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Lau NTT, Ansari D, Sokolowski HM. Unraveling the interplay between math anxiety and math achievement. Trends Cogn Sci 2024:S1364-6613(24)00190-6. [PMID: 39147645 DOI: 10.1016/j.tics.2024.07.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Revised: 07/16/2024] [Accepted: 07/18/2024] [Indexed: 08/17/2024]
Abstract
A robust association exists between math anxiety and math achievement, with higher levels of anxiety correlating with lower achievement. Understanding this relationship is crucial due to the importance of math proficiency at individual and societal levels. In this review, we explore two prominent theories: Reduced Competency Theory, which suggests that initial low math achievement leads to math anxiety, and Processing Efficiency Theory, which suggests that math anxiety impairs performance by diverting cognitive resources. While these theories are supported by empirical evidence, they do not fully explain the mediators linking math anxiety and achievement. We propose 'math avoidance' as a critical mediator, suggesting that avoidance behaviors, formed through conditioning, create a feedback loop that exacerbates math anxiety and reduces proficiency.
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Affiliation(s)
- Nathan T T Lau
- Department of Psychology, University of Western Ontario, London, ON, Canada.
| | - Daniel Ansari
- Department of Psychology, University of Western Ontario, London, ON, Canada
| | - H Moriah Sokolowski
- Department of Psychology, Toronto Metropolitan University, Toronto, ON, Canada; Rotman Research Institute, Baycrest Hospital, Toronto, ON, Canada.
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2
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Pelegrina S, Martín-Puga ME, Lechuga MT, Justicia-Galiano MJ, Linares R. Role of executive functions in the relations of state- and trait-math anxiety with math performance. Ann N Y Acad Sci 2024; 1535:76-91. [PMID: 38598473 DOI: 10.1111/nyas.15140] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
The detrimental effect of math anxiety on math performance is thought to be mediated by executive functions. Previous studies have primarily focused on trait-math anxiety rather than state-math anxiety and have typically examined a single executive function rather than comprehensively evaluating all of them. Here, we used a structural equation modeling approach to concurrently determine the potential mediating roles of different executive functions (i.e., inhibition, switching, and updating) in the relationships between both state- and trait-math anxiety and math performance. A battery of computer-based tasks and questionnaires were administered to 205 university students. Two relevant results emerged. First, confirmatory factor analysis suggests that math anxiety encompassed both trait and state dimensions and, although they share substantial variance, trait-math anxiety predicted math performance over and above state-math anxiety. Second, working memory updating was the only executive function that mediated the relationship between math anxiety and math performance; neither inhibition nor switching played mediating roles. This calls into question whether some general proposals about the relationship between anxiety and executive functions can be extended specifically to math anxiety. We also raise the possibility that working memory updating or general cognitive difficulties might precede individual differences in math anxiety.
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Affiliation(s)
| | | | | | | | - Rocío Linares
- Department of Psychology, University of Jaén, Jaén, Spain
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3
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Luo R, Zhang A, Wang Y, Li H, Xu Y, Guo K, Si J. Math attitudes and math anxiety predict students' perception of teacher support in primary school, but not vice versa. BRITISH JOURNAL OF EDUCATIONAL PSYCHOLOGY 2024; 94:6-21. [PMID: 37496095 DOI: 10.1111/bjep.12628] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Accepted: 07/13/2023] [Indexed: 07/28/2023]
Abstract
BACKGROUND Both teacher support and math attitudes have been identified as associated with math anxiety in primary school children. However, little is known about how they are interrelated longitudinally. AIMS The study was designed to examine the associations among perceived teacher support, math attitudes, and math anxiety in Chinese primary school students. SAMPLE The sample included 1802 students (56.16% boys) initially in the third and fourth grades in two public schools in China. METHODS A three-year cross-lagged panel design was conducted to examine the associations among perceived teacher support, math attitudes, and math anxiety. Moreover, a multigroup analysis was used to examine whether the associations varied by gender. RESULTS There were reciprocal associations over time between math attitudes and math anxiety. Meanwhile, both math attitudes and math anxiety significantly predicted perceived teacher support one year later, but not vice versa. Further, the association between T1 math anxiety and T3 perceived teacher support was mediated by T2 math attitudes; the association between T1 math attitudes and T3 perceived teacher support, on the other hand, was mediated by T2 math anxiety. Moreover, there were no significant gender differences in these associations. CONCLUSIONS Math anxiety and math attitudes objectively affected each other, and both of them significantly predicted later perceived teacher support, but not vice versa. This study demonstrates that children are not merely passive recipients of environmental influences and offers theoretical guidance for intervention practices that aim to reduce the risk of math anxiety.
