnitude of this achievement gap underscores the need to analyse not just overall scores but also performances across content domains (numbers, measurements, geometry, and data) and cognitive domains (knowing, applying, and reasoning) to understand how curricula and teaching practices shape outcomes.</p>
                <p>

                    <bold>Curriculum Alignment and Content Domains</bold>
                </p>
                <p>Singapore&#x2019;s mathematical curriculum is internationally recognised for its coherence and spiral structure, which involves systematically revisiting concepts at increasing levels of complexity. In TIMSS 2023, Singapore scored 613 in numbers, 619 in measurement and geometry, and 616 in data, while South Africa scored 362, 353, and 362, respectively. 
                    <xref ref-type="bibr" rid="ref17">Maqoqa (2024)</xref> and 
                    <xref ref-type="bibr" rid="ref30">Tachie (2020)</xref> reported that the largest achievement gap is in measurement and geometry (266 points), an area long identified as a &#x201c;blind spot&#x201d; in South African classrooms. These gaps suggest that South African learners struggle with reasoning and geometric domains, while Singaporean learners benefit from early exposure to concrete manipulatives, reasoning, and visual models that build conceptual skills and knowledge.</p>
                <p>

                    <bold>Cognitive Demands: Knowing, Applying, and Reasoning</bold>
                </p>
                <p>TIMSS distinguishes between three cognitive domains: knowing, applying, and reasoning. Singapore&#x2019;s Grade 4 learners achieved 624 in knowing, 615 in applying, and 609 in reasoning, whereas South Africa&#x2019;s Grade 5 learners scored 357, 366, and 363. This result reveals a profound weakness in knowing (&#x2013;267 points compared to Singapore), which reflects learners&#x2019; difficulties with knowing domains. South African learners performed slightly better in the applying domain (366) relative to their average, suggesting that when knowledge is available, learners can engage in routine applications. The reasoning domain, on the other hand, shows a persistent weakness. The result means that South African learners are not being prepared for non-routine, multi-step problem-solving tasks, which is a strong point of the Singaporean system.</p>
            </sec>
            <sec id="sec8">
                <title>1.3 Instructional and Structural Factors</title>
                <p>Several systemic factors reinforce these disparities. According to 
                    <xref ref-type="bibr" rid="ref18">Meier and West (2020)</xref>, South Africa&#x2019;s classrooms often suffer from overcrowding, with class sizes averaging over 50 learners, which hinders formative feedback and personalised support. Teacher content and pedagogical knowledge remain uneven, particularly in geometry and measurement (
                    <xref ref-type="bibr" rid="ref3">Bhagwonparsadh &amp; Pule, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>). In contrast, Singapore invests heavily in sustained teacher development, smaller class sizes, and instructional leadership, creating a conducive learning environment where consistent teaching and learning take place. Furthermore, although South Africa&#x2019;s curriculum aims for comprehensive coverage, it has faced criticism for being &#x201c;overloaded&#x201d; and not allowing adequate time for the mastery of fundamental skills (
                    <xref ref-type="bibr" rid="ref20">Milne &amp; Mhlolo, 2021</xref>). By contrast, Singapore&#x2019;s Concrete&#x2013;Pictorial&#x2013;Abstract (CPA) approach deliberately scaffolds learning so that conceptual understanding precedes abstraction, enabling positive learner achievement in higher-order reasoning (
                    <xref ref-type="bibr" rid="ref13">Leong et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref15">Lutfi &amp; Dasari, 2024</xref>).</p>
            </sec>
            <sec id="sec9">
                <title>1.4 Curriculum&#x2013;Cognitive Alignment in International Research</title>
                <p>International evidence further illustrates how disparities between curriculum objectives and classroom practices shape academic learner achievement. 
                    <xref ref-type="bibr" rid="ref35">Y&#x0131;lmaz et al. (2021)</xref> found that, while mathematics curricula emphasised reasoning, textbook activities leaned more toward application, creating a mismatch between intended and taught cognitive emphases. Similarly, 
                    <xref ref-type="bibr" rid="ref4">Bulut and Ta&#x015f;p&#x0131;nar-&#x015f;ener (2023)</xref> reported that the application domain is most frequently prioritised in the secondary mathematics curriculum, disregarding the primary mathematics curriculum, whereas the emphasis placed on knowledge and reasoning differs across grade levels. In primary schools, 
                    <xref ref-type="bibr" rid="ref24">Pertiwi and Wahidin (2020)</xref> showed that fourth-grade assessments are dominated by number-related content, with far less attention given to geometry or data activities. These results reflect TIMSS&#x2019;s framework, where knowing entails factual recall and procedural fluency, applying involves transferring knowledge to structured contexts, and reasoning requires non-routine problem-solving and critical thinking (
                    <xref ref-type="bibr" rid="ref23">Peduk &amp; Ate&#x015f;, 2019</xref>). Importantly, the study also found that content domains exert a more positive effect on mathematics learner achievement than cognitive domains. This body of research provides an explanatory lens for South Africa&#x2019;s TIMSS 2023 mathematics learner achievement. The relative strengths of South African Grade 5 learners in the application domain, alongside their persistent weaknesses in knowledge and reasoning, reflect the misalignment noted by several studies internationally, where instruction and textbooks emphasise routine application but fail to develop the basic knowledge and reasoning capacity required for learner progression. In contrast, Singapore&#x2019;s balanced curriculum and pedagogy demonstrate how alignment across content and cognitive domains fosters sustained learner achievement.</p>
            </sec>
            <sec id="sec10">
                <title>1.5 TIMSS: A Diagnostic Instrument</title>
                <p>TIMSS offers a diagnostic lens to evaluate the effectiveness of the current curriculum and teaching practices, rather than viewing the legacies of apartheid inequalities as the main reason for the ongoing poor achievement in mathematics among learners. The comparison with Singapore shows that South Africa&#x2019;s curriculum is superficially similar in content but not in cognitive expectations, especially when it comes to knowing and reasoning. This mismatch leaves learners underprepared for both academic progression and broader applications of mathematics in their everyday lives. The fact that Singapore&#x2019;s Grade 4 learners significantly outperform South Africa&#x2019;s Grade 5 learners further shows that the gap in mathematics achievement among learners is not simply attributable to learner age or exposure but to differences in curriculum coherence, cognitive scaffolding, and teacher training and development.</p>
                <p>The TIMSS 2023 results highlight not just the scale of South Africa&#x2019;s underperformance but also its domain-specific and cognitive weaknesses. While Singapore demonstrates how curriculum coherence and sustained teacher training and development can support an understanding of teaching and learning across content and cognitive domains, South Africa&#x2019;s challenges are rooted in weak foundations, gaps in geometry and measurement, and systemic barriers in teacher training, development, and the classroom environment. Addressing these challenges requires targeted curriculum reforms in early-grade numeracy, curriculum streamlining, and teacher professional development, with a particular emphasis on geometry, critical thinking (reasoning), and basic knowledge. Context-sensitive adaptations, rather than comprehensive importation of Singapore&#x2019;s model, offer a pathway for South Africa to strengthen learner trajectories in mathematics.</p>
            </sec>
            <sec id="sec11">
                <title>1.6 Conceptual Framework</title>
                <p>This study is guided by the TIMSS conceptual model, which distinguishes between mathematical content domains (numbers, measurements, geometry, and data) and cognitive domains (knowing, applying, and reasoning) (
                    <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>). Together, these dimensions provide a diagnostic lens for examining not only what learners are expected to know but also how they engage with mathematical tasks at increasing levels of cognitive demand. In light of South Africa&#x2019;s historically low mathematics achievement, this framework facilitates the identification of domain-specific deficiencies in foundational knowledge, procedural proficiency, and higher-order reasoning, which are frequently obscured by overall performance averages.</p>
                <p>The study employs curriculum alignment theory, which emphasises the coherence between curricular intentions, classroom enactment, and assessment demands, to interpret these patterns (
                    <xref ref-type="bibr" rid="ref26">Porter, 2002</xref>). International evidence from high-performing systems such as Singapore illustrates how strong alignment is achieved through a spiral curriculum that revisits mathematical concepts at progressively higher levels of complexity, supported by the Concrete&#x2013;Pictorial&#x2013;Abstract (CPA) approach that scaffolds learning from concrete representations to abstract reasoning (
                    <xref ref-type="bibr" rid="ref13">Leong et al., 2015</xref>; 
                    <xref ref-type="bibr" rid="ref15">Lutfi &amp; Dasari, 2024</xref>). In contrast, research on South African primary mathematics reveals an overloaded curriculum, limited instructional time for mastery of foundational domains, and persistent weaknesses in geometry and spatial reasoning, compounded by gaps in teacher content knowledge and pedagogical confidence (
                    <xref ref-type="bibr" rid="ref17">Maqoqa, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>). Situating South Africa&#x2019;s Grade 5 TIMSS 2023 performance against Singapore&#x2019;s Grade 4 results therefore provides a comparative curriculum lens for examining how differences in sequencing, pacing, and instructional coherence shape progression from basic knowledge to application and reasoning.</p>
                <p>To strengthen the theoretical grounding of the cognitive domains, the study further draws on Kilpatrick, Swafford, and Findell&#x2019;s framework for mathematical proficiency, which conceptualises mathematical competence as comprising five interrelated strands: conceptual understanding, procedural fluency, strategic competence, adaptive reasoning, and productive disposition (
                    <xref ref-type="bibr" rid="ref43">Kilpatrick et al., 2001</xref>). Within this framework, the TIMSS cognitive domains align closely with core strands of mathematical proficiency. The knowing domain corresponds primarily to procedural fluency and factual recall, reflecting learners&#x2019; command of basic operations and mathematical facts. The applying domain aligns with strategic competence, as it involves selecting and executing appropriate procedures in familiar problem contexts. The reasoning domain maps onto adaptive reasoning, requiring learners to justify solutions, generalise patterns, and solve non-routine problems. Interpreting TIMSS results through this lens situates learner performance within a coherent model of learning progression, where weaknesses in foundational proficiency constrain advancement toward higher-order reasoning and conceptual integration (
                    <xref ref-type="bibr" rid="ref38">Mullis &amp; Martin, 2017</xref>).</p>
                <p>The study utilises an integrative conceptual framework that amalgamates three complementary dimensions, building upon these perspectives. First, a comparative lens is employed to examine South Africa and Singapore at macro (system-level policy and curriculum design), meso (school and classroom practices), and micro (learner performance across domains) levels. Second, the TIMSS curriculum model is used to distinguish between intended, implemented, and attained curricula, as well as between content and cognitive domains (
