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      The role of cognitive and non-cognitive factors in mathematics achievement: The importance of the quality of the student-teacher relationship in middle school

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          Abstract

          There is increasing evidence that several factors, including both cognitive and non-cognitive ones, play an important role in mathematics achievement. Relatively little is known about how socio-emotional features and the quality of the student-teacher relationship correlate with mathematics achievement among adolescents in transition to middle school. The aim of the present study is to examine the role of cognitive factors (general cognitive abilities), non-cognitive factors (math anxiety and self-esteem), and the quality of the student-teacher relationship on mathematics achievement. A large sample of Italian sixth graders was evaluated upon entering middle school. The results showed that general cognitive ability was the best predictor of mathematics achievement. As regards non-cognitive factors, the level of math anxiety was effective in predicting mathematics achievement, after controlling for other measures including self-esteem and the quality of the student-teacher relationship. In particular, we found that the quality of the student-teacher relationship had an indirect influence on mathematics achievement through the mediation of math anxiety. Our findings seem to indicate that the quality of the student-teacher relationship may be related to mathematics achievement, through its effects on math anxiety. This may have important implications for practitioners and educators, as we can suggest that interventions devoted to improving the quality of the student-teacher relationship may play a positive role in both preventing math anxiety and promoting mathematics learning.

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          CHC theory and the human cognitive abilities project: Standing on the shoulders of the giants of psychometric intelligence research

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            The Nature, Effects, and Relief of Mathematics Anxiety

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                Author and article information

                Contributors
                Role: ConceptualizationRole: Data curationRole: Writing – original draft
                Role: Data curationRole: Formal analysisRole: MethodologyRole: Writing – review & editing
                Role: ConceptualizationRole: Data curationRole: MethodologyRole: SupervisionRole: Writing – review & editing
                Role: InvestigationRole: Supervision
                Role: ConceptualizationRole: Project administrationRole: SupervisionRole: Writing – review & editing
                Role: Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                20 April 2020
                2020
                : 15
                : 4
                : e0231381
                Affiliations
                [1 ] Department of Education, Psychology, Communication, University of Bari Aldo Moro, Bari, Italy
                [2 ] Department of Education, DISFOR University of Genoa, Genoa, Italy
                [3 ] Department of Developmental Psychology and Socialization, University of Padova, Padova, Italy
                University of Westminster, UNITED KINGDOM
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                Author information
                http://orcid.org/0000-0002-7575-7783
                Article
                PONE-D-19-22129
                10.1371/journal.pone.0231381
                7170247
                32310988
                334d7687-47e2-4c6d-93c0-fb0dbbed64e0
                © 2020 Semeraro et al

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

                History
                : 19 August 2019
                : 23 March 2020
                Page count
                Figures: 3, Tables: 3, Pages: 22
                Funding
                The author(s) received no specific funding for this work.
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