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Affiliation(s)
- Ruifan Luo
- School of Psychology, Shandong Normal University, Jinan, China
| | - Aoxue Zhang
- School of Mental Health, Jining Medical University, Jining, China
| | - Yangyang Wang
- School of Psychology, Shandong Normal University, Jinan, China
| | - Hongxia Li
- School of Psychology, Shandong Normal University, Jinan, China
| | - Yanli Xu
- School of Psychology, Shandong Normal University, Jinan, China
| | - Kaiyue Guo
- School of Psychology, Shandong Normal University, Jinan, China
| | - Jiwei Si
- School of Psychology, Shandong Normal University, Jinan, China
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4
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Piccirilli M, Lanfaloni GA, Buratta L, Ciotti B, Lepri A, Azzarelli C, Ilicini S, D’Alessandro P, Elisei S. Assessment of math anxiety as a potential tool to identify students at risk of poor acquisition of new math skills: longitudinal study of grade 9 Italian students. Front Psychol 2023; 14:1185677. [PMID: 37519365 PMCID: PMC10376798 DOI: 10.3389/fpsyg.2023.1185677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2023] [Accepted: 07/03/2023] [Indexed: 08/01/2023] Open
Abstract
Introduction Numerous international educational institutions have sounded the alarm about the gradual increase in the number of students failing to achieve a sufficient level of proficiency in mathematical abilities. Thus, the growing interest in identifying possible solutions and factors interfering with learning seems justified. In recent years, special attention has accrued to the possible role played by emotional factors. Methods In the present investigation, students in the first grade of a technical vocational secondary school are followed to assess the influence of math anxiety (MA) on the development of skill acquisition in calculus. A math skills assessment test is administered on two occasions, at the beginning and end of the school year. Results Results highlighted that the score on the anxiety scale, administered at the beginning of the year, negatively correlated with the score obtained on the mathematics test, administered at the end of the school year: the higher the level of anxiety, the worse the performance. Furthermore, the score obtained in the second administration makes it possible to divide the students tested into two groups: students who improved their performance and students who did not benefit at all from repeating the test. In these two groups, an analysis of the relationships between the outcome of the end-of-year mathematics test and the level of MA at the beginning of the year showed that MA correlates negatively with performance only in students who will fail to acquire new expertise in mathematics over the course of the school year. Discussion The results suggest that MA may interfere with the smooth development of math skills. Assessing the level of MA at the beginning of the school year could prove to be a useful tool in identifying which and how many students are at risk of failing to achieve the skills expected from the usual course of instruction. A consideration of anxiety as one of the variables at play in the genesis of learning difficulties may prompt educators to modify teaching methodology and strategies by increasing focus on the impact of the emotional dimension on learning.
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Affiliation(s)
| | | | - Livia Buratta
- Department of Philosophy, Social Sciences and Education, University of Perugia, Perugia, Italy
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5
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Geary DC, Hoard MK, Nugent L, Ünal ZE, Greene NR. Sex Differences and Similarities in Relations Between Mathematics Achievement, Attitudes, and Anxiety: A Seventh-to-Ninth Grade Longitudinal Study. JOURNAL OF EDUCATIONAL PSYCHOLOGY 2023; 115:767-782. [PMID: 37928445 PMCID: PMC10624155 DOI: 10.1037/edu0000793] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2023]
Abstract
There are consistent correlations between mathematics achievement, attitudes, and anxiety, but the longitudinal relations among these constructs are not well understood nor are sex differences in these relations. To address this gap, mathematics achievement, attitudes, and anxiety were longitudinally assessed for 342 (169 boys) adolescents from 7th to 9th grade, inclusive, and Latent Growth Curve Models were used to assess the relations among these traits and developmental change in them. Spatial abilities (7th, 8th grade) and trait anxiety (8th, 9th grade) were also assessed and used for control for sex differences in these traits. Overall, boys had stronger spatial abilities and more positive mathematics attitudes and were less anxious than girls, but there were no sex differences in mathematics achievement. Across grades, mathematics achievement improved, attitudes became less positive, and anxiety increased for both boys and girls. Higher than average cross-grade growth in mathematics achievement mitigated boys' developmental declines in mathematics attitudes and increases in anxiety. Girls with strong spatial abilities had lower mathematics anxiety, but girls overall maintained higher mathematics anxiety and less positive mathematics attitudes relative to boys, even when they showed strong cross-grade gains in mathematics achievement. The study demonstrated that longitudinal gains in mathematics are associated with cross-grade changes in attitudes and anxiety but with several different developmental patterns for boys and girls.
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Kim J, Shin YJ, Park D. Peer network in math anxiety: A longitudinal social network approach. J Exp Child Psychol 2023; 232:105672. [PMID: 37003154 DOI: 10.1016/j.jecp.2023.105672] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Revised: 02/28/2023] [Accepted: 02/28/2023] [Indexed: 04/03/2023]
Abstract
Regardless of age, math anxiety (i.e., adverse affective reactions in situations involving math) is associated with lower math achievement. Previous studies have investigated the role of adult figures (e.g., parents, teachers) in the development of children's math anxiety. However, given the importance of peer relationships during adolescence, we examined friendship selection and social influence on children's math anxiety using longitudinal peer network analyses. Throughout the academic semester, we found that children became more similar to their peers in math anxiety levels but did not form new peer networks based on their levels of math anxiety. These findings highlight the importance of peers' emotional reactions to math, which could influence future academic achievement and career aspirations considerably.
