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Poole BJ, Phillips NL, Killer BL, Gilmore C, Lah S. Mathematics Skills in Epilepsy: A Systematic Review and Meta-Analysis. Neuropsychol Rev 2024; 34:598-636. [PMID: 37490196 PMCID: PMC11166774 DOI: 10.1007/s11065-023-09600-8] [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: 12/03/2022] [Accepted: 05/25/2023] [Indexed: 07/26/2023]
Abstract
Mathematics incorporates a broad range of skills, which includes basic early numeracy skills, such as subitizing and basic counting to more advanced secondary skills including mathematics calculation and reasoning. The aim of this review was to undertake a detailed investigation of the severity and pattern of early numeracy and secondary mathematics skills in people with epilepsy. Searches were guided by the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) statement. Twenty adult studies and 67 child studies were included in this review. Overall, meta-analyses revealed significant moderate impairments across all mathematics outcomes in both adults (g= -0.676), and children (g= -0.593) with epilepsy. Deficits were also observed for specific mathematics outcomes. For adults, impairments were found for mathematics reasoning (g= -0.736). However, two studies found that mathematics calculation was not significantly impaired, and an insufficient number of studies examined early numeracy skills in adults. In children with epilepsy, significant impairments were observed for each mathematics outcome: early numeracy (g= -0.383), calculation (g= -0.762), and reasoning (g= -0.572). The gravity of impairments also differed according to the site of seizure focus for children and adults, suggesting that mathematics outcomes were differentially vulnerable to the location of seizure focus.
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Affiliation(s)
- Belinda J Poole
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia
| | - Natalie L Phillips
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia
| | - Brittany L Killer
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia
| | - Camilla Gilmore
- Centre for Mathematical Cognition, Loughborough University, Loughborough, UK
| | - Suncica Lah
- School of Psychology, University of Sydney, Sydney, NSW, 2006, Australia.
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2
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Chen MF, Chen YC, Zuo PY, Hou HT. Design and evaluation of a remote synchronous gamified mathematics teaching activity that integrates multi-representational scaffolding and a mind tool for gamified learning. EDUCATION AND INFORMATION TECHNOLOGIES 2023:1-27. [PMID: 37361748 PMCID: PMC10037408 DOI: 10.1007/s10639-023-11708-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 03/01/2023] [Indexed: 06/28/2023]
Abstract
Gamified learning is an instructional strategy that motivates students to learn, and the use of multiple representations assists learning by promoting students' thinking and advanced mathematical problem-solving skills. In particular, emergency distance learning caused by the COVID-19 pandemic may result in a lack of motivation and effectiveness in learning. This study designed an online gamified learning activity incorporating multi-representational scaffolding and compared the differences in the learning achievement and motivation for the gamified activity and general synchronous distance learning. In addition, for the group that conducted the gamified learning activity, we measured the participants' flow, anxiety, and emotion during the activity. A total of 36 high school students participated in the experiment. The results indicated that the gamified learning activity was not significantly effective in terms of enhancing learning achievement. In terms of learning motivation, a significant decrease in motivation was found for the group using general synchronous learning, while a significant increase in motivation was found for the group using synchronous gamified learning. This indicates that despite the negative impact of the pandemic on learning, gamified learning still enhances students' learning motivation. The results of flow, anxiety, and emotion showed that the participants had a positive and engaged experience. Participants provided feedback that the multi-representational scaffolding facilitates learning.
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Affiliation(s)
- Mei-Fen Chen
- Graduate Institute of Applied Science and Technology, National Taiwan University of Science and Technology, #43 Keelung Road, Section 4, Taipei, Taiwan
| | - Yu-Chi Chen
- Graduate Institute of Applied Science and Technology, National Taiwan University of Science and Technology, #43 Keelung Road, Section 4, Taipei, Taiwan
| | - Pei-Ying Zuo
- Graduate Institute of Applied Science and Technology, National Taiwan University of Science and Technology, #43 Keelung Road, Section 4, Taipei, Taiwan
| | - Huei-Tse Hou
- Graduate Institute of Applied Science and Technology, National Taiwan University of Science and Technology, #43 Keelung Road, Section 4, Taipei, Taiwan
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3
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Cosso J, Finders JK, Duncan RJ, Schmitt SA, Purpura DJ. The home numeracy environment and children's math skills: The moderating role of parents' math anxiety. J Exp Child Psychol 2023; 227:105578. [PMID: 36403295 DOI: 10.1016/j.jecp.2022.105578] [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: 09/20/2021] [Revised: 10/10/2022] [Accepted: 10/11/2022] [Indexed: 11/18/2022]
Abstract
Evidence suggests that parents' math anxiety moderates the association between parents' help in mathematics homework and first graders' mathematics skills. Understanding whether similar associations are evident in younger children, in regard to the home numeracy environment (HNE) is essential, given that early math skills are strong predictors of later academic outcomes, and children's skills prior to kindergarten are fostered principally by their parents. Thus, the purpose of this study was to examine the association and interaction between the HNE and parents' math anxiety related to preschool children's numeracy performance. Participants were 121 parent-child dyads. Results from hierarchical multiple regression models demonstrated that parents' math anxiety and the HNE, included as separate predictors of children's math skills, were not statistically significant. However, the interaction between HNE and parents' math anxiety was statistically significant, such that the positive association between HNE and children's numeracy skills emerged when parents felt less anxious about math. These findings highlight the importance of accounting for parents' math anxiety when exploring the home influences on children's numeracy skills.