                    <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>). Third, curriculum theory dimensions are included, such as alignment, spiral progression, CPA scaffolding (
                    <xref ref-type="bibr" rid="ref15">Lutfi &amp; Dasari, 2024</xref>), and 
                    <xref ref-type="bibr" rid="ref10">Grundy&#x2019;s (1992)</xref> product&#x2013;process&#x2013;praxis&#x2013;context typology. Together, these elements ensure that the framework is both diagnostic, by identifying specific patterns of learner strength and weakness, and explanatory, by linking observed performance to curriculum structure, instructional practices, and pedagogical coherence.</p>
                <p>
                    <xref ref-type="fig" rid="f1">
Figure 1</xref> illustrates this integrative conceptual framework, showing how comparative, curricular, and theoretical dimensions interact to guide the analysis.</p>
                <fig fig-type="figure" id="f1" orientation="portrait" position="float">
                    <label>
Figure 1. </label>
                    <caption>
                        <title>Adapted conceptual framework combining the comparative lens, TIMSS curriculum model, and curriculum theory dimensions guiding the study.</title>
                    </caption>
                    <graphic id="gr1" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194776/26b38394-7465-4fce-8202-e27edc33472d_figure1.gif"/>
                </fig>
                <p>Guided by this framework, the study&#x2019;s methodology was designed to operationalise these dimensions through a secondary analysis of the TIMSS 2023 data. The TIMSS curriculum model informed the analysis of content and cognitive domains, the comparative lens enabled benchmarking of South African Grade 5 learners against Singaporean Grade 4 learners, and curriculum theory shaped the interpretation of performance patterns in relation to alignment, learning progression, and pedagogy. The following section therefore outlines the research design, participants, data sources, analytical procedures, and ethical considerations employed in the study.</p>
            </sec>
        </sec>
        <sec id="sec12">
            <title>2. Methodology</title>
            <sec id="sec13">
                <title>2.1 Research Design</title>
                <p>This study employed a quantitative secondary data analysis design, using data from the Trends in International Mathematics and Science Study (TIMSS) 2023. This design is particularly appropriate for investigating the mathematics achievement of South African Grade 5 learners across content and cognitive domains for several reasons. First, TIMSS provides a large, internationally standardised dataset that is both rigorous in design and nationally representative, making it suitable for examining learners&#x2019; performance patterns with a high degree of reliability. Second, secondary analysis enables the use of TIMSS&#x2019;s robust psychometric procedures, including item response theory and plausible values, which strengthen the validity of inferences about learners&#x2019; achievement. Third, the TIMSS framework allows for meaningful international benchmarking, making it possible to situate South Africa&#x2019;s performance in relation to high-performing education systems such as Singapore. Guided by the TIMSS assessment framework, the analysis focused on three content domains (numbers, measurement, geometry, and data) and three cognitive domains (knowing, applying, and reasoning). This two-fold focus not only enabled a diagnostic assessment of learners&#x2019; strengths and weaknesses within the South African context but also provided comparative insights to inform curriculum and policy reform globally. Importantly, the South African sample reported here reflects the TIMSS 2023 Grade 5 administration using the Grade 4 mathematics assessment instruments and framework. The analysis therefore benchmarks Grade 5 in South Africa against Grade 4 in Singapore on an equivalent instrument, enabling comparison of performance patterns across TIMSS content and cognitive domains on the same international reporting scale (
                    <xref ref-type="bibr" rid="ref22">Mullis et al., 2020</xref>; 
                    <xref ref-type="bibr" rid="ref34">von Davier et al., 2024</xref>).</p>
            </sec>
            <sec id="sec14">
                <title>2.2 Participants</title>
                <p>The South African TIMSS 2023 primary grade sample comprised 10,424 Grade 5 learners from 285 schools who were assessed using the TIMSS Grade 4 mathematics instruments, while Singapore assessed 6,530 Grade 4 learners from 181 schools using the same Grade 4 mathematics assessment framework (
                    <xref ref-type="bibr" rid="ref9">Department of Basic Education, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref34">von Davier et al., 2024</xref>). The International Association for the Evaluation of Educational Achievement (IEA), in collaboration with Statistics Canada, used a two-stage stratified cluster sampling methodology to guarantee nationally representative estimates (
                    <xref ref-type="bibr" rid="ref29">Siegel &amp; Foy, 2024</xref>). In the first stage, schools were selected with probabilities proportional to their size, and in the second stage, intact Grade 5 classes were sampled. The stratification variables included the school sector (public or private), the language of instruction, the geographic region, socioeconomic indicators, the degree of urbanisation, and prior academic achievements (Ibid.). This rigorous design ensured that the results accurately reflect the diversity of the South African education system and provide robust population-level estimates of learner performance.</p>
            </sec>
            <sec id="sec15">
                <title>2.3 Data Collection and Analysis</title>
                <p>Data for this study were drawn from the TIMSS 2023 mathematics assessment and associated contextual background questionnaires administered to participating learners, teachers, and schools. The TIMSS mathematics achievement is reported on an internationally standardised scale with a centre point of 500 and a standard deviation of 100, enabling valid comparisons across countries and education systems. The mathematics assessment comprised 183 items distributed across three content domains, namely number (94 items), measurement and geometry (49 items), and data (40 items), as well as three cognitive domains, namely knowing (58 items), applying (85 items), and reasoning (40 items) (
                    <xref ref-type="bibr" rid="ref28">Reynolds, 2024</xref>). Each learner completed one assessment booklet, with achievement estimates derived using item response theory and reported as plausible values. This design supports reliable population-level estimation while minimising respondents&#x2019; burden (
                    <xref ref-type="bibr" rid="ref45">von Davier, 2020</xref>).</p>
                <p>The analysis focused on South Africa&#x2019;s Grade 5 results, and Singapore&#x2019;s Grade 4 performance was used as an international benchmark to contextualise domain-specific patterns of mathematics achievement. This comparison is consistent with TIMSS procedures, as both cohorts were assessed using the same Grade 4 mathematics framework and instruments, calibrated on a common international scale. Weighted descriptive statistics were computed in accordance with International Association for the Evaluation of Educational Achievement (IEA) guidelines to account for TIMSS&#x2019;s two-stage stratified cluster sampling design. Sampling weights were applied to ensure nationally representative estimates and to correct for unequal probabilities of selection and non-response, thereby reducing bias in cross-national comparisons (
                    <xref ref-type="bibr" rid="ref29">Siegel &amp; Foy, 2024</xref>). To assess differences in performance across content and cognitive domains, weighted mean scores were compared and tested for statistical significance at the 1% level to account for multiple comparisons. In addition to significance testing, effect sizes (Cohen&#x2019;s 
                    <italic toggle="yes">d</italic>) were calculated to evaluate the practical magnitude of observed differences between domains and between South Africa and Singapore. The combined use of statistical significance and effect size estimation enabled a more substantively meaningful interpretation of performance gaps, beyond reliance on mean differences alone.</p>
                <p>Although TIMSS 2023 collects extensive contextual information through learner, teacher, school, and curriculum questionnaires, the present study prioritised a diagnostic comparison of domain-specific achievement patterns. Consequently, contextual variables such as socioeconomic status, language of instruction, school resources, and teacher characteristics were not incorporated into multivariate or multilevel models in the main analysis. Instead, these variables were used interpretively in the discussion to contextualise the observed performance trends. This analytical choice reflects the study&#x2019;s primary objective, which is to identify where achievement gaps are most pronounced across content and cognitive domains rather than modelling causal relationships. Such an approach is consistent with established practices in large-scale assessment research, where descriptive diagnostics and explanatory modelling are viewed as complementary rather than competitive strategies (
                    <xref ref-type="bibr" rid="ref40">OECD, 2019</xref>; 
                    <xref ref-type="bibr" rid="ref42">Rutkowski &amp; Delandshere, 2016</xref>).</p>
                <p>To ensure appropriate estimation of statistical uncertainty, all achievement comparisons were based on the full set of TIMSS plausible values, with variance estimation conducted in line with IEA technical guidelines. Weighted means were accompanied by standard errors derived from the complex sampling design, and statistical inference was undertaken using these variance estimates. Effect sizes were reported alongside significance tests to provide an educationally meaningful interpretation of observed differences. Detailed estimates of standard errors and confidence intervals for domain-level comparisons are reported in the supplementary materials.</p>
            </sec>
            <sec id="sec16">
                <title>2.4 Ethical Considerations</title>
                <p>This study is based on secondary analysis of TIMSS 2023 restricted-use datasets provided by the IEA. The data contain no personal identifiers and were collected under strict international ethical protocols during the original administration. Because this research involved secondary analysis of anonymised data, no institutional ethics approval was required. There was no formal request to use the dataset from the IEA since the data is available in the public domain, and all analyses adhered to its guidelines for responsible data use.</p>
            </sec>
        </sec>
        <sec id="sec17" sec-type="results">
            <title>3. Results</title>
            <p>This section presents the empirical results addressing Research Questions 1 and 2. Research Question 1 examines patterns of performance across the TIMSS mathematics content domains, while Research Question 2 focuses on performance across the cognitive domains of knowing, applying, and reasoning. The Discussion section addresses Research Question 3, which pertains to curriculum and pedagogical implications.</p>
            <sec id="sec18">
                <title>3.1 Content Domain Achievement</title>
                <p>In response to Research Question 1, which examines patterns of performance across the TIMSS mathematics content domains, the analysis reveals that South African Grade 5 learners perform substantially below Singaporean Grade 4 learners in all three domains. The largest performance gap is observed in Measurement and Geometry, indicating persistent weaknesses in spatial reasoning and conceptual understanding. These patterns suggest that content-related learning gaps are systematic rather than isolated to specific mathematical topics. 