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Affiliation(s)
- Jingu Kim
- Radboud University, 6525 XZ Nijmegen, The Netherlands; Busan National University of Education, Yeonje-gu, Busan 47503, South Korea
| | - Yun-Jeong Shin
- Seoul National University, Gwanak-gu, Seoul 08826, South Korea
| | - Daeun Park
- Sungkyunkwan University, Jongno-gu, Seoul 03063, South Korea.
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7
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Balducci M. Linking gender differences with gender equality: A systematic-narrative literature review of basic skills and personality. Front Psychol 2023; 14:1105234. [PMID: 36874846 PMCID: PMC9978710 DOI: 10.3389/fpsyg.2023.1105234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 01/27/2023] [Indexed: 02/18/2023] Open
Abstract
There is controversy regarding whether gender differences are smaller or larger in societies that promote gender equality highlighting the need for an integrated analysis. This review examines literature correlating, on a national level, gender differences in basic skills-mathematics, science (including attitudes and anxiety), and reading-as well as personality, to gender equality indicators. The aim is to assess the cross-national pattern of these differences when linked to measures of gender equality and explore new explanatory variables that can shed light on this linkage. The review was based on quantitative research relating country-level measures of gender differences to gender equality composite indices and specific indicators. The findings show that the mathematics gender gap from the PISA and TIMMS assessments, is not linked to composite indices and specific indicators, but gender differences are larger in gender-equal countries for reading, mathematics attitudes, and personality (Big Five, HEXACO, Basic Human Values, and Vocational Interests). Research on science and overall scores (mathematics, science, and reading considered together) is inconclusive. It is proposed that the paradox in reading results from the interrelation between basic skills and the attempt to increase girls' mathematics abilities both acting simultaneously while the paradox in mathematics attitudes might be explained by girls being less exposed to mathematics than boys. On the other hand, a more nuanced understanding of the gender equality paradox in personality is advanced, in which a gene-environment-cultural interplay accounts for the phenomenon. Challenges for future cross-national research are discussed.
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Affiliation(s)
- Marco Balducci
- Department of Social Research, University of Turku, Turku, Finland
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8
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Danan Y, Ashkenazi S. The influence of sex on the relations among spatial ability, math anxiety and math performance. Trends Neurosci Educ 2022; 29:100196. [PMID: 36470623 DOI: 10.1016/j.tine.2022.100196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 11/04/2022] [Accepted: 11/05/2022] [Indexed: 11/15/2022]
Abstract
BACKGROUND A large body of research has found stronger math anxiety in females and suggests that inferior spatial abilities (or attributes towards spatial abilities) in females compared to males are the origin of sex differences in math anxiety. PURPOSE To fully explore the complex relationship among math anxiety, spatial abilities, math performance and sex differences, the current study examined spatial skills, working memory skills, math anxiety, and self-efficacy as predictors of math performance. BASIC PROCEDURES Participating in the study were 89 undergraduate Israeli students (44 males and 45 females). MAIN FINDINGS The result showed sex differences in a few domains: math anxiety was higher in females compared to males, males outperformed females in number line performance and spatial skills. The relationships among spatial abilities, math performance, and math anxiety were stronger in males than in females. By contrast, the relationship between math self-efficacy and performance was stronger in females compared to males. CONCLUSIONS This finding demonstrated fundamental differences between the sexes, even with similar performances in curriculum-based assessments.
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Affiliation(s)
- Yehudit Danan
- The Seymour Fox School of Education, The Hebrew University of Jerusalem, Israel, Mount Scopus
| | - Sarit Ashkenazi
- The Seymour Fox School of Education, The Hebrew University of Jerusalem, Israel, Mount Scopus.
