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Cuder A, Pellizzoni S, Di Marco M, Blason C, Doz E, Giofrè D, Passolunghi MC. The impact of math anxiety and self-efficacy in middle school STEM choices: A 3-year longitudinal study. BRITISH JOURNAL OF EDUCATIONAL PSYCHOLOGY 2024. [PMID: 38977942 DOI: 10.1111/bjep.12707] [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: 01/31/2024] [Accepted: 06/28/2024] [Indexed: 07/10/2024]
Abstract
INTRODUCTION In today's world, which is progressively oriented towards science and technology and facing a growing demand for skilled professionals, it becomes essential to identify the factors that encourage individuals to pursue careers in STEM fields (Science, Technology, Engineering and Mathematics). Previous research has shown that affective-motivational factors, math performance and gender influence STEM occupational and academic choices in adulthood. However, few studies examined how these factors may influence STEM choices as early as middle school. This study aims to assess how math anxiety, math self-efficacy, math performance and gender influence STEM school choices during middle school. METHODS We longitudinally assessed a group of 109 students (Year 6) over three school years, with measurements taken on three different occasions. RESULTS Findings indicated that individuals who made an STEM school choice experienced lower math anxiety, higher self-efficacy and math performance and were predominantly male. Furthermore, the results indicated that both math anxiety in Year 7 and self-efficacy in Year 6 made the most substantial unique contributions to the STEM school choice. CONCLUSION Math anxiety and math self-efficacy seem to be both crucial in influencing middle school students' STEM choices, offering new perspectives for early interventions aimed at promoting more informed school choices.
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Affiliation(s)
- Alessandro Cuder
- Department of Life Sciences, University of Trieste, Trieste, Italy
| | | | - Miriana Di Marco
- Department of Life Sciences, University of Trieste, Trieste, Italy
| | - Claudia Blason
- Department of Life Sciences, University of Trieste, Trieste, Italy
| | - Eleonora Doz
- Department of Life Sciences, University of Trieste, Trieste, Italy
| | - David Giofrè
- Department of Educational Sciences, University of Genoa, Genoa, Italy
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Doz E, Cuder A, Pellizzoni S, Granello F, Passolunghi MC. The interplay between ego-resiliency, math anxiety and working memory in math achievement. PSYCHOLOGICAL RESEARCH 2024:10.1007/s00426-024-01995-0. [PMID: 38940822 DOI: 10.1007/s00426-024-01995-0] [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: 04/22/2024] [Accepted: 06/14/2024] [Indexed: 06/29/2024]
Abstract
Previous research has suggested that math anxiety may contribute to poor math performance by interfering with working memory. However, only a limited number of studies investigated the mediating role of working memory in the math anxiety-math performance link in school-aged children. Unlike math anxiety, ego-resiliency is a personality resource that promotes the management of challenges and has been positively associated with math performance and negatively with anxiety. Nevertheless, there is still limited understanding regarding the specific role of ego-resiliency in math learning and how it relates to math anxiety. This study aimed to investigate conjunctly the interplay between primary school children's ego-resiliency, math anxiety, working memory, and performance on two different math tasks (i.e., arithmetic task and word problem-solving task), after controlling for general anxiety and age. The study involved 185 Italian children from grades 3 to 5. Serial multi-mediational analyses revealed that: (1) ego-resiliency has a positive indirect effect on math achievement through two paths - math anxiety, and math anxiety and working memory; (2) the study replicated previous findings showing that working memory partially mediated the relationship between math anxiety and math performance; (3) similar patterns of results were found for both math skills. The study identifies ego-resiliency as a possible protective factor in the development of math anxiety and suggests that ego-resiliency could be worth considering when designing interventions aimed at reducing negative emotions towards mathematics.