                    <xref ref-type="table" rid="T1">
Table 1</xref> reports the weighted mean scores and effect sizes for South African Grade 5 learners and Singaporean Grade 4 learners across the three TIMSS mathematics content domains.</p>
                <table-wrap id="T1" orientation="portrait" position="float">
                    <label>
Table 1. </label>
                    <caption>
                        <title>Mean Scale Scores and Effect Sizes in Mathematics Content Domains, TIMSS 2023</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Content domain</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Singapore (Grade 4)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
South Africa (Grade 5)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Gap</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Cohen&#x2019;s 
                                    <italic toggle="yes">d</italic>
</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Numbers</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">613</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">362</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">251</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.51</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Measurement &amp; Geometry</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">619</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">353</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">266</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.66</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Data</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">616</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">362</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">254</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.54</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <italic toggle="yes">Note.</italic> All estimates are weighted. Standard errors and confidence intervals were computed using TIMSS plausible values and replicate weights and are reported in the supplementary materials.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>All three domains reveal large effect sizes (
                    <italic toggle="yes">d</italic> &gt; 2.5), signifying profound disparities. The most pronounced gap lies in Measurement and Geometry (
                    <italic toggle="yes">d</italic> = 2.66), confirming that South African learners face persistent difficulties in spatial reasoning and geometric concepts.</p>
            </sec>
            <sec id="sec19">
                <title>3.2 Cognitive Domain Achievement</title>
                <p>Addressing Research Question 2, which focuses on learner performance across the TIMSS cognitive domains, the results indicate that South African learners demonstrate markedly weaker performance than their Singaporean peers in knowing, applying, and reasoning. The most pronounced disparity occurs in the knowing domain, reflecting fragile foundations in factual knowledge and procedural fluency that constrain progression toward higher-order reasoning.</p>
                <table-wrap id="T2" orientation="portrait" position="float">
                    <label>
Table 2. </label>
                    <caption>
                        <title>Mean Scale Scores and Effect Sizes in Mathematics Cognitive Domains, TIMSS 2023.</title>
                    </caption>
                    <table content-type="article-table" frame="hsides">
                        <thead>
                            <tr>
                                <th align="left" colspan="1" rowspan="1" valign="top">Cognitive domain</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Singapore (Grade 4)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
South Africa (Grade 5)</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">Gap</th>
                                <th align="left" colspan="1" rowspan="1" valign="top">
Cohen&#x2019;s 
                                    <italic toggle="yes">d</italic>
</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Knowing</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">624</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">357</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">267</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.67</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Applying</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">615</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">366</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">249</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.49</td>
                            </tr>
                            <tr>
                                <td align="left" colspan="1" rowspan="1" valign="top">Reasoning</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">609</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">363</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">246</td>
                                <td align="left" colspan="1" rowspan="1" valign="top">2.46</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <p>

                            <italic toggle="yes">Note.</italic> All estimates are weighted. Standard errors and confidence intervals were computed using TIMSS plausible values and replicate weights and are reported in the supplementary materials.</p>
                    </table-wrap-foot>
                </table-wrap>
                <p>The knowing domain shows the largest gap (
                    <italic toggle="yes">d</italic> = 2.67), underscoring fragile foundations in factual knowledge and procedural fluency. South African learners&#x2019; relatively positive achievement in applying (366) suggests that when basic knowledge is accessible, learners can engage with routine procedures. However, the consistent deficits across domains indicate that foundational gaps constrain progression to reasoning tasks, where Singaporean learners excel.</p>
            </sec>
            <sec id="sec20">
                <title>3.3 Item-Level Illustrations</title>
                <p>To further illustrate the patterns identified in response to Research Questions 1 and 2, selected released TIMSS items are used to demonstrate how differences in content and cognitive demands manifest at the item level. To illustrate the cognitive demands underlying these results, examples from released TIMSS items are useful. In the knowing domain (numbers), more than 90% of Singaporean learners were able to recall multiplication facts correctly, while fewer than 40% of South African learners were able to do the same. This indicates that there are big gaps in basic fact fluency. In the applying domain (data), routine tasks such as interpreting a simple bar chart were accessible to many South African learners, suggesting some competence with structured and familiar problems. However, in the reasoning domain (geometry), where items demanded multi-step reasoning with angles, most Singaporean learners responded correctly compared to fewer than 20% of South African learners, reflecting limited exposure to non-routine problem-solving beyond procedural recall. Collectively, these examples highlight how curriculum exposure and classroom instructional practices shape learners&#x2019; preparedness to engage with domain-specific cognitive demands.</p>
            </sec>
            <sec id="sec21">
                <title>3.4 Visualising the Gaps</title>
                <p>
                    <xref ref-type="fig" rid="f2">
Figure 2</xref> illustrates the comparative performance of South African Grade 5 and Singaporean Grade 4 learners across the three TIMSS content domains. The visualisation confirms the consistently lower achievement of South African learners, with the largest gap observed in measurement and geometry. This finding supports the tabulated results and highlights the ongoing challenges that South African learners encounter in spatial reasoning and geometric concepts. To visually reinforce the domain-specific patterns identified in response to Research Questions 1 and 2, 
                    <xref ref-type="fig" rid="f2">
Figures 2</xref> and 
                    <xref ref-type="fig" rid="f3">
3</xref> present comparative performance profiles across content and cognitive domains for South African Grade 5 and Singaporean Grade 4 learners. By presenting the disparities graphically, 
                    <xref ref-type="fig" rid="f2">
Figure 2</xref> highlights the structural nature of these weaknesses and the extent to which curriculum design and instructional practices shape domain-specific performance.</p>
                <fig fig-type="figure" id="f2" orientation="portrait" position="float">
                    <label>
Figure 2. </label>
                    <caption>
                        <title>Comparative performance of South African Grade 5 and Singaporean Grade 4 learners across TIMSS content domains (Numbers, Measurement &amp; Geometry, and Data).</title>
                    </caption>
                    <graphic id="gr2" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194776/26b38394-7465-4fce-8202-e27edc33472d_figure2.gif"/>
                </fig>
                <fig fig-type="figure" id="f3" orientation="portrait" position="float">
                    <label>
Figure 3. </label>
                    <caption>
                        <title>Comparative performance of South African Grade 5 and Singaporean Grade 4 learners across TIMSS cognitive domains (Knowing, Applying, and Reasoning).</title>
                    </caption>
                    <graphic id="gr3" orientation="portrait" position="float" xlink:href="https://f1000research-files.f1000.com/manuscripts/194776/26b38394-7465-4fce-8202-e27edc33472d_figure3.gif"/>
                </fig>
                <p>
                    <xref ref-type="fig" rid="f3">
Figure 3</xref> presents the comparative performance of South African Grade 5 and Singaporean Grade 4 learners across the TIMSS cognitive domains. The figure makes clear that the widest disparity lies in the knowing domain, where South African learners demonstrate severe deficits in foundational knowledge and procedural fluency. While relative performance in applying appears slightly positive, it remains far below international benchmarks, limiting progress to more complex reasoning. These results show how gaps in basic knowledge can lead to fewer chances for higher-order thinking. On the other hand, Singapore&#x2019;s curriculum scaffolding helps all three cognitive domains grow in a balanced way.</p>
            </sec>
            <sec id="sec22">
                <title>3.5 Summary of Results</title>
                <p>Synthesising the results addressing Research Questions 1 and 2, the results highlight three critical insights into South African learners&#x2019; mathematics achievement. First, geometry and spatial reasoning continue to represent the weakest domain, pointing to enduring structural gaps in both curriculum design and teacher preparation. Second, the severity of deficits in foundational knowledge, reflected in the knowing domain, restricts learners from progressing toward higher-order reasoning tasks. Third, although learners demonstrate relatively positive learner achievement in the applying domain, this potential remains constrained by the absence of solid basic skills and limited opportunities for reasoning skills, which prevents the development of sustained mathematical learner achievement. Collectively, these results suggest that South Africa&#x2019;s performance challenges are not incidental but rather systematic, domain-specific, and deeply embedded in pedagogical practices. In contrast, the comparison with Singapore emphasises the value of curriculum coherence and deliberate cognitive scaffolding for supporting learners&#x2019; steady progress across domains.</p>
            </sec>
        </sec>
        <sec id="sec23" sec-type="discussion">
            <title>4. Discussion</title>
            <p>This section addresses Research Question 3 by interpreting domain-specific and cognitive performance patterns in relation to curriculum alignment, pedagogy, and teacher professional development and outlining implications for improving mathematics achievement in South Africa. The TIMSS 2023 results reaffirm that South African Grade 5 learners perform substantially below the international mathematics benchmark, achieving a mean score of 362, compared with the TIMSS centre point of 500. While this overall result signals persistent systemic challenges, disaggregating achievement across content and cognitive domains provides a more diagnostic understanding of 
                <italic toggle="yes">where</italic> learning gaps emerge and 
                <italic toggle="yes">how</italic> they constrain curriculum implementation, pedagogy, and teacher preparation.</p>
            <sec id="sec10.6">
                <title>4.1 Content-Domain Patterns and Foundational Gaps</title>
                <p>At the content level, learner performance in Number and Data indicates partial competence in basic computation and routine interpretation tasks. However, performance in measurement and geometry is markedly weaker, pointing to persistent challenges in developing spatial reasoning and conceptual understanding. This pattern aligns with national and international evidence identifying geometry as a longstanding area of difficulty in South African primary classrooms, often linked to limited pedagogical content knowledge, curriculum overload, and insufficient use of visual and manipulative-based instructional strategies (