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9
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Macchione AL, Sacco DF, Brown M, Keefer LA. Company and perceiver characteristics influencing willingness to invest in female‐versus male‐led start‐up companies in STEM and non‐STEM fields. JOURNAL OF APPLIED SOCIAL PSYCHOLOGY 2022. [DOI: 10.1111/jasp.12904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Alicia L. Macchione
- School of Psychology The University of Southern Mississippi Hattiesburg Mississippi USA
| | - Donald F. Sacco
- School of Psychology The University of Southern Mississippi Hattiesburg Mississippi USA
| | - Mitch Brown
- Department of Psychological Science University of Arkansas Fayetteville Arkansas USA
| | - Lucas A. Keefer
- School of Psychology The University of Southern Mississippi Hattiesburg Mississippi USA
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10
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Carvalho MRS, Barbosa de Carvalho AH, Paiva GM, Andrade Jorge CDC, Dos Santos FC, Koltermann G, de Salles JF, Moeller K, Maia de Oliveira Wood G, Haase VG. MAOA-LPR polymorphism and math anxiety: A marker of genetic susceptibility to social influences in girls? Ann N Y Acad Sci 2022; 1516:135-150. [PMID: 35765118 DOI: 10.1111/nyas.14814] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Math anxiety (MA) seems to result from an interaction of genetic vulnerability with negative experiences learning mathematics. Although mathematics achievement does not substantially differ between the sexes, MA levels are usually higher in girls. Molecular genetic markers of MA vulnerability have been seldom explored. This article examines the contribution of the monoamine oxidase A gene (MAOA) to MA and to sex differences in MA. Five hundred and sixty-eight third to fifth graders were genotyped for the MAOA-LPR polymorphism (a repetitive element in MAOA promoter that has been associated with MAOA enzymatic activity), and assessed on general cognitive ability, mathematics achievement, and the cognitive and affective dimensions of MA. MAOA-LPR genotypes were classified as high (MAOA-H) or low (MAOA-L) according to their predicted enzymatic activity. Mixed models controlling for effects of school, sex, general cognitive ability, and mathematics achievement were evaluated. The best fitting model included school, math achievement, sex, MAOA-LPR, and the MAOA-LPR by sex interaction. This indicated that under the MAOA-H dominant model, anxiety toward mathematics interacted with the MAOA genotype: girls with an MAOA-L genotype exhibited higher levels of MA, with a small but significant effect. The association between MAOA-L genotype and MA in girls may represent an example of developmental plasticity.
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Affiliation(s)
- Maria Raquel Santos Carvalho
- Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.,Programa de Pós-graduação em Genética, Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - André Henrique Barbosa de Carvalho
- Programa de Pós-graduação em Genética, Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Giulia Moreira Paiva
- Programa de Pós graduação em Neurociências, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Carolina de Castro Andrade Jorge
- Programa de Pós-graduação em Genética, Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Fernanda Caroline Dos Santos
- Programa de Pós-graduação em Genética, Departamento de Genética, Ecologia e Evolução, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Gabriella Koltermann
- Programa de Pós-graduação em Psicologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Jerusa Fumagalli de Salles
- Programa de Pós-graduação em Psicologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil.,Departamento de Psicologia do Desenvolvimento e da Personalidade, Instituto de Psicologia, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil
| | - Korbinian Moeller
- Centre for Mathematical Cognition, Loughborough University, Loughborough, UK.,Leibniz-Institut fuer Wissensmedien, Tuebingen, Germany.,LEAD Graduate School & Research Network, University of Tuebingen, Tuebingen, Germany.,Individual Differences and Adaptive Education Centre, Frankfurt am Main, Germany
| | | | - Vitor Geraldi Haase
- Programa de Pós graduação em Neurociências, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.,Departamento de Psicologia, Faculdade de Filosofia e Ciências Humanas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil.,Programa de Pós-graduação em Psicologia: Cognição e Comportamento, Faculdade de Filosofia e Ciências Humanas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
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11
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Kaufmann L, Ninaus M, Weiss EM, Gruber W, Wood G. Self-efficacy matters: Influence of students' perceived self-efficacy on statistics anxiety. Ann N Y Acad Sci 2022; 1514:187-197. [PMID: 35619040 DOI: 10.1111/nyas.14797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Statistical knowledge is a key competency for psychologists in order to correctly interpret assessment outcomes. Importantly, when learning statistics (and its mathematical foundations), self-efficacy (defined as an individual's belief to successfully accomplish specific performance attainments) is a central predictor of students' motivation to learn, learning engagement, and actual achievement. Therefore, it is crucial to gain a better understanding of students' self-efficacy for statistics and its interrelations with statistics anxiety and students' belief in the relevance of statistics. Here, we present results showing development and validation of a self-assessment questionnaire for examining self-efficacy for statistics in psychology students (Self-Efficacy for Learning Statistics for Psychologists, SES-Psy). Upon using different methodological approaches, we demonstrate that the SES-Psy questionnaire has (1) sound psychometric properties, and within our sample of university students, (2) a robust latent structure disclosing three clearly distinctive profiles that are characterized by a complex and nonlinear interplay between perceived self-efficacy (for basic and advanced statistics), statistics anxiety, and students' belief in the relevance of statistics. Implications for educational settings and future research are discussed.