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Affiliation(s)
- Jimena Cosso
- Department of Educational Psychology, Counseling, and Special Education, The Pennsylvania State University, University Park, PA, 16803, USA.
| | - Jennifer K Finders
- Human Development and Family Studies, College of Health and Human Sciences, Purdue University, West Lafayette, IN, USA
| | - Robert J Duncan
- Human Development and Family Studies, College of Health and Human Sciences, Purdue University, West Lafayette, IN, USA
| | | | - David J Purpura
- Human Development and Family Studies, College of Health and Human Sciences, Purdue University, West Lafayette, IN, USA
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4
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Demedts F, Reynvoet B, Sasanguie D, Depaepe F. Unraveling the role of math anxiety in students' math performance. Front Psychol 2022; 13:979113. [PMID: 36438325 PMCID: PMC9682958 DOI: 10.3389/fpsyg.2022.979113] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 09/21/2022] [Indexed: 09/23/2023] Open
Abstract
Math anxiety (MA; i.e., feelings of anxiety experienced when being confronted with mathematics) can have negative implications on the mental health and well-being of individuals and is moderately negatively correlated with math achievement. Nevertheless, ambiguity about some aspects related to MA may prevent a fathomed understanding of this systematically observed relationship. The current study set out to bring these aspects together in a comprehensive study. Our first focus of interest was the multi-component structure of MA, whereby we investigated the relationship between state- and trait-MA and math performance (MP) and whether this relation depends on the complexity of a math task. Second, the domain-specificity of MA was considered by examining the contribution of general anxiety (GA) and MA on MP and whether MA also influences the performance in non-math tasks. In this study, 181 secondary school students aged between 16 and 18 years old were randomly presented with four tasks (varying in topic [math/non-math] and complexity [easy/difficult]). The math task was a fraction comparison task and the non-math task was a color comparison task, in which specific indicators were manipulated to develop an easy and difficult version of the tasks. For the first research question, results showed a moderate correlation between state- and trait-MA, which is independent of the complexity of the math task. Regression analyses showed that while state-MA affects MP in the easy math task, it is trait-MA that affects MP in the difficult math task. For the second research question, a high correlation was observed between GA and MA, but regression analyses showed that GA is not related to MP and MA has no predictive value for performance in non-math tasks. Taken together, this study underscores the importance of distinguishing between state and trait-MA in further research and suggests that MA is domain-specific.
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Affiliation(s)
- Febe Demedts
- Centre for Instructional Psychology and Technology, KU Leuven, Leuven, Belgium
- IMEC Research Group ITEC, KU Leuven, Leuven, Belgium
| | | | | | - Fien Depaepe
- Centre for Instructional Psychology and Technology, KU Leuven, Leuven, Belgium
- IMEC Research Group ITEC, KU Leuven, Leuven, Belgium
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5
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Weissgerber SC, Grünberg C, Neufeld L, Steppat T, Reinhard MA. The interplay of math anxiety and math competence for later performance. SOCIAL PSYCHOLOGY OF EDUCATION 2022. [DOI: 10.1007/s11218-022-09700-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
AbstractMath anxiety’s negative effects on performance are well-documented. The interplay of math anxiety and mathematical competence regarding later performance is underexplored. We investigated whether math anxiety’s detrimental effects on learning depend on previous mathematical competence. Hypothesizing a moderation effect, we expected that trait math anxiety should affect pupils of higher competence to a greater extent than pupils with lesser competence. Based on 8th graders in secondary school, we found the expected interaction of math anxiety and math competence (represented by previous math grade) predicting performance three months later. The interaction of math anxiety and math competence on later performance remained despite controlling for math self-concept and gender (and previous topic-specific performance). The moderation showed differential slopes for the effects of math competence on later performance depending on trait math anxiety: At lower competence levels, math anxiety played a lesser role than for higher competence levels. Later performance was lowest for more competent pupils with higher math anxiety relative to their peers with similar competence levels but lower math anxiety. Although the data imply directionality, our design cannot imply causality. Nevertheless, one interpretation of the results is in line with the notion of greater performance losses over time for more competent pupils with higher levels of math anxiety: the learning progress may be aggravated for those, who have the prerequisite in ability to advance their performance. The optimal development of math capabilities may be compromised by math anxiety; good math abilities and low math anxiety may both be prerequisites for long-term learning success.