                    <xref ref-type="bibr" rid="ref17">Maqoqa, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>). Importantly, these results do not suggest an absence of instructional attention to geometry but rather a misalignment between curriculum expectations and classroom enactment. Prior studies have shown that geometry instruction in South Africa frequently emphasises procedural routines and definitions with limited opportunities for learners to explore spatial relationships, visualisation, and reasoning (
                    <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>). Strengthening geometry learning therefore requires pedagogical approaches that prioritise visualisation, contextualisation, and progressive abstraction while using both low-cost physical materials and, where feasible, digital tools to support conceptual development.</p>
            </sec>
            <sec id="sec10.7">
                <title>4.2 Cognitive-Domain Performance and Learning Progression</title>
                <p>Analysis of the cognitive domains reveals that the most pronounced weakness lies in the knowing domain, where South African learners scored substantially lower than their Singaporean counterparts (357 versus 624). This gap reflects fragile mastery of basic facts, operations, and recall skills that underpin later mathematical learning. From a learning progression standpoint, deficiencies at this fundamental level limit learners&#x2019; capacity to meaningfully engage with higher-order cognitive demands, especially in reasoning and non-routine problem- solving. Although performance in the applying domain is comparatively stronger than in knowing, this relative strength should be interpreted cautiously. The results suggest that learners are able to apply familiar procedures in structured contexts when concepts are explicitly taught, but they struggle to extend this knowledge to unfamiliar or exploratory tasks that require justification and generalisation. This pattern is consistent with research showing that application without deep conceptual grounding does not reliably translate into sustained reasoning ability (
                    <xref ref-type="bibr" rid="ref38">Mullis &amp; Martin, 2017</xref>). Consequently, the observed performance profile reflects a disrupted learning trajectory in which limited foundational fluency restricts progression toward adaptive reasoning.</p>
            </sec>
            <sec id="sec10.8">
                <title>4.3 Curriculum Alignment and Cross-National Insights</title>
                <p>The comparison with Singapore highlights the role of systemic curriculum alignment in supporting coherent learning progression. Singapore&#x2019;s curriculum is characterised by a tightly sequenced spiral structure and the use of the Concrete&#x2013;Pictorial&#x2013;Abstract (CPA) approach, which systematically scaffolds learners from concrete representations to abstract reasoning (
                    <xref ref-type="bibr" rid="ref13">Leong et al., 2015</xref>). This coherence supports sustained development across cognitive domains and reduces fragmentation between knowledge, application, and reasoning. In contrast, South Africa&#x2019;s curriculum spreads content across grades with limited instructional time for consolidation, particularly in foundational domains. As noted in previous research, this breadth-over-depth approach can undermine mastery and exacerbate cumulative learning gaps (
                    <xref ref-type="bibr" rid="ref17">Maqoqa, 2024</xref>; 
                    <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>). Consistent with Curriculum Alignment Theory (
                    <xref ref-type="bibr" rid="ref26">Porter, 2002</xref>), effective learning depends on alignment between curriculum intent, classroom practice, and assessment demands. While South African policy documents emphasise reasoning and conceptual understanding, classroom practice often remains dominated by procedural repetition, reflecting constraints related to teacher preparation, class sizes, and resource availability.</p>
            </sec>
            <sec id="sec10.9">
                <title>4.4 Interpreting Singapore as a Benchmark</title>
                <p>While Singapore&#x2019;s performance provides a valuable benchmark for examining curriculum coherence and learning progression, it is essential to recognise the contextual conditions under which it is achieved. Singapore&#x2019;s education system operates within a highly structured and competitive environment, characterised by strong central curriculum control, selective teacher recruitment, intensive professional preparation, and high societal expectations regarding academic achievement (
                    <xref ref-type="bibr" rid="ref39">Ng, 2017</xref>). These features are accompanied by early differentiation and sustained academic pressure, which, although contributing to high achievement, may also generate stress and equity concerns that are not fully captured in large-scale assessment data (
                    <xref ref-type="bibr" rid="ref44">Tan, 2018</xref>). The value of Singapore as a comparator resides not in direct policy transplantation, but in the identification of transferable principles, including curriculum coherence, focused content progression, and pedagogical scaffolding (
                    <xref ref-type="bibr" rid="ref41">Deng, 2013</xref>). For South Africa, such an approach implies selective and context-sensitive adaptation rather than wholesale adoption, taking into account systemic capacity, linguistic diversity, and resource constraints (
                    <xref ref-type="bibr" rid="ref46">Spaull &amp; Kotze, 2015</xref>).</p>
            </sec>
            <sec id="sec10.10">
                <title>4.5 Implications for Policy and Practice</title>
                <p>Taken together, the results point to a dual challenge. First, persistent weaknesses in number sense, procedural fluency, and spatial reasoning require systematic and early intervention. Second, learners&#x2019; relative strength in application offers a potential entry point for developing higher-order reasoning, provided that foundational knowledge is strengthened and instructional practices are redesigned to promote conceptual transfer. Addressing these challenges requires coordinated action across curriculum design, teacher professional development, and classroom practice. Reducing class sizes and increasing specialist support are desirable recommendations, but they may face short-term financial or political constraints. Targeted diagnostic assessment, structured small-group instruction, and school-based professional learning communities are examples of incremental strategies that provide more immediately feasible pathways for improvement.</p>
            </sec>
            <sec id="sec10.11">
                <title>4.6 Pillars for Strengthening Foundational Mathematics</title>
                <p>

                    <bold>Pillar 1: Strengthening Foundations through Diagnostic Teaching</bold>
                </p>
                <p>The pronounced deficits in the knowing domain indicate that many learners progress without secure mastery of basic mathematical foundations. Early diagnostic assessment in the foundation and intermediate phases can help identify learning gaps before they compound. Adapted support programmes, combined with teacher development in formative assessment and error analysis, can translate diagnostic information into responsive classroom practices.</p>
                <p>

                    <bold>Pillar 2: Enhancing Geometry and Spatial Reasoning</bold>
                </p>
                <p>Given the consistently poor performance in measurement and geometry, professional development should prioritise visual, experiential, and problem-based approaches to spatial reasoning. In resource-constrained contexts, locally available materials and outdoor measurement activities can provide effective entry points, supplemented over time by affordable digital visualisation tools.</p>
                <p>

                    <bold>Pillar 3: Leveraging Application to Cultivate Reasoning</bold>
                </p>
                <p>The comparatively stronger performance in applying suggests an opportunity to scaffold reasoning through contextually relevant problem-solving tasks. Supporting teachers as they design inquiry-based lessons that emphasise explanation, justification, and collaborative reasoning can help bridge the gap between application and higher-order thinking.</p>
            </sec>
            <sec id="sec10.12">
                <title>4.7 System-Level Coherence</title>
                <p>The effectiveness of these pillars depends on systemic coherence from the foundation phase through the intermediate phase. Singapore&#x2019;s experience demonstrates that sustained improvement occurs when curriculum, assessment, teacher preparation, and professional support operate in alignment. For South Africa, strengthening coherence requires integrating curriculum reform with continuous professional development, school-based mentoring, and realistic accountability mechanisms. Identifying teachers as primary agents of change is central to this process. When curriculum goals, pedagogical support, and resourcing converge, foundational mathematics education can move beyond procedural instruction toward deeper conceptual understanding, supporting more equitable learning trajectories in line with Sustainable Development Goal 4.</p>
            </sec>
        </sec>
        <sec id="sec30" sec-type="conclusion">
            <title>5. Conclusion</title>
            <p>This study examined South African Grade 5 learners&#x2019; mathematics achievement in TIMSS 2023, disaggregated by content and cognitive domains and benchmarked against Singapore&#x2019;s Grade 4 performance. Consistent with earlier research (
                <xref ref-type="bibr" rid="ref16">Mabena et al., 2021</xref>; 
                <xref ref-type="bibr" rid="ref32">Taylor, 2021</xref>), the results confirm that South Africa continues to perform substantially below international benchmarks, with pronounced weaknesses in measurement, geometry, and the knowing cognitive domain. These patterns point to enduring challenges in foundational knowledge, spatial reasoning, and curriculum coherence that constrain learners&#x2019; progression toward higher-order mathematical thinking. Importantly, the results indicate that South African learners demonstrate comparatively stronger performance in the Applying domain than in Knowing or Reasoning, suggesting an ability to use familiar procedures in routine contexts when concepts are adequately taught. This relative strength does not offset foundational deficits; it provides a potential entry point for instructional improvement by leveraging application-oriented tasks to scaffold progression toward reasoning and conceptual understanding. Interpreted through the lenses of the TIMSS framework, mathematical proficiency theory, and curriculum alignment theory, the results highlight how weaknesses in early mastery of basic skills limit advancement along learning progressions.</p>
            <p>Building on these insights, the study advances a reform agenda centred on three interrelated priorities: strengthening foundational knowledge through early diagnostic assessment and targeted catch-up support, enhancing geometry and spatial reasoning through sustained professional development focused on visualisation and conceptual teaching, and leveraging learners&#x2019; capacity for application by embedding authentic, context-based problem-solving tasks that bridge procedural fluency and higher-order reasoning. These reforms will only work if the curriculum design, teacher training, classroom practice, and assessment systems all work together. Drawing on Curriculum Alignment Theory (
                <xref ref-type="bibr" rid="ref26">Porter, 2002</xref>), meaningful improvement is most likely when the intended, implemented, and attained curricula reinforce one another. Ultimately, the results suggest that sustainable gains in mathematics achievement will not result from isolated interventions but from coordinated and context-sensitive reforms that strengthen teaching practice, support professional learning, and address systemic constraints. By aligning policy priorities with classroom realities, South Africa can move foundational mathematics instruction beyond procedural compliance toward deeper conceptual engagement, advancing equity and contributing to the achievement of Sustainable Development Goal 4 on quality education.</p>
        </sec>
        <sec id="sec31">
            <title>6. Limitations and Future Research</title>
            <p>While this study offers significant insights into Grade 5 mathematics achievement in South Africa, it is important to acknowledge several limitations. First, the analysis relied on secondary, cross-sectional data from TIMSS 2023, which precludes causal inference. Consequently, the associations identified between content and cognitive domains should be regarded as descriptive rather than causal relationships. While such evidence is valuable for diagnostic and policy-relevant comparison, it cannot on its own establish mechanisms of effect.</p>