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Affiliation(s)
- Liane Kaufmann
- Institute of Psychology, University of Innsbruck, Innsbruck, Austria
| | - Manuel Ninaus
- Institute of Psychology, University of Innsbruck, Innsbruck, Austria.,Institute of Psychology, University of Graz, Graz, Austria
| | - Elisabeth M Weiss
- Institute of Psychology, University of Innsbruck, Innsbruck, Austria
| | - Walter Gruber
- Institute of Psychology, University of Salzburg, Salzburg, Austria
| | - Guilherme Wood
- Institute of Psychology, University of Graz, Graz, Austria
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12
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van de Weijer-Bergsma E, Van Luit JEH, Moeller K. Sex differences in the association of math achievement with visual-spatial and verbal working memory: Does the type of math test matter? Br J Psychol 2022; 113:798-819. [PMID: 35352335 PMCID: PMC9544364 DOI: 10.1111/bjop.12562] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Accepted: 03/16/2022] [Indexed: 12/01/2022]
Abstract
Previous research on sex differences in mathematical achievement shows mixed findings, which have been argued to depend on types of math tests used and the type of solution strategies (i.e., verbal versus visual‐spatial) these tests evoke. The current study evaluated sex differences in (a) performance (development) on two types of math tests in primary schools and (b) the predictive value of verbal and visual‐spatial working memory on math achievement. Children (N = 3175) from grades 2 through five participated. Visual‐spatial and verbal working memory were assessed using online computerized tasks. Math performance was assessed five times during two school years using a speeded arithmetic test (math fluency) and a word problem test (math problem solving). Results from Multilevel Multigroup Latent Growth Modeling, showed that sex differences in level and growth of math performance were mixed and very small. Sex differences in the predictive value of verbal and visual‐spatial working memory for math performance suggested that boys seemed to rely more on verbal strategies than girls. Explanations focus on cognitive and emotional factors and how these may interact to possibly amplify sex differences as children grow older.
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Affiliation(s)
- Eva van de Weijer-Bergsma
- Department of Pedagogical and Educational Sciences, Faculty of Social and Behavioral Sciences, Utrecht University, TC Utrecht, The Netherlands
| | - Johannes E H Van Luit
- Department of Pedagogical and Educational Sciences, Faculty of Social and Behavioral Sciences, Utrecht University, TC Utrecht, The Netherlands
| | - Korbinian Moeller
- Centre for Mathematical Cognition, School of Science, Loughborough University, Loughborough, UK.,Leibniz-Institut für Wissensmedien, Tübingen, Germany.,LEAD Graduate School and Research Network, University of Tübingen, Tübingen, Germany
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13
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Finell J, Sammallahti E, Korhonen J, Eklöf H, Jonsson B. Working Memory and Its Mediating Role on the Relationship of Math Anxiety and Math Performance: A Meta-Analysis. Front Psychol 2022; 12:798090. [PMID: 35126249 PMCID: PMC8811497 DOI: 10.3389/fpsyg.2021.798090] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 12/28/2021] [Indexed: 12/03/2022] Open
Abstract
It is well established that math anxiety has a negative relationship with math performance (MP). A few theories have provided explanations for this relationship. One of them, the Attentional Control Theory (ACT), suggests that anxiety can negatively impact the attentional control system and increase one's attention to threat-related stimuli. Within the ACT framework, the math anxiety (MA)-working memory (WM) relationship is argued to be critical for math performance. The present meta-analyses provides insights into the mechanisms of the MA-MP relation and the mediating role of WM. Through database searches with pre-determined search strings, 1,346 unique articles were identified. After excluding non-relevant studies, data from 57 studies and 150 effect sizes were used for investigating the MA-MP correlation using a random-effects model. This resulted in a mean correlation of r = -0.168. The database search of WM as a mediator for the MA-MP relation revealed 15 effects sizes leading to a descriptive rather than a generalizable statistic, with a mean indirect effect size of -0.092. Overall, the results confirm the ACT theory, WM does play a significant role in the MA-MP relationship.
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Affiliation(s)
- Jonatan Finell
- Department of Applied Educational Science, Umeå University, Umeå, Sweden
| | - Ellen Sammallahti
- Faculty of Education and Welfare Studies, Åbo Akademi University, Vaasa, Finland
| | - Johan Korhonen
- Faculty of Education and Welfare Studies, Åbo Akademi University, Vaasa, Finland
| | - Hanna Eklöf
- Department of Applied Educational Science, Umeå University, Umeå, Sweden
| | - Bert Jonsson
- Department of Applied Educational Science, Umeå University, Umeå, Sweden
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14
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Levine SC, Pantoja N. Development of children’s math attitudes: Gender differences, key socializers, and intervention approaches. DEVELOPMENTAL REVIEW 2021. [DOI: 10.1016/j.dr.2021.100997] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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15
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Becker M, Litkowski EC, Duncan RJ, Schmitt SA, Elicker J, Purpura DJ. Parents' math anxiety and mathematics performance of pre-kindergarten children. J Exp Child Psychol 2021; 214:105302. [PMID: 34624707 DOI: 10.1016/j.jecp.2021.105302] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2020] [Revised: 09/01/2021] [Accepted: 09/08/2021] [Indexed: 10/20/2022]
Abstract
Prior research demonstrates that individuals' math anxiety may be negatively related to their mathematics performance. However, little research has examined how caregivers' math anxiety is associated with children's mathematics performance prior to kindergarten. The purpose of this study was to investigate the relation between parents' math anxiety and the change in children's mathematics performance during the preschool year. Participants were 310 preschool-age children (155 female; 4.12-5.78 years of age, M = 5.20 years, SD = 0.29). Structural equation modeling results demonstrated that parents' math anxiety was significantly negatively related to change in children's mathematics performance during the pre-kindergarten year when controlling for fall mathematics performance and demographics. Moreover, multigroup path analyses revealed that this association did not differ for male versus female children.