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Students’ Mathematics Anxiety at Distance and In-Person Learning Conditions during COVID-19 Pandemic: Are There Any Differences? An Exploratory Study. EDUCATION SCIENCES 2022. [DOI: 10.3390/educsci12060379] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The COVID-19 pandemic has caused unprecedented changes in the educational system, requiring students to continually switch between distance and in-person learning conditions. Recent studies have revealed that students experienced severe levels of anxiety in the COVID-19 period. Considering the close relationship that has always linked anxiety to mathematics, the present study explores the differences in the anxiety levels of students towards mathematics during distance or in-person school learning. During the second wave of COVID-19, 405 students, recruited from twelve middle schools of Catania province (Italy), completed an online version of the MeMa questionnaire, answering each item twice and imagining themselves to be, respectively, in distance and in-person learning conditions. The items explored generalized school anxiety, learning and evaluation mathematics anxiety, mental states, and the metacognitive awareness associated with mathematical tasks. The results showed a minor state of anxiety experienced during distance learning. However, the students who preferred to learn mathematics in person revealed less mathematics anxiety and better mental states and metacognitive awareness; the same results were found in those who reported higher math marks and who preferred scientific subjects. It seems that math anxiety is not one of the various flaws that are imputed to distance learning. Our findings encourage a reflection on possible interventions to reduce students’ anxiety by working on motivation and dysfunctional beliefs.
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7
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Cosso J, Ellis A, O'Rear CD, Zippert EL, Schmitt SA, Purpura DJ. Conceptualizing the factor structure of parents' math anxiety and associations with children's mathematics skills. Ann N Y Acad Sci 2022; 1511:119-132. [PMID: 35030639 DOI: 10.1111/nyas.14736] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 11/09/2021] [Accepted: 11/24/2021] [Indexed: 11/28/2022]
Abstract
There is a growing literature examining the association between parents' math anxiety and children's mathematics skills. Previous research has considered parents' math anxiety as a unidimensional construct that primarily focused on parents' experiences doing mathematics themselves. However, this research did not account for parents' experiences when doing mathematics with their children. Thus, there were two goals of the present study: (1) to identify the structure of parents' math anxiety when considering context-dependent situations, and (2) to determine whether parental math anxiety was related to children's early numeracy skills. We conducted a series of confirmatory factor analyses using a sample of 155 preschool children (Mage = 4.20 years, SD = 0.71; 51% female). The best fitting model of parents' math anxiety was a bifactor model, suggesting that parents' math anxiety was best conceptualized as a multidimensional construct. However, structural equation models showed parent math anxiety was not a significant predictor of children's numeracy performance. These findings provide a foundation for understanding parents' math anxiety as multidimensional and raise questions about potential mechanisms that may explain prior work finding mixed relations between math anxiety and children's numeracy performance.