            <p>Second, domain-specific subscales, particularly those for knowing and measurement and geometry, are based on fewer test items than the overall mathematics scale, which may reduce measurement precision. Although the use of plausible values enhances the reliability of population-level estimates, it also introduces statistical uncertainty that should be considered when interpreting effect sizes and domain-level differences.</p>
            <p>Third, the use of large-scale assessment data limits direct examination of classroom processes, instructional strategies, and learner experiences that shape achievement. Without qualitative or longitudinal evidence, it is not possible to observe how curriculum intentions are enacted in practice or how learners engage with mathematical tasks over time. Future research would benefit from mixed-methods designs that integrate TIMSS data with classroom observations, teacher interviews, and learner case studies to deepen explanatory insight.</p>
            <p>Finally, although TIMSS sampling ensures national representativeness, it may under-represent learners in marginalised or remote contexts characterised by multigrade teaching, language-of-instruction challenges, and severe resource constraints. Targeted studies and oversampling in such settings could provide a more nuanced perspective on how structural inequalities shape foundational learning trajectories.</p>
            <p>Future research should therefore extend this work through longitudinal, experimental, and design-based studies aligned with the reform framework proposed here. Such studies could evaluate the impact of early diagnostic assessment, structured catch-up programmes, and geometry-focused pedagogical interventions in low-socioeconomic contexts. By generating complementary empirical evidence, this research agenda can inform curriculum reform, teacher education, and policy innovation aimed at improving mathematics achievement and equity in South Africa.</p>
        </sec>
        <sec id="sec37">
            <title>Author Contributions</title>
            <p>The author, Mathelela Steyn Mokgwathi, is responsible for the conceptualisation, data curation, formal analysis, investigation, methodology, project administration, resources, software, supervision, validation, visualisation, and writing of the original draft, as well as the writing, review, and editing processes.</p>
        </sec>
        <sec id="sec32">
            <title>Declaration of AI Use</title>
            <p>The author affirms that no generative artificial intelligence tools (such as ChatGPT or similar models) were used to produce the academic content, analysis, or interpretations presented in this manuscript. QuillBot (premium) was employed solely for grammar and spelling checks. The author personally reviewed and edited the final manuscript and takes full responsibility for its content and conclusions.</p>
        </sec>
    </body>
    <back>
        <sec id="sec35" sec-type="data-availability">
            <title>Data Availability</title>
            <p>The data that support the results of this article are derived from the publicly accessible Trends in International Mathematics and Science Study (TIMSS) 2023 database, available through the International Association for the Evaluation of Educational Achievement (IEA) at 
                <ext-link ext-link-type="uri" xlink:href="https://timssandpirls.bc.edu">https://timssandpirls.bc.edu</ext-link>. Derived and processed data underlying the statistical analyses, including the variables used to generate the tables, figures, and descriptive statistics presented in this article, are openly available in the Zenodo repository (
                <xref ref-type="bibr" rid="ref37">Mokgwathi, 2025</xref>) at 
                <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.17379412">https://doi.org/10.5281/zenodo.17379412</ext-link>, under the 
                <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/deed.en">Creative Commons Attribution 4.0 International</ext-link> (CC BY 4.0) licence. These files include anonymised values underlying the means, standard deviations, and effect sizes, as well as detailed variable descriptions and methodological notes supporting replication of the comparative analyses between South Africa (Grade 5) and Singapore (Grade 4). No ethical approval or participant consent was required, as all data originate from secondary sources that are publicly available through the IEA TIMSS 2023 repository.</p>
            <sec id="sec36">
                <title>Extended Data</title>
                <p>Supplementary materials supporting this article are available in the Zenodo repository at 
                    <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5281/zenodo.17379412">https://doi.org/10.5281/zenodo.17379412</ext-link> (
                    <xref ref-type="bibr" rid="ref37">Mokgwathi, 2025</xref>), under the 
                    <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/deed.en">CC BY 4.0 license</ext-link>. These include:</p>
                <p>
TIMSS2023_SGvZA_Derived_Dataset.xlsx (domain-level statistics and effect sizes),</p>
                <p>
TIMSS2023_Variable_Descriptions.xlsx (variable definitions and sources), and</p>
                <p>
TIMSS2023_Supplementary_Notes.pdf (methodological documentation).</p>
            </sec>
        </sec>
        <ack>
            <title>Acknowledgements</title>
            <p>The author acknowledges the International Association for the Evaluation of Educational Achievement (IEA) for making the Trends in International Mathematics and Science Study (TIMSS) 2023 data publicly available and appreciates its continued commitment to advancing educational research globally.</p>
        </ack>
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    <sub-article article-type="reviewer-report" id="report453643">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.194776.r453643</article-id>
            <title-group>
                <article-title>Reviewer response for version 2</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Ukobizaba</surname>
                        <given-names>Fidele</given-names>
                    </name>
                    <xref ref-type="aff" rid="r453643a1">1</xref>
                    <xref ref-type="aff" rid="r453643a2">2</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0003-1502-2395</uri>
                </contrib>
                <aff id="r453643a1">
                    <label>1</label>University of Rwanda College of Education, Rwamagana, Rwanda</aff>
                <aff id="r453643a2">
                    <label>2</label>African Centre of Excellence for Innovative Teaching and Learning Mathematics and Science (ACEITLMS), University of Rwanda College of Education, Kayonza, Rwanda</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>17</day>
                <month>2</month>
                <year>2026</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2026 Ukobizaba F</copyright-statement>
                <copyright-year>2026</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport453643" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.172015.2"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The study addresses an important and timely issue, &#x201c;Closing the gap in early mathematics&#x201d;, which is commendable. However, the manuscript has several substantial concerns that should be addressed to strengthen its quality and clarity.</p>
            <p> </p>
            <p> The introduction does not clearly identify or elaborate on the specific gaps in early mathematics among South African students. As a result, the purpose and direction of the study are not sufficiently clear to the reader. The focus and motivation of the study should be made explicit earlier in the manuscript. In this regard, think about the first line of the conclusion (which may be the aim of the study), where it is written: &#x201c;This study examined South African Grade 5 learners&#x2019; mathematics achievement in TIMSS 2023, disaggregated by content and cognitive domains and benchmarked against Singapore&#x2019;s Grade 4 performance.&#x201d;</p>
            <p> </p>
            <p> The research questions are currently too broad and appear to target multiple aspects simultaneously, resulting in a lack of focus. For greater coherence and rigor, the research questions should be more specific and precisely formulated.</p>
            <p> </p>
            <p> The manuscript draws on three theoretical frameworks. This may dilute the conceptual focus of the study. The authors are encouraged to consider using one framework, or at most two that clearly complement each other, to provide a more coherent theoretical grounding.</p>
            <p> </p>
            <p> Research design raises concerns. The rationale for comparing Grade 5 South African students with Grade 4 Singaporean students is not adequately justified, as these groups are not at the same educational level. Comparisons should ideally be made between equivalent grade levels. Moreover, comparing two groups&#x2019; results alone is insufficient to identify learning gaps in mathematics. The authors should consider an alternative design or provide a stronger justification for their approach.</p>
            <p> </p>
            <p> The results section primarily reports differences in performance between the two groups (effect size) but does not clearly identify or analyze &#x201c;gaps&#x201d; in learning. Given the title, 
                <italic>&#x201c;Closing the gap in early mathematics&#x2026;,&#x201d;</italic> the manuscript should explicitly identify where the gaps exist, describe their nature, explore possible reasons for them, and suggest ways these gaps could be addressed.</p>
            <p> </p>
            <p> In the discussion section, it is written: &#x201c;This section addresses Research Question 3 by interpreting domain-specific and cognitive performance patterns in relation to curriculum alignment, pedagogy, and teacher professional development and outlining implications for improving mathematics achievement in South Africa.&#x201d; However, this section should be discussing the results in line with the research questions. Additionally, this section should more explicitly connect the findings to existing literature and prior research to situate the study within the broader scholarly conversation.</p>
            <p> </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Yes</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Partly</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>No</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>No</p>
            <p>Reviewer Expertise:</p>
            <p>Mathematics education.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment15497-453643">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>19</day>
                    <month>2</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>
                    <bold>Reviewer Comments</bold>
                </p>
                <p> 
                    <bold>Response to Comments</bold>
                </p>
                <p> </p>
                <p> The introduction does not clearly identify or elaborate on the specific gaps in early mathematics among South African students. The purpose and direction of the study are not sufficiently clear.</p>
                <p> The introduction has been revised to explicitly state the purpose of the study earlier and to clearly identify the specific achievement gaps motivating the analysis. The revised text now highlights that the largest content-domain gap occurs in Measurement and Geometry and the largest cognitive-domain gap occurs in Knowing. The study aim is explicitly articulated in the opening section, clarifying the diagnostic intent of disaggregating achievement across content and cognitive domains.</p>
                <p> </p>
                <p> The research questions are too broad and lack focus.</p>
                <p> The research questions were refined for precision and coherence. Research Questions 1 and 2 now focus specifically on content-domain and cognitive-domain profiling, while Research Question 3 is limited to curriculum and pedagogical implications derived from the empirical findings. This ensures a clear alignment between Results (RQ1 and RQ2) and Discussion (RQ3).</p>
                <p> </p>
                <p> The manuscript draws on three theoretical frameworks, which may dilute conceptual focus.</p>
                <p> The conceptual framework has been streamlined to retain two complementary frameworks: the TIMSS domain framework and Curriculum Alignment Theory (Porter, 2002). Additional theoretical layering was removed to improve conceptual clarity. Figure 1 was redesigned to reflect this streamlined structure.</p>
                <p> </p>
                <p> The rationale for comparing Grade 5 South African learners with Grade 4 Singaporean learners is not adequately justified. Comparisons should ideally be between equivalent grade levels.</p>
                <p> The methodology section now clearly explains that both cohorts were assessed using the same TIMSS Grade 4 mathematics framework and reporting scale. The comparison is instrument-equivalent rather than curriculum-equivalent. The manuscript explicitly clarifies that the design is descriptive and comparative, not causal, and is intended to benchmark performance patterns rather than infer grade-level learning differences.</p>