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16
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Geary DC, Hoard MK, Nugent L. Boys' visuospatial abilities compensate for their relatively poor in-class attentive behavior in learning mathematics. J Exp Child Psychol 2021; 211:105222. [PMID: 34242897 DOI: 10.1016/j.jecp.2021.105222] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Revised: 05/18/2021] [Accepted: 06/05/2021] [Indexed: 10/20/2022]
Abstract
The mathematics and reading achievement of 322 adolescents (159 boys) was assessed in seventh and eighth grades, as were their intelligence, working memory, and spatial abilities. Their seventh- and eighth-grade mathematics and English language arts teachers reported on their in-class attentive behavior. The latter emerged as an important predictor of achievement, but more so for mathematics than for reading. Boy were less attentive in classroom settings than girls (d = -.34) and performed better than expected in mathematics given their level of engagement in the classroom. Boys' better-than-expected mathematics achievement was related to advantages on visuospatial measures (ds = .28-.56), which fully mediated a sex difference in mathematics (ds = .27-.28) but not in reading achievement, with control of in-class attentive behavior. The results suggest that boys' advantages in visuospatial skills compensate for lower levels of classroom engagement in the learning of mathematics but not in reading competencies.
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Affiliation(s)
- David C Geary
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA.
| | - Mary K Hoard
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Lara Nugent
- Department of Psychological Sciences, University of Missouri, Columbia, MO 65211, USA
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Geary DC, Hoard MK, Nugent L, Scofield JE. In-Class Attention, Spatial Ability, and Mathematics Anxiety Predict Across-Grade Gains in Adolescents' Mathematics Achievement. JOURNAL OF EDUCATIONAL PSYCHOLOGY 2021; 113:754-769. [PMID: 34211237 DOI: 10.1037/edu0000487] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Identifying meaningful cognitive and non-cognitive predictors of mathematical competence is critical for developing targeted interventions for students struggling with mathematics. Here, 317 students' short-term verbal memory, verbal and visuospatial working memory, complex spatial abilities, intelligence, and mathematics attitudes and anxiety were assessed, and their teachers reported on their attentive-behavior in seventh-grade mathematics classrooms. Bayesian regression models revealed that complex spatial abilities and in-class attention were the most plausible predictors of seventh-grade mathematics, but not word reading, achievement, controlling for prior achievement. These results were confirmed with multilevel models that revealed interactions between these factors and prior achievement. The largest gains were among students with strong mathematical competencies in sixth-grade, and average or better in-class attention in seventh-grade as well as above average spatial abilities. High mathematics anxiety was associated with lower attention and through this indirectly influenced achievement gains. These results have implications for how to best target interventions for students at risk for long-term difficulties with mathematics.
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Li H, Zhang A, Zhang M, Huang B, Zhao X, Gao J, Si J. Concurrent and longitudinal associations between parental educational involvement, teacher support, and math anxiety: The role of math learning involvement in elementary school children. CONTEMPORARY EDUCATIONAL PSYCHOLOGY 2021. [DOI: 10.1016/j.cedpsych.2021.101984] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Scofield JE, Hoard MK, Nugent L, LaMendola JV, Geary DC. Mathematics Clusters Reveal Strengths and Weaknesses in Adolescents' Mathematical Competencies, Spatial Abilities, and Mathematics Attitudes. JOURNAL OF COGNITION AND DEVELOPMENT 2021; 22:695-720. [PMID: 34899073 PMCID: PMC8659379 DOI: 10.1080/15248372.2021.1939351] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Pre-algebra mathematical competencies were assessed for a large and diverse sample of sixth graders (n = 1,926), including whole number and fractions arithmetic, conceptual understanding of equality and fractions magnitudes, and the fractions number line. The goal was to determine if there were clusters of students with similar patterns of pre-algebra strengths and weaknesses and if variation between clusters was related to mathematics attitudes, anxiety, or for a subsample (n = 342) some combination of intelligence, working memory, or spatial abilities. Critically, strengths and weaknesses were not uniform across the three identified clusters. Lower-performing students had pronounced deficits in their understanding of mathematical equality, fractions magnitudes, and the fractions number line. Higher-performing students had particular advantages in whole number and fractions arithmetic, and the fractions number line. Students could be reliably placed into clusters based on their mathematics self-efficacy and a combination of intelligence and spatial abilities. The results contribute to our understanding of key aspects of students' mathematical development, highlight areas in need of intervention for at-risk students, and identify cognitive areas in which scaffolds might be incorporated into these interventions.