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Affiliation(s)
- Jimena Cosso
- Department of Educational Studies, College of Education, Purdue University, West Lafayette, Indiana
| | - Alexa Ellis
- Human Development and Family Studies, Purdue University, West Lafayette, Indiana
| | - Connor D O'Rear
- Human Development and Family Studies, Purdue University, West Lafayette, Indiana
| | - Erica L Zippert
- Human Development and Family Studies, Purdue University, West Lafayette, Indiana
| | - Sara A Schmitt
- Human Development and Family Studies, Purdue University, West Lafayette, Indiana
| | - David J Purpura
- Human Development and Family Studies, Purdue University, West Lafayette, Indiana
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8
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Quintero M, Hasty L, Li T, Song S, Wang Z. A multidimensional examination of math anxiety and engagement on math achievement. BRITISH JOURNAL OF EDUCATIONAL PSYCHOLOGY 2021; 92:955-973. [PMID: 34957545 DOI: 10.1111/bjep.12482] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 12/11/2021] [Indexed: 11/29/2022]
Abstract
BACKGROUND Math anxiety (MA) and math achievement are generally negatively associated. AIMS This study investigated whether and how classroom engagement behaviors mediate the negative association between MA and math achievement. SAMPLE Data were drawn from an ongoing longitudinal study that examines the roles of affective factors in math learning. Participants consisted of 207 students from 4th through 6th grade (50% female). METHODS Math anxiety was measured by self-report using the Mathematics Anxiety Scale for Children (Chiu & Henry, 1990, Measurement and valuation in Counseling and Development, 23, 121). Students self-reported their engagement in math classrooms using a modified version of the Math and Science Engagement Scale (Wang et al., 2016, Learning and Instruction, 43, 16). Math achievement was assessed using the Applied Problem, Calculations, and Number Matrices subtests from the Woodcock-Johnson IV Tests of Achievement (Schrank et al., 2014, Woodcock-Johnson IV Tests of Achievement. Riverside). Mediation analyses were conducted to examine the mediating role of classroom engagement in the association between MA and math achievement. RESULTS Students with higher MA demonstrated less cognitive-behavioral and emotional engagement compared to students with lower MA. Achievement differences among students with various levels of MA were partly accounted for by their cognitive-behavioral engagement in the math classroom. CONCLUSIONS Overall, students with high MA exhibit avoidance patterns in everyday learning, which may act as a potential mechanism for explaining why high MA students underperform their low MA peers.
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Affiliation(s)
| | | | - Tianyu Li
- Texas Tech University, Lubbock, Texas, USA
| | | | - Zhe Wang
- Texas Tech University, Lubbock, Texas, USA
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9
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Moustafa AA, Al-Emadi AA, Megreya AM. The Need to Develop an Individualized Intervention for Mathematics Anxiety. Front Psychol 2021; 12:723289. [PMID: 34744889 PMCID: PMC8563601 DOI: 10.3389/fpsyg.2021.723289] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Accepted: 09/07/2021] [Indexed: 11/29/2022] Open
Affiliation(s)
- Ahmed A Moustafa
- School of Psychology, Western Sydney University, Sydney, NSW, Australia.,Department of Human Anatomy and Physiology, The Faculty of Health Sciences, University of Johannesburg, Johannesburg, South Africa
| | - Ahmed A Al-Emadi
- Department of Psychological Sciences, College of Education, Qatar University, Doha, Qatar
| | - Ahmed M Megreya
- Department of Psychological Sciences, College of Education, Qatar University, Doha, Qatar
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10
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Co-development of math anxiety, math self-concept, and math value in adolescence: The roles of parents and math teachers. CONTEMPORARY EDUCATIONAL PSYCHOLOGY 2021. [DOI: 10.1016/j.cedpsych.2021.102016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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11
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Commodari E, La Rosa VL. General academic anxiety and math anxiety in primary school. The impact of math anxiety on calculation skills. Acta Psychol (Amst) 2021; 220:103413. [PMID: 34537471 DOI: 10.1016/j.actpsy.2021.103413] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2020] [Revised: 08/23/2021] [Accepted: 09/02/2021] [Indexed: 11/15/2022] Open
Abstract
Some academic subjects, such as math, produce negative feelings, influencing achievement. Math anxiety interferes with processing math-related or number-related information and tasks in ordinary life and academic situations. It differs from general academic anxiety that involves all the academic situations, independently by the specificity of the study subject. Further, it is possible to identify two correlated dimensions of math anxiety which may considerably interfere with math performance: anxiety related to learning mathematics and that experienced during tests. This study investigated the relationship between general academic anxiety, math anxiety, and calculation skill in schoolchildren (N = 204). Results showed that math anxiety was negatively associated with calculation performance in schoolchildren. More specifically, anxiety for math tests correlated negatively with numerical knowledge, calculation accuracy, and calculation speed, while anxiety for learning math correlated negatively with written calculation scores. These findings have a great educational interest. Indeed, calculation skills are central in school and daily life so teachers should recognize math anxiety precociously and promote educational interventions to control it.