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Affiliation(s)
- Eleonora Doz
- Department of Life Sciences, University of Trieste, via Weiss 21 (Building W), Trieste, 34128, Italy
| | - Alessandro Cuder
- Department of Life Sciences, University of Trieste, via Weiss 21 (Building W), Trieste, 34128, Italy
| | - Sandra Pellizzoni
- Department of Life Sciences, University of Trieste, via Weiss 21 (Building W), Trieste, 34128, Italy
| | - Federica Granello
- Department of Life Sciences, University of Trieste, via Weiss 21 (Building W), Trieste, 34128, Italy
| | - Maria Chiara Passolunghi
- Department of Life Sciences, University of Trieste, via Weiss 21 (Building W), Trieste, 34128, Italy.
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3
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Cuder A, Živković M, Doz E, Pellizzoni S, Passolunghi MC. The relationship between math anxiety and math performance: The moderating role of visuospatial working memory. J Exp Child Psychol 2023; 233:105688. [PMID: 37156081 DOI: 10.1016/j.jecp.2023.105688] [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: 08/10/2022] [Revised: 02/17/2023] [Accepted: 03/23/2023] [Indexed: 05/10/2023]
Abstract
According to the processing efficiency theory (PET), math anxiety would interfere with working memory resources, negatively affecting mathematical abilities. To date, few studies have explored how the interaction between math anxiety and working memory would affect different types of math tasks, especially in primary school children. Therefore, the purpose of this study was to explore whether the interplay between math anxiety and working memory would influence performance in numerical operations (i.e., math fluency task) and mathematical reasoning (i.e., math reasoning task) in a group of primary school children (N = 202). Results showed that visuospatial working memory appeared to moderate the relationship between math anxiety and math performance when the math fluency task was considered, indicating that participants with higher levels of working memory were more negatively affected by math anxiety. No interaction effect was found for the math reasoning task in which students' scores were explained only by visuospatial working memory. The findings suggest that math anxiety and visuospatial working memory interact to influence performance in the math fluency task and that this effect may vary depending on the strategies used to complete the task. On the other hand, results on the math reasoning task showed that visuospatial working memory continues to have a positive effect on the math performance independently of math anxiety. The implications in the educational setting are discussed, pointing to the importance of monitoring and intervention studies on affective factors.
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Affiliation(s)
- Alessandro Cuder
- Department of Life Sciences, University of Trieste, 34128 Trieste, Italy
| | - Marija Živković
- Department of Life Sciences, University of Trieste, 34128 Trieste, Italy
| | - Eleonora Doz
- Department of Life Sciences, University of Trieste, 34128 Trieste, Italy
| | - Sandra Pellizzoni
- Department of Life Sciences, University of Trieste, 34128 Trieste, Italy.
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Mammarella IC, Caviola S, Rossi S, Patron E, Palomba D. Multidimensional components of (state) mathematics anxiety: Behavioral, cognitive, emotional, and psychophysiological consequences. Ann N Y Acad Sci 2023; 1523:91-103. [PMID: 36964993 DOI: 10.1111/nyas.14982] [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: 03/27/2023]
Abstract
The present study aimed to analyze the different components of state mathematics anxiety that students experienced while solving calculation problems by manipulating their stress levels. A computerized mathematical task was administered to 165 fifth-graders randomly assigned to three different groups: positive, negative, and control conditions, in which positive, negative, or no feedback during the task was given, respectively. Behavioral (task performance), emotional (negative feelings), cognitive (worrisome thoughts and perceived competence), and psychophysiological responses (skin conductance and vagal withdrawal) were analyzed. Behavioral responses did not differ in the positive and negative conditions, while the latter was associated with children's reportedly negative emotional states, worries, and perceived lack of competence. The stress induced in the negative condition led to an increase in skin conductance and cardiac vagal withdrawal in children. Our data suggest the importance of considering students' interpretation of mathematics-related experiences, which might affect their emotional, cognitive, and psychophysiological responses.