                <p> </p>
                <p> Comparing two groups alone is insufficient to identify learning gaps.</p>
                <p> The Results section now operationalises &#x201c;achievement gap&#x201d; explicitly as (a) deviation from the TIMSS international centre point and (b) benchmark scale-score differences with associated effect sizes. The analysis identifies the location, magnitude, and concentration of domain-specific gaps rather than merely reporting mean differences.</p>
                <p> </p>
                <p> The Results section reports effect sizes but does not clearly analyse gaps in learning.</p>
                <p> The Results section was restructured to explicitly identify where gaps exist, describe their magnitude, and distinguish between uniform underperformance and concentrated domain-specific weaknesses. Item-level illustrations were included to demonstrate how gaps manifest in foundational fluency and spatial reasoning tasks.</p>
                <p> </p>
                <p> The Discussion should more explicitly connect findings to the research questions and prior literature.</p>
                <p> The Discussion was reorganised to mirror the empirical findings and to explicitly anchor each subsection in the identified content and cognitive gaps. Connections to prior South African and international research were strengthened, and interpretations are framed within the retained theoretical structure.</p>
                <p> </p>
                <p> Is the study design appropriate and technically sound? (Reviewer indicated &#x201c;No&#x201d;)</p>
                <p> The Method section was strengthened by explicitly detailing the use of plausible values, Rubin&#x2019;s rules for combining estimates, replicate weights for variance estimation, complex sampling adjustments, and effect size interpretation. The manuscript now clearly states that the analysis is descriptive and non-causal.</p>
                <p> </p>
                <p> Are sufficient details provided to allow replication? (Reviewer indicated &#x201c;No&#x201d;)</p>
                <p> Additional methodological transparency was incorporated. The manuscript now specifies estimation procedures, variance computation methods, and reporting of confidence intervals. Derived datasets and methodological documentation have been deposited in an open-access repository to support replication.</p>
                <p> </p>
                <p> Are the conclusions adequately supported by the results? (Reviewer indicated &#x201c;No&#x201d;)</p>
                <p> The Conclusion was revised to align strictly with the empirical findings. Causal overreach was removed, reform priorities are directly grounded in identified domain-specific gaps, and claims are framed proportionately to the descriptive comparative design.</p>
            </body>
        </sub-article>
        <sub-article article-type="response" id="comment15960-453643">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>15</day>
                    <month>4</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Dear Dr Ukobizaba,</p>
                <p> </p>
                <p> I would like to thank you for your detailed and constructive feedback, which has significantly strengthened this manuscript. In this revision, I have clarified the research gap in the Introduction by explicitly identifying the limited focus on domain-specific mathematics achievement at the primary level and by stating the purpose of the study more clearly at an earlier stage. The research questions have been refined and reduced to ensure greater focus and alignment with the study design. In addition, the conceptual framework has been streamlined by adopting curriculum alignment theory as the primary analytical lens, with the TIMSS framework providing the structure for domain-level analysis.</p>
                <p> </p>
                <p> I have also strengthened the justification for comparing South African Grade 5 learners with Singaporean Grade 4 learners by explaining the use of the TIMSS Grade 4 assessment framework and ensuring comparability on a common measurement scale. The Results section has been revised to explicitly identify and analyse achievement gaps across content and cognitive domains, rather than focusing only on differences in performance.</p>
                <p> </p>
                <p> Furthermore, the Discussion section has been restructured to align directly with the research questions, remove references to the previously included third research question, and strengthen the integration of findings with existing literature. The Methods section has been expanded to provide clearer detail on analytical procedures, including the handling of plausible values, sampling weights, and variance estimation, to enhance transparency and reproducibility. Finally, the conclusion has been rewritten to ensure that it is fully supported by the findings and provides a clear and concise synthesis of the study&#x2019;s contribution.</p>
                <p> </p>
                <p> I trust that these revisions address the concerns raised and improve the overall clarity, methodological rigour, and contribution of the study.</p>
                <p> </p>
                <p> Kind regards,</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report435305">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.189692.r435305</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>O'CONNOR</surname>
                        <given-names>MARGUERITE KHAKASA MIHESO</given-names>
                    </name>
                    <xref ref-type="aff" rid="r435305a1">1</xref>
                    <role>Referee</role>
                </contrib>
                <aff id="r435305a1">
                    <label>1</label>Kenyatta University, Nairobi, Nairobi County, Kenya</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>30</day>
                <month>12</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 O'CONNOR MKM</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport435305" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.172015.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>approve-with-reservations</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>
                <bold>&#x00a0;</bold>Review&#x00a0; report</p>
            <p> Introduction</p>
            <p> The article addresses an&#x00a0;important and timely question&#x00a0;in mathematics education: domain-specific patterns of achievement in TIMSS 2023, comparing South African Grade 5 learners with Singaporean Grade 4 learners. The topic is relevant and well&#x00a0;grounded&#x00a0;providing an opportunity&#x00a0;for policy and practice impact&#x00a0;in South Africa and the wider Sub-Saharan region.</p>
            <p> The research purpose and alignment with TIMSS conceptual frameworks are quite clear.&#x00a0;Descriptive statistical analysis and accurate identification of domain-specific weaknesses&#x00a0;is evident.&#x00a0;&#x00a0;There is observed an effective use of TIMSS as an international benchmark to highlight systemic performance gaps.&#x00a0;The integration of literature from both high-performing (Singapore) and lower-performing (South Africa) systems&#x00a0;is provided in a coherent narrative that links content and cognitive deficits to curriculum and instructional factors.</p>
            <p> However several conceptual and methodological limitations&#x00a0;&#x00a0;which currently reduce the manuscript&#x2019;s rigor. have been identified. Revisions are required, particularly in theoretical framing, TIMSS-&#x00a0;specific methodology, and the depth of interpretation and contextualization.&#x00a0;Some minor corrections have also been identified for authors attention for proof reading</p>
            <p> </p>
            <p> The&#x00a0; following observations have been made and related. action points&#x00a0; suggested for consideration</p>
            <p> A): Presentation</p>
            <p> The&#x00a0;article &#x00a0;is generally well structured, articulate, and contextually grounded.&#x00a0;The introduction to the article provides a&#x00a0;clear rationale&#x00a0;for focusing on South African primary mathematics achievement using TIMSS 2023 and situates the work within persistent national under&#x00a0;performance.&#x00a0;The performance gap (- 250 points) between South African Grade 5 and Singaporean Grade 4 learners is clearly stated and framed as a&#x00a0;systemic issue rather than a purely learner-level deficit. The need to move beyond overall scores to content and cognitive domain analysis&#x00a0;is well argued and aligned with TIMSS reporting structures. In addition, the contribution of the study, especially the focus on Grade 5 as an under-researched phase&#x00a0;relative to Grade 9, is well articulated</p>
            <p> The following issues were noted in the presentation</p>
            <p> The rationale&#x00a0; of&#x00a0;benchmarking South African Grade 5 learners against Singaporean Grade 4 learners though&#x00a0; methodologically common in TIMSS is not well explained. The clarification of&#x00a0;why Singapore Grade 4 is used as a comparator is necessary . Secondly ,the article introduces and sustains a misaligned reference to Early Childhood Education (ECE). This&#x00a0;introduction at one point frames the work as focusing on
                <italic> Early Childhood Education,</italic> which is conceptually inaccurate for TIMSS Grade 5.&#x00a0;Grade 5 sits in the primary/intermediate phase, not ECE.. In addition, the conceptual rationale for the &#x00a0;theoretical framing of content and cognitive domains did not recognize frameworks such as:&#x00a0;TIMSS assessment framework, Kilpatrick et al.&#x2019;s strands of mathematical proficiency and &#x00a0;theories of cognitive demand and learning progression,. Finally, there is need to clarify &#x00a0;the research gap.&#x00a0; It is stated that Grade 5 and domain-specific analyses are under-researched, but this gap is not supported by specific citations and a brief synthesis of existing work..&#x00a0;</p>
            <p> As a result, the author is encouraged&#x00a0; to Action as follows 
                <list list-type="bullet">
                    <list-item>
                        <p>Clearly justify&#x00a0;the benchmarking of South Africa Grade 5 against Singapore Grade 4.</p>
                    </list-item>
                    <list-item>
                        <p>Remove or revise all references to ECE; and&#x00a0; use more accurate terms&#x00a0;&#x00a0;</p>
                    </list-item>
                    <list-item>
                        <p>Strengthen theoretical framing&#x00a0;by linking content and cognitive domains to recognized frameworks (e.g., mathematical proficiency, cognitive demand, learning trajectories).</p>
                    </list-item>
                    <list-item>
                        <p>Clarify the research gap&#x00a0;with citations that show the relative neglect of Grade 5 and domain-specific analyses.</p>
                    </list-item>
                    <list-item>
                        <p>Streamline the introduction&#x00a0;by reducing redundant statements and improving paragraph transitions</p>
                    </list-item>
                </list> &#x00a0;B: Study Design and Data Sources.</p>
            <p> The use of quantitative secondary analysis&#x00a0;of TIMSS 2023 data is appropriate and well aligned with the research questions. The sample sizes&#x00a0;and the&#x00a0;national representativeness&#x00a0;of the TIMSS samples justifies the generalizability of the findings. The&#x00a0;recognition of &#x00a0;TIMSS as a well-established international assessment&#x00a0;enables&#x00a0;valid cross-national comparisons. The description of the test design is broadly accurate and shows familiarity with large-scale assessment methodology.</p>
            <p> &#x00a0;The following issues were observed</p>
            <p> The &#x00a0;description of TIMSS technical procedures&#x00a0;in the article is incomplete.&#x00a0; Although TIMSS design is mentioned, the article&#x00a0;does not explicitly state how plausible values (PVs) were handled&#x00a0;in the analysis. These details will help to&#x00a0;confirm that TIMSS technical standards were followed.</p>
            <p> 
                <italic>The</italic> analysis does not explain whether or how contextual variables collected during the study (SES, language of instruction, teacher qualifications, opportunity-to-learn indicators) were used. Given TIMSS&#x2019;s strong emphasis on context, this is a missed opportunity for explanatory depth.</p>
            <p> For the psychometric and reliability considerations, there is need for&#x00a0;reference to internal consistency, While TIMSS provides validated items, secondary analyses typically reference psychometric adequacy or refer explicitly to IEA technical documentation. Inclusion of some justification of Grade-Level Comparison&#x00a0;is missing
                <italic>
                    <italic>. &#x00a0;</italic>
                </italic>A rationale for South Africa testing at Grade 5 (rather than Grade 4) for the primary cycle should be explicitly noted to strengthen the conceptual legitimacy of the comparison with Singapore Grade 4.</p>
            <p> The following action points are suggested 
                <list list-type="bullet">
                    <list-item>
                        <p>Ex