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An examination of gender differences in spatial skills and math attitudes in relation to mathematics success: A bio-psycho-social model. DEVELOPMENTAL REVIEW 2021. [DOI: 10.1016/j.dr.2021.100963] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Abstract
Strong foundational skills in mathematical problem solving, acquired in early childhood, are critical not only for success in the science, technology, engineering, and mathematical (STEM) fields but also for quantitative reasoning in everyday life. The acquisition of mathematical skills relies on protracted interactive specialization of functional brain networks across development. Using a systems neuroscience approach, this review synthesizes emerging perspectives on neurodevelopmental pathways of mathematical learning, highlighting the functional brain architecture that supports these processes and sources of heterogeneity in mathematical skill acquisition. We identify the core neural building blocks of numerical cognition, anchored in the posterior parietal and ventral temporal-occipital cortices, and describe how memory and cognitive control systems, anchored in the medial temporal lobe and prefrontal cortex, help scaffold mathematical skill development. We highlight how interactive specialization of functional circuits influences mathematical learning across different stages of development. Functional and structural brain integrity and plasticity associated with math learning can be examined using an individual differences approach to better understand sources of heterogeneity in learning, including cognitive, affective, motivational, and sociocultural factors. Our review emphasizes the dynamic role of neurodevelopmental processes in mathematical learning and cognitive development more generally.
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Affiliation(s)
- Vinod Menon
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, California, USA
- Department of Neurology and Neurological Sciences, Stanford University School of Medicine, Stanford, California, USA
- Stanford Neuroscience Institute, Stanford University School of Medicine, Stanford, California, USA
- Symbolic Systems Program, Stanford University School of Medicine, Stanford, California, USA
| | - Hyesang Chang
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, California, USA
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Geary DC, Hoard MK, Nugent L, Ünal ZE, Scofield JE. Comorbid Learning Difficulties in Reading and Mathematics: The Role of Intelligence and In-Class Attentive Behavior. Front Psychol 2020; 11:572099. [PMID: 33312148 PMCID: PMC7701335 DOI: 10.3389/fpsyg.2020.572099] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 10/21/2020] [Indexed: 11/25/2022] Open
Abstract
The goal was to identify the domain-general cognitive abilities and academic attitudes that are common and unique to reading and mathematics learning difficulties that in turn will have implications for intervention development. Across seventh and eighth grade, 315 (155 boys) adolescents (M age = 12.75 years) were administered intelligence, verbal short-term and working memory, and visuospatial memory, attention, and ability measures, along with measures of English and mathematics attitudes and mathematics anxiety. Teachers reported on students' in-class attentive behavior. A combination of Bayesian and multi-level models revealed that intelligence and in-class attentive behavior were common predictors of reading accuracy, reading fluency, and mathematics achievement. Verbal short-term memory was more critical for reading accuracy and fluency, whereas spatial ability and mathematics self-efficacy were more critical for mathematics achievement. The combination of intelligence and in-class attentive behavior discriminated typically achieving students from students with comorbid (D = 2.44) or mathematics (D = 1.59) learning difficulties, whereas intelligence, visuospatial attention, and verbal short-term memory discriminated typically achieving students from students with reading disability (D = 1.08). The combination of in-class attentive behavior, verbal short-term memory, and mathematics self-efficacy discriminated students with mathematics difficulties from their peers with reading difficulties (D = 1.16). Given the consistent importance of in-class attentive behavior, we conducted post hoc follow-up analyses. The results suggested that students with poor in-class attentive behavior were disengaging from academic learning which in turn contributed to their risk of learning difficulties.
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Affiliation(s)
- David C. Geary
- Department of Psychological Sciences, Interdisciplinary Neuroscience, University of Missouri, Columbia, MO, United States
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Scammacca N, Fall AM, Capin P, Roberts G, Swanson E. Examining Factors Affecting Reading and Math Growth and Achievement Gaps in Grades 1-5: A Cohort-Sequential Longitudinal Approach. JOURNAL OF EDUCATIONAL PSYCHOLOGY 2020; 112:718-734. [PMID: 33071312 DOI: 10.1037/edu0000400] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Despite focused efforts, achievement gaps remain a problem in the America's education system, especially those between students from higher and lower income families. Continued work on reducing these gaps benefits from an understanding of students' reading and math growth from typical school instruction and how growth differs based on initial proficiency, grade, and demographic characteristics. Data from 5,900 students in Grades 1-5 tested in math and reading at six points across two years were analyzed using cohort-sequential latent growth curve models to determine longitudinal growth patterns. Results indicated that students with low initial proficiency grew more quickly than students with higher proficiency. However, after two school years their achievement remained below average and well below that of students with higher initial proficiency. Demographic characteristics had small but significant effects on initial score and growth rates.