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Affiliation(s)
- Irene C Mammarella
- Department of Developmental and Social Psychology, University of Padova, Padova, Italy
| | - Sara Caviola
- Department of Developmental and Social Psychology, University of Padova, Padova, Italy
- School of Psychology, University of Leeds, Leeds, UK
| | - Serena Rossi
- Centre for Mathematical Cognition, Loughborough University, Loughborough, UK
| | - Elisabetta Patron
- Department of General Psychology, University of Padova, Padova, Italy
| | - Daniela Palomba
- Department of General Psychology, University of Padova, Padova, Italy
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5
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Živković M, Pellizzoni S, Doz E, Cuder A, Mammarella I, Passolunghi MC. Math self-efficacy or anxiety? The role of emotional and motivational contribution in math performance. SOCIAL PSYCHOLOGY OF EDUCATION 2023. [DOI: 10.1007/s11218-023-09760-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
AbstractVarious studies have highlighted the important influence of math ability in a numerate society. In this study, we investigated the influence of emotional (math anxiety and math enjoyment) and cognitive-motivational (math self-efficacy) factors on math performance. Participants were 145 fifth-grade students (84 boys and 61 girls). The results showed that math performance was negatively correlated with math anxiety and positively correlated with math enjoyment and math self-efficacy. Moreover, math anxiety was negatively associated with enjoyment in math and math self-efficacy, whereas math enjoyment was positively correlated with math self-efficacy. Hierarchical regression analysis showed a significant influence of math anxiety and math self-efficacy on math performance in fifth-grade students. Results are discussed in terms of a new perspective in emotional and motivational factors to train in school contexts.
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Megreya AM, Al-Emadi AA, Moustafa AA. The Arabic version of the modified-abbreviated math anxiety scale: Psychometric properties, gender differences, and associations with different forms of anxiety and math achievement. Front Psychol 2023; 13:919764. [PMID: 36687925 PMCID: PMC9849780 DOI: 10.3389/fpsyg.2022.919764] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 12/05/2022] [Indexed: 01/07/2023] Open
Abstract
Background This study examined the psychometric properties (factor structure, measurement invariance, convergent and criterion validity, inter-correlations, and reliabilities) of an Arabic version of the modified-Abbreviated Math Anxiety Scale (m-AMAS) and gender differences in math anxiety in an Arabic speaking Middle Eastern country, Qatar. Methods A large sample of students in grade 7 to 10 (N = 731) completed the m-AMAS, three different scales to measure science anxiety, test anxiety, and general anxiety, as well as a scholastic math achievement test. Results The two-factor structure of the m-AMAS was confirmed, with good to adequate reliabilities, and its compositional measurement invariance was established across girls and boys in the four grades. In addition, math anxiety correlated positively with science anxiety, test anxiety, and general anxiety. Regression analyses showed that math anxiety was negatively associated with math achievement, even when test anxiety, science anxiety, and general anxiety were considered. Furthermore, girls showed higher math anxiety than boys. Conclusion These adequate psychometric properties of the Arabic m-AMAS suggest that the construct of math anxiety has a cross-cultural similarity.