                            <italic>plicitly describe</italic>&#x00a0;the use of plausible values (number of PVs, which domains, how handled in analysis).</p>
                    </list-item>
                    <list-item>
                        <p>
                            <italic>
                                <italic>Detail the weighting strategy</italic>
                            </italic>, including sampling weights and replicate weights, and explain how the two-stage sampling structure was accounted for.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <italic>
                                <italic>Indicate whether contextual variables</italic>
                            </italic>&#x00a0;(SES, language, school resources, teacher characteristics) were included in any extended analysis; if not, explain this limitation.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <italic>
                                <italic>Reference psychometric evidence</italic>
                            </italic>&#x00a0;(e.g., IEA technical reports) to reassure readers about reliability and validity of domain scores.</p>
                    </list-item>
                    <list-item>
                        <p>
                            <italic>
                                <italic>Clarify the grade-level choice</italic>
                            </italic>&#x00a0;for South Africa and how it affects comparability with Singapore Grade 4.</p>
                    </list-item>
                </list> &#x00a0;C: Methodology and Statistical Analysis&#x00a0;The categorization of content domains&#x00a0;(Number, Measurement &amp; Geometry, Data) and cognitive domains&#x00a0;(Knowing, Applying, Reasoning) is appropriate and consistent with TIMSS.&#x00a0;The use of weighted estimates, mean differences, and effect sizes (Cohen&#x2019;s d)&#x00a0;is methodologically&#x00a0; suitable for characterizing performance gaps..&#x00a0;</p>
            <p> The following issues were observed:</p>
            <p> To avoid biased estimates, domain-level comparisons in TIMSS require appropriate PV handling and replication methods. It is not clear&#x00a0;whether the analysis uses domain-specific plausible values correctly&#x00a0;</p>
            <p> For the variance estimation and significance testing, it is does not specify whether standard errors, confidence intervals, or p-values&#x00a0;were computed.&#x00a0;Descriptive statistics without uncertainty estimates weaken inferential robustness.&#x00a0;The author had limited use of advanced modelling. The analysis is largely descriptive (means and effect sizes)..Given the richness of TIMSS data, multivariate methods&#x00a0;(e.g., regression, multilevel models, mediation with contextual variables, DIF analyses) could substantially deepen the insights. While Cohen&#x2019;s D &#x00a0;is reported, the interpretation of effect sizes&#x00a0;in context is limited. There is little discussion of what constitutes a small/medium/large effect in educational terms.,&#x00a0;</p>
            <p> Suggested action points 
                <list list-type="bullet">
                    <list-item>
                        <p>Specify analytical tools and procedures&#x00a0;used to handle PVs and weights (software, settings, treatment of domains).</p>
                    </list-item>
                    <list-item>
                        <p>Report standard errors and/or confidence intervals&#x00a0;for key estimates and clarify whether hypothesis tests were performed.</p>
                    </list-item>
                    <list-item>
                        <p>Where feasible, incorporate multivariate or multilevel analyses&#x00a0;to examine how contextual variables relate to domain-specific performance.</p>
                    </list-item>
                    <list-item>
                        <p>Interpret effect sizes&#x00a0;in educationally meaningful terms, not just numerically.</p>
                    </list-item>
                </list> D: Interpretation of Findings, Discussion, and Conclusion</p>
            <p> The discussion is comprehensive and analytically rich. Content and cognitive domain findings and linking them to curriculum, pedagogy, and systemic factors is integrated well.&#x00a0;Content-level weaknesses&#x00a0; and cognitive weaknesses are clearly interpreted and consistent with previous research .Policy and practice implications&#x00a0;including pillars of reform around foundational knowledge, geometry/spatial reasoning, and leveraging application skills to cultivate reasoning is well structured. The conclusion offers a strong synthesis, links to broader goals such as SDG 4, and emphasizes curriculum-pedagogy-assessment coherence through Curriculum Alignment Theory</p>
            <p> Issues observed included&#x00a0; the need for greater engagement with learning progression theory, to deepen the explanatory power.</p>
            <p> Some &#x00a0;claims require evidence or qualification statements such as &#x201c;procedural accuracy over conceptual exploration&#x201d; or &#x201c;curriculum spreads content thinly&#x201d; need either citation or more cautious phrasing.</p>
            <p> The claim that learners are &#x201c;stronger in applying&#x201d; requires quantification and statistical validation .</p>
            <p> ECE References&#x00a0; in this section should also be expunged and corrected .</p>
            <p> &#x00a0;To maintain academic balance, the discussion on using&#x00a0; Singapore as a model should acknowledge potential constraints such as high academic pressure, streaming, selective teacher recruitment, and cultural expectations.</p>
            <p> Some weaknesses (e.g., geometry and knowing) are repeated in multiple sections affecting&#x00a0; structure&#x00a0; &#x00a0;In Pillar(3) three&#x00a0; repetition&#x00a0; is noted, The discussion is not using empirical evidence and relies of vague quantifiers. The structure of the discussion could be sharpened with clearer subheadings and more concise phrasing.</p>
            <p> Some 
                <italic>recommendations</italic> (e.g., reducing class sizes) may be politically or financially challenging; indicating alternative or incremental strategies&#x00a0;would strengthen the practical relevance.</p>
            <p> The conclusion would benefit from a brief statement of study limitations&#x00a0;(e.g., reliance on secondary data, limited use of contextual variables, cross-sectional design) and directions for future research.</p>
            <p> Action points suggested 
                <list list-type="bullet">
                    <list-item>
                        <p>Deepen theoretical engagement&#x00a0;by explicitly drawing on mathematical proficiency and learning progression frameworks.</p>
                    </list-item>
                    <list-item>
                        <p>Support key claims with evidence&#x00a0;(citations or data) and quantify statements about &#x201c;relative strength&#x201d; in applying.</p>
                    </list-item>
                    <list-item>
                        <p>Remove or reframe ECE references, using appropriate phase terminology.</p>
                    </list-item>
                    <list-item>
                        <p>Provide a more nuanced view of Singapore, noting contextual constraints and non-transferable features.</p>
                    </list-item>
                    <list-item>
                        <p>Consolidate repeated material&#x00a0;on geometry/knowing weaknesses and improve subheadings and paragraph transitions.</p>
                    </list-item>
                    <list-item>
                        <p>Comment on feasibility&#x00a0;of policy recommendations and suggest realistic pathways or phases of implementation.</p>
                    </list-item>
                    <list-item>
                        <p>Add a short section on study limitations and future research directions</p>
                    </list-item>
                    <list-item>
                        <p>&#x00a0;replace vague quantifiers with measurable empirical evidence</p>
                    </list-item>
                </list> &#x00a0;Summary of Key Action Points for Revision</p>
            <p> 
                <italic>Conceptual and Theoretical</italic>
            </p>
            <p> Clarify the benchmarking rationale&#x00a0;(Singapore Grade 4 vs South Africa Grade 5).</p>
            <p> Correct ECE misalignment&#x00a0;and use appropriate phase terminology.</p>
            <p> Strengthen theoretical framing&#x00a0;using TIMSS, mathematical proficiency, and learning progression frameworks.</p>
            <p> Provide a more balanced portrayal of Singapore, acknowledging contextual constraints.</p>
            <p> 
                <italic>Methodological and Statistical</italic>
            </p>
            <p> Explicitly describe handling of plausible values, sampling weights, and replicate weights.</p>
            <p> Report standard errors, confidence intervals, and significance tests&#x00a0;for key comparisons.</p>
            <p> Consider multivariate or multilevel analyses&#x00a0;using contextual variables</p>
            <p> Interpret effect sizes&#x00a0;substantively, not just numerically.</p>
            <p> 
                <italic>Context and Interpretation</italic>
            </p>
            <p> Integrate contextual questionnaire data&#x00a0;(SES, language, resources, teacher factors) where possible.</p>
            <p> Link performance patterns explicitly to systemic factors&#x00a0;(teacher knowledge, curriculum pacing, language of learning and teaching)</p>
            <p> Ensure claims are evidence-based&#x00a0;and appropriately referenced.</p>
            <p> 
                <italic>Structure and Presentation&#x00a0; &gt;&gt;minor corrections</italic>
            </p>
            <p> Streamline the introduction and discussion, removing redundancy and improving coherence.</p>
            <p> Strengthen section headings and transitions&#x00a0;for easier navigation.</p>
            <p> Include tables or figures&#x00a0;with domain-specific means, SEs, and effect sizes</p>
            <p> Add a concise section on limitations and future research.</p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> </p>
            <p> &#x200b;&#x200b;&#x200b;&#x200b;&#x200b;&#x200b;</p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>Yes</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Yes</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Mathematics Education and Teacher Education</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment15167-435305">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>None</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>1</day>
                    <month>1</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>I would like to thank Reviewer 2 for the detailed and constructive feedback concerning theoretical framing, TIMSS-specific methodology, interpretation of domain-level findings, and the balance and structure of the Discussion and Conclusion. These concerns have been addressed through strengthened integration of mathematical proficiency and learning progression frameworks, expanded methodological transparency regarding plausible values and variance estimation, refined interpretation of effect sizes, removal of misaligned ECE references, and a more nuanced treatment of Singapore as a benchmark. We believe the revisions comprehensively address the issues identified.</p>
            </body>
        </sub-article>
        <sub-article article-type="response" id="comment15958-435305">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>15</day>
                    <month>4</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Dear Dr O&#x2019;Connor,</p>
                <p> </p>
                <p> I would like to thank you for your detailed and constructive feedback, which has contributed significantly to strengthening this manuscript. In this revision, I have clarified the benchmarking rationale by providing a detailed explanation of the use of the TIMSS Grade 4 framework and ensuring comparability between South African Grade 5 and Singaporean Grade 4 learners. I have also strengthened the articulation of the research gap, removed misaligned references to Early Childhood Education, and refined the theoretical framing to improve conceptual clarity.</p>
                <p> </p>
                <p> In addition, I have expanded the methodological section to provide clearer explanations of TIMSS procedures, including the handling of plausible values, sampling weights, and variance estimation, and clarified the descriptive and diagnostic focus of the study in relation to the use of contextual variables and modelling approaches. The interpretation of effect sizes has been strengthened, and claims have been revised to ensure they are appropriately supported and cautiously framed.</p>
                <p> </p>
                <p> The discussion has been revised to enhance analytical depth, reduce prescriptive elements, improve structural coherence, and better integrate the findings with existing literature, while also providing a more balanced interpretation of the Singapore comparison. A concise limitations section has also been included to reflect key design and contextual constraints.</p>
                <p> </p>
                <p> I trust that these revisions address the concerns raised and improve the overall clarity, rigour, and contribution of the study.</p>