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Affiliation(s)
- Elena Commodari
- Department of Educational Sciences, University of Catania, Catania, Italy
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12
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Numbers (but not words) make math anxious individuals sweat: Physiological evidence. Biol Psychol 2021; 165:108187. [PMID: 34492332 DOI: 10.1016/j.biopsycho.2021.108187] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 08/30/2021] [Accepted: 09/01/2021] [Indexed: 11/21/2022]
Abstract
The study aimed to determine the specificity of math anxiety by measuring physiological arousal to the presentation of numerical and non-numerical stimuli. It also investigated whether math and trait anxieties share similar behavioral and physiological manifestations. Fifty-two female university students performed an experimental task including simple or complex arithmetical equations and math-related or neutral words. Participants' electrodermal activity (skin conductance response) was monitored during the task. Math and trait anxieties were measured using common explicit questionnaires. Results showed math anxiety levels were significantly related to physiological arousal during the performance of complex numerical tasks. Importantly, math anxiety significantly mediated the links between trait anxiety and physiological arousal in complex numerical tasks. The findings support previous work finding relations between math and trait anxieties, but also show math anxiety is a unique phenomenon with specific behavioral and physiological manifestations, especially during the processing of complex numerical information.
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13
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Sánchez-Pérez N, Fuentes LJ, González-Salinas C. Assessing math anxiety in elementary schoolchildren through a Spanish version of the Scale for Early Mathematics Anxiety (SEMA). PLoS One 2021; 16:e0255777. [PMID: 34352004 PMCID: PMC8341591 DOI: 10.1371/journal.pone.0255777] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2020] [Accepted: 07/26/2021] [Indexed: 12/04/2022] Open
Abstract
Math anxiety (MA) affects students of all age groups. Because of its effects on children’s academic development, the need to recognize its early manifestations has been highlighted. We designed a European-Spanish version of the Scale for Early Mathematics Anxiety (SEMA; Wu et al. (2012)), and assessed its psychometric properties in a sample of children aged 7 to 12 years. The participants (967 typically developing children) were elementary school students recruited from ten schools. Children reported their general and math anxiety levels in an individual session and performed nonverbal IQ and math abilities subtests in a group session. Teachers reported the final math grades. The psychometric indices obtained, and the resulting factor structure revealed that the European-Spanish version of the SEMA developed in this study is a reliable and valid measure to evaluate MA in children from 3rd to 6th grade. Moreover, we explored gender differences, that resulted in small effect sizes, which disappeared when controlling for trait anxiety. Differences across grades were found for both global MA and the numerical processing anxiety factor but not for the situational and performance anxiety factor. Finally, MA was negatively associated with students’ math achievement, although the strength of the associations varied with the MA measure selected, the kind of math achievement analyzed, and the school stage considered. Our findings highlight the relevance of MA in elementary school and highlight the need for an early identification of students at risk of suffering MA to palliate the negative consequences of MA in children’s cognitive and academic development.
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Affiliation(s)
- Noelia Sánchez-Pérez
- Departamento de Psicología y Sociología, Facultad de Ciencias Sociales y Humanas, Universidad de Zaragoza, Teruel, Spain
- * E-mail: (CGS); (NSP)
| | - Luis J. Fuentes
- Departamento de Psicología Básica y Metodología, Facultad de Psicología, Universidad de Murcia, Murcia, Spain
| | - Carmen González-Salinas
- Departamento de Psicología Evolutiva y de la Educación, Facultad de Psicología, Universidad de Murcia, Murcia, Spain
- * E-mail: (CGS); (NSP)
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14
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Levy HE, Fares L, Rubinsten O. Math anxiety affects females' vocational interests. J Exp Child Psychol 2021; 210:105214. [PMID: 34198037 DOI: 10.1016/j.jecp.2021.105214] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Revised: 04/11/2021] [Accepted: 05/28/2021] [Indexed: 01/19/2023]
Abstract
Vocational interest in science, technology, engineering, and math (STEM) fields in middle school can predict life outcomes, including enrollment in STEM courses and pursuing STEM careers. Numerical performance, as well as emotional factors such as math anxiety (MA), may influence vocational interests. The constructs of both vocational interests and MA are sensitive to gender differences. Accordingly, this study explored whether the relations among MA, numerical performance, and math vocational interests among middle-school students vary by gender. A sample of 127 ninth-grade students (68 females) performed a computation task and completed MA and trait anxiety (TA) questionnaires. A math vocational interest questionnaire was composed and assessed with an additional sample of 89 ninth-grade students. For females, MA, but not TA or numerical performance, predicted math vocational interest. Those with low MA levels tended to be interested in careers with higher math proficiency such as STEM careers. For males, high numerical performance and low TA, but not MA, related to interest in careers with high math proficiency. Bayes factors indicated that the data strongly supported the theory. The findings support the assumption that high MA levels affect the career plans of female students, whereas low numerical performance can account for both MA levels and future career plans of male students. It is essential to investigate how career aspirations are shaped in young students to promote the choice of STEM careers, especially among underrepresented populations such as females.