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Affiliation(s)
- Nancy Scammacca
- The Meadows Center for Preventing Educational Risk, The University of Texas at Austin
| | - Anna-Mária Fall
- The Meadows Center for Preventing Educational Risk, The University of Texas at Austin
| | - Philip Capin
- The Meadows Center for Preventing Educational Risk, The University of Texas at Austin
| | - Greg Roberts
- The Meadows Center for Preventing Educational Risk, The University of Texas at Austin
| | - Elizabeth Swanson
- The Meadows Center for Preventing Educational Risk, The University of Texas at Austin
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Moliner L, Alegre F. Peer Tutoring Effects on Students' Mathematics Anxiety: A Middle School Experience. Front Psychol 2020; 11:1610. [PMID: 32848996 PMCID: PMC7403438 DOI: 10.3389/fpsyg.2020.01610] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2020] [Accepted: 06/15/2020] [Indexed: 11/13/2022] Open
Abstract
In this research the effects of reciprocal peer tutoring on students' mathematics anxiety levels were examined. A pretest posttest with control group design was used at a public middle school in Spain. A total of 420 students in 7th, 8th, and 9th grades participated in the study, of which 215 were female and 205 were male. Students were randomly assigned and equally distributed by course grade (140 in each course grade) and experimental condition (210 in the experimental group and 210 in the control group). Quantitative data were gathered using the Mathematics Anxiety Scale developed by Chiu and Henry (1990). Qualitative information was gathered during eight focus group sessions that were held with students. Two main factors were analyzed using the quantitative and qualitative information: mathematics learning anxiety and mathematics evaluation anxiety. Results were analyzed by gender and course grade. Statistically significant improvements were reported for both male and female students in the experimental group and for each course grade for both factors. No statistically significant differences were reported for students in the control group in any case. A moderate effect size was reported for mathematics evaluation anxiety (Hedge's g = 0.42), and a large effect size was reported for mathematics learning anxiety (Hedge's g = 0.84). Information obtained from the focus groups was consistent with the reported quantitative results. The main conclusion is that peer tutoring may be very beneficial for reducing middle school students' mathematics anxiety, regardless of their gender or grade.
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Affiliation(s)
- Lidón Moliner
- Department of Education, Jaume I University, Castellón de la Plana, Spain
| | - Francisco Alegre
- Department of Didactics of Mathematics, University of Valladolid, Valladolid, Spain
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Wang Z, Rimfeld K, Shakeshaft N, Schofield K, Malanchini M. The longitudinal role of mathematics anxiety in mathematics development: Issues of gender differences and domain-specificity. J Adolesc 2020; 80:220-232. [PMID: 32199102 DOI: 10.1016/j.adolescence.2020.03.003] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2019] [Revised: 03/05/2020] [Accepted: 03/09/2020] [Indexed: 11/27/2022]
Abstract
INTRODUCTION Mathematics anxiety (MA) is an important risk factor hindering the development of confidence and capability in mathematics and participation in the science, technology, engineering, and mathematics workforce. The aim of the present study is to further our understanding of these relations in adolescence by adopting a threefold approach. First, we adopted a longitudinal design to clarify the temporal order in the developmental relations between (a) MA and mathematics achievement and (b) MA and mathematics self-perceived ability. Second, we investigated whether the developmental relations between MA and mathematics achievement/self-perceived ability differed between boys and girls. Finally, we explored the domain-specificity of MA by examining its role in foreign language (L2) learning. METHODS Data were collected from 1043 Italian high school students. Students reported their anxiety, self-perceived ability, and school achievement in mathematics and L2 over two separate waves, one semester apart. RESULTS Using multi-group cross-lagged panel analyses, we found that (a) mathematics achievement predicted MA longitudinally, whereas MA did not predict subsequent mathematics achievement; (b) there was a negative reciprocal relation between MA and mathematics self-perceived ability in male, but not female students; and (c) there were longitudinal relations between MA and L2 achievement and self-perceived ability above and beyond L2 anxiety. CONCLUSIONS These findings support the deficit view of the developmental relation between MA and mathematics achievement, highlight high school male students as a vulnerable group evincing vicious transactions between high anxiety and low self-efficacy in mathematics, and reveal the importance of internal cross-domain comparison processes in MA development.
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Affiliation(s)
- Zhe Wang
- Department of Human Development and Family Studies, Texas Tech University, Lubbock, TX, USA.
| | - Kaili Rimfeld
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Nicholas Shakeshaft
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Kerry Schofield
- Social, Genetic, and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Margherita Malanchini
- School of Biological and Chemical Sciences, Queen Mary University of London, London, UK.
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