                <p> </p>
                <p> Kind regards,</p>
            </body>
        </sub-article>
    </sub-article>
    <sub-article article-type="reviewer-report" id="report435300">
        <front-stub>
            <article-id pub-id-type="doi">10.5256/f1000research.189692.r435300</article-id>
            <title-group>
                <article-title>Reviewer response for version 1</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <name>
                        <surname>Khazanchi</surname>
                        <given-names>Rashmi</given-names>
                    </name>
                    <xref ref-type="aff" rid="r435300a1">1</xref>
                    <role>Referee</role>
                    <uri content-type="orcid">https://orcid.org/0000-0001-8601-4144</uri>
                </contrib>
                <aff id="r435300a1">
                    <label>1</label>Open University of the Netherlands, Heerlen, The Netherlands</aff>
            </contrib-group>
            <author-notes>
                <fn fn-type="conflict">
                    <p>
                        <bold>Competing interests: </bold>No competing interests were disclosed.</p>
                </fn>
            </author-notes>
            <pub-date pub-type="epub">
                <day>30</day>
                <month>12</month>
                <year>2025</year>
            </pub-date>
            <permissions>
                <copyright-statement>Copyright: &#x00a9; 2025 Khazanchi R</copyright-statement>
                <copyright-year>2025</copyright-year>
                <license xlink:href="https://creativecommons.org/licenses/by/4.0/">
                    <license-p>This is an open access peer review report distributed under the terms of the Creative Commons Attribution Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <related-article ext-link-type="doi" id="relatedArticleReport435300" related-article-type="peer-reviewed-article" xlink:href="10.12688/f1000research.172015.1"/>
            <custom-meta-group>
                <custom-meta>
                    <meta-name>recommendation</meta-name>
                    <meta-value>reject</meta-value>
                </custom-meta>
            </custom-meta-group>
        </front-stub>
        <body>
            <p>The manuscript titled 
                <italic>&#x201c;Closing the Gap in Early Mathematics: Domain and Cognitive Insights from TIMSS 2023 in South Africa and Singapore&#x201d;</italic> addresses an important topic by examining gaps in elementary-level mathematics learning through a comparison of TIMSS results from the two countries. While the study&#x2019;s focus and findings are potentially valuable, the manuscript contains several major methodological and conceptual issues that need to be addressed.</p>
            <p> The author compares TIMSS results of Grade 4 learners from Singapore with Grade 5 learners from South Africa; however, TIMSS assesses learners at Grades 4 and 8 only. The manuscript therefore needs to clarify how Grade 5 results were derived from TIMSS data and justify the rationale for benchmarking Grade 4 and Grade 5 learners. The research Question 1 may need to be revised, as TIMSS does not directly assess Grade 5 learners.</p>
            <p> Several in-text citations are missing throughout the manuscript as statement should be supported with appropriate citations. On page 3, the title of the literature review (&#x201c;Comparative analysis of South African and Singaporean Grade 5 mathematics achievement&#x201d;) requires correction and should be revised consistently throughout the paper, as it implies that the comparison is limited solely to Grade 5 mathematics achievement.</p>
            <p> In the conceptual framework section, the author introduces an integrative framework combining a comparative lens, the TIMSS curriculum model, and curriculum theory dimensions; however, the sentence presenting this framework is a paragraph long and reduces clarity. To enhance clarity, the author needs to explain the role of each framework component, articulate the directional relationships among key constructs, and strengthen the narrative link to Figure 1.</p>
            <p> In the results section, findings should be discussed in direct relation to the research questions rather than beginning with tables or figures. The discussion section would benefit from further elaboration and stronger integration with the literature reviewed earlier, as well as more explicit connections to the research questions to enhance clarity and readability.</p>
            <p> </p>
            <p>Is the work clearly and accurately presented and does it cite the current literature?</p>
            <p>Yes</p>
            <p>If applicable, is the statistical analysis and its interpretation appropriate?</p>
            <p>Partly</p>
            <p>Are all the source data underlying the results available to ensure full reproducibility?</p>
            <p>Yes</p>
            <p>Is the study design appropriate and is the work technically sound?</p>
            <p>No</p>
            <p>Are the conclusions drawn adequately supported by the results?</p>
            <p>Partly</p>
            <p>Are sufficient details of methods and analysis provided to allow replication by others?</p>
            <p>Partly</p>
            <p>Reviewer Expertise:</p>
            <p>Artificial Intelligence in Education, AI - based tutoring systems, Mathematics Achievement, Student Engagement.</p>
            <p>I confirm that I have read this submission and believe that I have an appropriate level of expertise to state that I do not consider it to be of an acceptable scientific standard, for reasons outlined above.</p>
        </body>
        <sub-article article-type="response" id="comment15145-435300">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interest</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>30</day>
                    <month>12</month>
                    <year>2025</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Dear Reviewer,</p>
                <p> Thank you for your careful reading of the manuscript and for the detailed and constructive feedback provided. I appreciate the time and scholarly attention devoted to the review, and I am grateful for the suggestions, which have been invaluable in strengthening the clarity, methodological transparency, and overall quality of the paper. I respond to each of the major points raised below.</p>
                <p> With regard to the comment concerning the comparison between Grade 4 learners in Singapore and Grade 5 learners in South Africa, I appreciate the opportunity to clarify this important methodological issue. While TIMSS is internationally benchmarked at Grades 4 and 8, it is also well documented that several participating countries, including South Africa, assess learners at Grade 5 using the Grade 4 TIMSS assessment instruments. This approach is adopted where curriculum alignment indicates that the Grade 4 framework more accurately reflects the instructional exposure of learners, a practice that parallels the assessment of Grade 9 learners using the Grade 8 TIMSS instruments in some contexts. In the revised manuscript, I will make this rationale explicit by clarifying that the South African Grade 5 learners were assessed using the standard TIMSS Grade 4 mathematics framework and instruments, thereby ensuring construct equivalence and international comparability. In response to the reviewer&#x2019;s suggestion, Research Question 1 will be refined to explicitly reflect this assessment design and to avoid any implication that TIMSS directly assesses a distinct Grade 5 framework.</p>
                <p> Concerning the observation that several in-text citations are missing, I acknowledge this limitation. A thorough review of the manuscript is currently underway to ensure that all empirical claims and theoretical statements are appropriately supported by relevant and up-to-date scholarly sources. These revisions will improve academic rigour and align with best practices in scholarly writing.</p>
                <p> Regarding the comment on the literature review title on page 3, I appreciate the reviewer&#x2019;s attention to precision in terminology. The study intentionally focuses on Grade 5 learners in South Africa, assessed using the Grade 4 TIMSS instrument, and compares their performance with Grade 4 learners in Singapore, assessed using the same framework. To avoid ambiguity, the literature review title and related headings will be revised for consistency and clarity, ensuring that they accurately reflect the comparative focus and assessment design of the study, rather than implying a narrow or exclusive emphasis on Grade 5 achievement alone.</p>
                <p> I am also grateful for the insightful feedback on the conceptual framework section. I acknowledge that the current presentation of the integrative framework is overly dense. In the revised manuscript, this section will be restructured to clearly explain the role of each component, namely the comparative education lens, the TIMSS curriculum model, and the curriculum theory dimensions. The directional relationships among the key constructs will be explicitly articulated, and the narrative will be more tightly aligned with Figure 1 to enhance conceptual coherence and reader accessibility.</p>
                <p> Finally, I appreciate the guidance regarding the results and discussion sections. In response, the results will be reorganised so that the findings are presented explicitly in relation to the research questions before introducing supporting tables and figures. The discussion section will be expanded to provide deeper engagement with the literature reviewed earlier in the manuscript and to draw clearer, more explicit links between the findings, the research questions, and the broader scholarly debates on early mathematics achievement and international benchmarking.</p>
                <p> Once again, I sincerely thank the reviewer for these constructive comments. I am confident that addressing these points will substantially strengthen the manuscript and enhance its contribution to the literature on comparative mathematics education.</p>
            </body>
        </sub-article>
        <sub-article article-type="response" id="comment15166-435300">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>None</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>1</day>
                    <month>1</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>I would like to thank Reviewer 1 for highlighting critical concerns regarding grade-level comparability, clarity of the benchmarking rationale, citation completeness, and alignment between the research questions, results, and interpretation. These issues have been carefully addressed through clarifications of TIMSS grade participation, revisions to the conceptual framing and research questions, strengthened citation support, and restructuring of the Results and Discussion sections. We believe the revised manuscript now fully addresses the raised concerns.</p>
            </body>
        </sub-article>
        <sub-article article-type="response" id="comment15957-435300">
            <front-stub>
                <contrib-group>
                    <contrib contrib-type="author">
                        <name>
                            <surname>Mokgwathi</surname>
                            <given-names>Mathelela Steyn</given-names>
                        </name>
                        <aff>Early Childhood Education, University of South Africa, Pretoria, Gauteng, South Africa</aff>
                    </contrib>
                </contrib-group>
                <author-notes>
                    <fn fn-type="conflict">
                        <p>
                            <bold>Competing interests: </bold>No competing interests</p>
                    </fn>
                </author-notes>
                <pub-date pub-type="epub">
                    <day>15</day>
                    <month>4</month>
                    <year>2026</year>
                </pub-date>
            </front-stub>
            <body>
                <p>Dear Dr Khazanchi,</p>
                <p> </p>
                <p> I would like to thank you for your constructive and insightful feedback, which has significantly strengthened this manuscript. In this revision, I have clarified the rationale for benchmarking South African Grade 5 learners with Singaporean Grade 4 learners by explicitly explaining the use of the TIMSS Grade 4 framework and ensuring measurement equivalence. I have also refined the research questions to align with the TIMSS design and streamlined the conceptual framework to improve clarity and coherence.</p>
                <p> </p>
                <p> In addition, I have strengthened the literature support throughout the manuscript, revised section headings for consistency, and restructured the Results and Discussion sections to ensure clear alignment with the research questions and stronger integration with existing literature. The conclusion has been rewritten to provide a concise synthesis fully grounded in the findings.</p>
                <p> I trust that these revisions address the concerns raised and improve the overall clarity, rigour, and contribution to the study.</p>
                <p> </p>
                <p> Kind regards,</p>
            </body>
        </sub-article>
    </sub-article>
</article>