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Affiliation(s)
- Hili Eidlin Levy
- Edmond J. Safra Brain Research Center for the Study of Learning Disabilities, Department of Learning Disabilities, University of Haifa, Mount Carmel, Haifa 3498838, Israel
| | - Laurain Fares
- Edmond J. Safra Brain Research Center for the Study of Learning Disabilities, Department of Learning Disabilities, University of Haifa, Mount Carmel, Haifa 3498838, Israel
| | - Orly Rubinsten
- Edmond J. Safra Brain Research Center for the Study of Learning Disabilities, Department of Learning Disabilities, University of Haifa, Mount Carmel, Haifa 3498838, Israel.
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15
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Barroso C, Ganley CM, McGraw AL, Geer EA, Hart SA, Daucourt MC. A meta-analysis of the relation between math anxiety and math achievement. Psychol Bull 2020; 147:134-168. [PMID: 33119346 DOI: 10.1037/bul0000307] [Citation(s) in RCA: 103] [Impact Index Per Article: 25.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Meta-analyses from the 1990s previously have established a significant, small-to-moderate, and negative correlation between math achievement and math anxiety. Since these publications, research has continued to investigate this relation with more diverse samples and measures. Thus, the goal of the present meta-analysis was to provide an update of the math anxiety-math achievement relation and its moderators. Analyzing 747 effect sizes accumulated from research conducted between 1992 and 2018, we found a small-to-moderate, negative, and statistically significant correlation (r = -.28) between math anxiety and math achievement. The relation was significant for all moderator subgroups, with the exception of the relation between math anxiety and assessments measuring the approximate number system. Grade level, math ability level, adolescent/adult math anxiety scales, math topic of anxiety scale, and math assessments were significant moderators of this relation. There is also a tendency for published studies to report significantly stronger correlations than unpublished studies, but overall, large, negative effect sizes are underreported. Our results are consistent with previous findings of a significant relation between math anxiety and math achievement. This association starts in childhood, remains significant through adulthood, is smaller for students in Grades 3 through 5 and postsecondary school, is larger for math anxiety than for statistics anxiety and for certain math anxiety scales, and is smaller for math exam grades and samples selected for low math ability. This work supports future research efforts to determine effective math achievement and math anxiety interventions, which may be most helpful to implement during childhood. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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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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Moustafa AA, Porter A, Megreya AM. Mathematics anxiety and cognition: an integrated neural network model. Rev Neurosci 2020; 31:287-296. [PMID: 31730536 DOI: 10.1515/revneuro-2019-0068] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Accepted: 08/07/2019] [Indexed: 01/06/2023]
Abstract
Many students suffer from anxiety when performing numerical calculations. Mathematics anxiety is a condition that has a negative effect on educational outcomes and future employment prospects. While there are a multitude of behavioral studies on mathematics anxiety, its underlying cognitive and neural mechanism remain unclear. This article provides a systematic review of cognitive studies that investigated mathematics anxiety. As there are no prior neural network models of mathematics anxiety, this article discusses how previous neural network models of mathematical cognition could be adapted to simulate the neural and behavioral studies of mathematics anxiety. In other words, here we provide a novel integrative network theory on the links between mathematics anxiety, cognition, and brain substrates. This theoretical framework may explain the impact of mathematics anxiety on a range of cognitive and neuropsychological tests. Therefore, it could improve our understanding of the cognitive and neurological mechanisms underlying mathematics anxiety and also has important applications. Indeed, a better understanding of mathematics anxiety could inform more effective therapeutic techniques that in turn could lead to significant improvements in educational outcomes.
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Affiliation(s)
- Ahmed A Moustafa
- School of Social Sciences and Psychology, Western Sydney University, 2 Bullecourt Ave, Milperra, 2214 Sydney, New South Wales, Australia.,Marcs Institute for Brain and Behaviour, Western Sydney University, 2 Bullecourt Ave, Milperra, 2214 Sydney, New South Wales, Australia
| | - Angela Porter
- School of Social Sciences and Psychology, Western Sydney University, 2 Bullecourt Ave, Milperra, 2214 Sydney, New South Wales, Australia
| | - Ahmed M Megreya
- College of Education, Qatar University, 1 Al Jamiaa St, 1021 Doha, Qatar
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18
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Wang Z, Oh W, Malanchini M, Borriello GA. The developmental trajectories of mathematics anxiety: Cognitive, personality, and environmental correlates. CONTEMPORARY EDUCATIONAL PSYCHOLOGY 2020. [DOI: 10.1016/j.cedpsych.2020.101876] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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19
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Henschel S, Roick T. The Multidimensional Structure of Math Anxiety Revisited. EUROPEAN JOURNAL OF PSYCHOLOGICAL ASSESSMENT 2020. [DOI: 10.1027/1015-5759/a000477] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
Abstract. The study introduces a math anxiety scale that systematically addresses psychological components, including cognitive (worry) and affective (nervousness) math anxiety when dealing with mathematical problems in mathematics-related settings (concerning tests, teachers, learning in class, working with mathematics textbooks, mathematics homework, and applying mathematics in everyday life). Our results indicate a hierarchical structure of math anxiety. Specifically, cognitive and affective math anxiety at the second-order level each determined three setting factors at the first-order level concerning evaluation (tests, teachers), learning (in class, with mathematics books, and during homework), and application (applying mathematics in everyday life). Furthermore, girls reported higher math anxiety than boys, which was particularly pronounced in the affective scale and in high-stakes academic settings, such as those involving evaluation and learning. After controlling for mathematics performance, gender effects decreased in all sub-dimensions but remained significant in affective math evaluation anxiety. Practical implications and directions for further research on cognitive and affective math anxiety are discussed.
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Affiliation(s)
- Sofie Henschel
- Institute for Educational Quality Improvement (IQB), Berlin, Germany
| | - Thorsten Roick
- Senate Department for Education, Youth and Family, SIBUZ Pankow, Berlin, Germany
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20
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Kunicki ZJ, Zambrotta NS, Tate MC, Surrusco AR, Risi MM, Harlow LL. Keep Your Stats in the Cloud! Evaluating the Use of Google Sheets to Teach Quantitative Methods. JOURNAL OF STATISTICS EDUCATION : AN INTERNATIONAL JOURNAL ON THE TEACHING AND LEARNING OF STATISTICS 2019; 27:188-197. [PMID: 33013153 PMCID: PMC7531441 DOI: 10.1080/10691898.2019.1665485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Teaching quantitative methods at the undergraduate level is a difficult yet rewarding endeavor due to the challenges instructors face in presenting the material. One way to bolster student learning is through the use of statistical software packages. Google Sheets is a cloud-based spreadsheet program capable of many basic statistical procedures, which has yet to be evaluated for use in quantitative methods courses. This article contains pros and cons to using Google Sheets in the classroom, and provides an evaluation of student attitudes towards using Google Sheets in an introductory quantitative methods class. The results suggest favorable student attitudes towards Google Sheets and, that attitudes towards Google Sheets show a positive relationship with quantitative self-efficacy. Thus, based on the positive student attitudes and the unique features of Google Sheets, it is a viable program to use in introductory methods classes. However, due to limited functionality, Google Sheets may not be useful for more advanced courses. Future research may want to evaluate the use of third-party Google Sheets applications, which can increase functionality, and the use of Google Sheets in online classes.
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Affiliation(s)
- Zachary J Kunicki
- University of Rhode Island Psychology Department, 45 Upper College Road, Kingston, RI 02881
| | - Nicholas S Zambrotta
- University of Rhode Island Psychology Department, 45 Upper College Road, Kingston, RI 02881
| | - Marie C Tate
- University of Rhode Island Psychology Department, 45 Upper College Road, Kingston, RI 02881
| | - Angela R Surrusco
- University of Rhode Island Psychology Department, 45 Upper College Road, Kingston, RI 02881
| | - Megan M Risi
- University of Rhode Island Psychology Department, 45 Upper College Road, Kingston, RI 02881
| | - Lisa L Harlow
- University of Rhode Island Psychology Department, 45 Upper College Road, Kingston, RI 02881
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21
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Zhang J, Zhao N, Kong QP. The Relationship Between Math Anxiety and Math Performance: A Meta-Analytic Investigation. Front Psychol 2019; 10:1613. [PMID: 31447719 PMCID: PMC6692457 DOI: 10.3389/fpsyg.2019.01613] [Citation(s) in RCA: 80] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2019] [Accepted: 06/26/2019] [Indexed: 12/17/2022] Open
Abstract
Math anxiety (MA) has been suggested to decrease the math performance of students. However, it remains unclear what factors moderate this relationship. The aim of this research was to explore the link between MA and math performance. Studies that explored the math anxiety-performance link, conducted from 2000 to 2019 (84 samples, N = 8680), were identified and statistically integrated with a meta-analysis method. The results indicated a robust negative math anxiety-performance link. Furthermore, regarding the analysis of moderator variables, this negative link was stronger in the studies that involved Asian students, but this link was the weakest in the studies that involved European students. Moreover, this negative link was stronger in the studies within a senior high school group, whereas it was the weakest in the studies within an elementary group. Finally, this negative link was strongest among studies that used a custom test and studies that assessed problem-solving skills. Potential explanations and implications for research and practice are discussed.
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Affiliation(s)
- Jing Zhang
- Faculty of Education, College of Teacher Education, East China Normal University, Shanghai, China
| | - Nan Zhao
- School of Psychology and Cognitive Science, East China Normal University, Shanghai, China
| | - Qi Ping Kong
- Faculty of Education, College of Teacher Education, East China Normal University, Shanghai, China
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22
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Lukowski SL, DiTrapani J, Rockwood NJ, Jeon M, Thompson LA, Petrill SA. Etiological Distinction Across Dimensions of Math Anxiety. Behav Genet 2019; 49:310-316. [PMID: 30659474 DOI: 10.1007/s10519-018-09946-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Accepted: 12/20/2018] [Indexed: 11/24/2022]
Abstract
Analyses have suggested math anxiety is a multidimensional construct. However, previous behavioral genetic work examining math anxiety was unidimensional. Thus, the purpose of the present study was to examine different approaches for specifying behavioral genetic models of math anxiety as a multidimensional construct. Three models were compared: a unidimensional model, a three dimension multidimensional model, and a bi-factor model, which partitioned variance into one common factor shared across three dimensions of math anxiety and examined residual variance in each dimension. The best fitting model was a bi-factor AE model, which suggested moderate heritability of general math anxiety and that each dimension of math anxiety had unique etiological influences not accounted for by shared variance with the general math anxiety factor. Thus, while there was evidence of shared etiology, there was also evidence of some etiological distinction across dimensions of math anxiety. The results demonstrate the importance of taking into account the dimensionality of the scale when interpreting similarity across twins.
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Affiliation(s)
- Sarah L Lukowski
- Institute of Child Development, University of Minnesota, Minneapolis, MN, 55455, USA. .,University of Minnesota, 1954 Buford Ave., LES #425Z, Saint Paul, MN, 55108, USA.
| | - Jack DiTrapani
- Department of Psychology, The Ohio State University, Columbus, OH, 43210, USA
| | - Nicholas J Rockwood
- Department of Psychology, The Ohio State University, Columbus, OH, 43210, USA
| | - Minjeong Jeon
- Graduate School of Education & Information Studies, University of California Los Angeles, Los Angeles, CA, 90024, USA
| | - Lee A Thompson
- Department of Psychological Sciences, Case Western Reserve University, Cleveland, OH, 44106, USA
| | - Stephen A Petrill
- Department of Psychology, The Ohio State University, Columbus, OH, 43210, USA
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Trezise K, Reeve RA. Patterns of anxiety in algebraic problem solving: A three-step latent variable analysis. LEARNING AND INDIVIDUAL DIFFERENCES 2018. [DOI: 10.1016/j.lindif.2018.02.007] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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24
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Schillinger FL, Vogel SE, Diedrich J, Grabner RH. Math anxiety, intelligence, and performance in mathematics: Insights from the German adaptation of the Abbreviated Math Anxiety Scale (AMAS-G). LEARNING AND INDIVIDUAL DIFFERENCES 2018. [DOI: 10.1016/j.lindif.2017.11.014] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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25
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Foley AE, Herts JB, Borgonovi F, Guerriero S, Levine SC, Beilock SL. The Math Anxiety-Performance Link. CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE 2017. [DOI: 10.1177/0963721416672463] [Citation(s) in RCA: 124] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Demand for science, technology, engineering, and mathematics (STEM) professionals is on the rise worldwide. To effectively meet this demand, many governments and private organizations have revamped STEM education and promoted training to enhance math and science skills among students and workers. Education and training programs typically focus on increasing individuals’ math and science knowledge. However, data from laboratory studies and large-scale international assessments suggest that fear or apprehension about math, math anxiety, should also be considered when trying to increase math achievement and, in turn, STEM career success. This article reviews findings that shed light on antecedents of math anxiety, the bidirectional math anxiety-performance relation, underlying mechanisms, and promising routes to mitigating the negative relation between math anxiety and math performance.
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Affiliation(s)
| | | | | | - Sonia Guerriero
- Organisation for Economic Co-operation and Development, Paris, France
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