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Affiliation(s)
- Ahmed M. Megreya
- Department of Psychological Sciences, College of Education, Qatar University, Doha, Qatar,*Correspondence: Ahmed M. Megreya,
| | - Ahmed A. Al-Emadi
- Department of Psychological Sciences, College of Education, Qatar University, Doha, Qatar
| | - Ahmed A. Moustafa
- School of Psychology, Faculty of Society and Design, Bond University, Gold Coast, QLD, Australia
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7
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Cheng D, Ren B, Yu X, Wang H, Chen Q, Zhou X. Math anxiety as an independent psychological construct among social-emotional attitudes: An exploratory factor analysis. Ann N Y Acad Sci 2022; 1517:191-202. [PMID: 36123799 DOI: 10.1111/nyas.14902] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Math anxiety is a widespread problem for children and adolescents worldwide. However, the psychological trait of math anxiety is poorly understood. The present study aimed to examine the psychological construct of math anxiety among social-emotional attitudes. A total of 28,726 students, including 17,378 fourth graders and 11,348 eighth graders, were selected from the Qingdao Basic Education Quality Assessment database using multi-stage cluster random sampling. There were 10 questionnaires assessing social-emotional attitudes in the database. Pearson's correlation analyses were performed to examine the intercorrelations between social-emotional attitudes and mathematical performance. Exploratory factor analysis (EFA) was conducted to examine the psychological structure of these 10 social-emotional attitudes. After controlling for other social-emotional attitudes, math anxiety had a weak but significant correlation to mathematical performance in most subtests across grades. Among three-factor, four-factor, and five-factor EFA models, math anxiety was an independent factor that was separate from other social-emotional attitudes across six parallel subtests in grades four and eight. Math anxiety is a stable and independent psychological construct that is separate from other social-emotional attitudes. It suggests that math anxiety should be considered as a distinct anxiety disorder specific to mathematical learning in subsequent versions of the Diagnostic and Statistical Manual of Mental Disorders.
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Affiliation(s)
- Dazhi Cheng
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China.,Advanced Innovation Center for Future Education, Beijing Normal University, Beijing, China.,Lab for Educational Neuroscience, Center for Educational Science and Technology, Faculty of Education, Beijing Normal University, Beijing, China.,Department of Pediatric Neurology, Capital Institute of Pediatrics, Beijing, China
| | - Bingqian Ren
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China.,Advanced Innovation Center for Future Education, Beijing Normal University, Beijing, China
| | - Xiaodan Yu
- Department of Education, Ocean University of China, Qingdao, China
| | - Haitao Wang
- Department of Education, Ocean University of China, Qingdao, China
| | - Qian Chen
- Department of Pediatric Neurology, Capital Institute of Pediatrics, Beijing, China
| | - Xinlin Zhou
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing, China.,Advanced Innovation Center for Future Education, Beijing Normal University, Beijing, China
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8
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Rossi S, Xenidou‐Dervou I, Simsek E, Artemenko C, Daroczy G, Nuerk H, Cipora K. Mathematics–gender stereotype endorsement influences mathematics anxiety, self‐concept, and performance differently in men and women. Ann N Y Acad Sci 2022; 1513:121-139. [PMID: 35429357 PMCID: PMC9545177 DOI: 10.1111/nyas.14779] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Mathematics anxiety (MA) is negatively associated with mathematics performance. Although some aspects, such as mathematics self‐concept (M self‐concept), seem to modulate this association, the underlying mechanism is still unclear. In addition, the false gender stereotype that women are worse than men in mathematics can have a detrimental effect on women. The role that the endorsement of this stereotype (mathematics–gender stereotype (MGS) endorsement) can play may differ between men and women. In this study, we investigated how MA and mathematics self‐concept relate to arithmetic performance when considering one's MGS endorsement and gender in a large sample (n = 923) of university students. Using a structural equation modeling approach, we found that MA and mathematics self‐concept mediated the effect of MGS endorsement in both men and women. For women, MGS endorsement increased their MA level, while in men, it had the opposite effect (albeit weak). Specifically, in men, MGS endorsement influenced the level of the numerical components of MA, but, unlike women, it also positively influenced their mathematics self‐concept. Moreover, men and women perceived the questions included in the considered instruments differently, implying that the scores obtained in these questionnaires may not be directly comparable between genders, which has even broader theoretical and methodological implications for MA research.
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Affiliation(s)
- Serena Rossi
- Centre for Mathematical Cognition Loughborough University Loughborough United Kingdom
| | - Iro Xenidou‐Dervou
- Centre for Mathematical Cognition Loughborough University Loughborough United Kingdom
| | - Emine Simsek
- Centre for Mathematical Cognition Loughborough University Loughborough United Kingdom
- Talim ve Terbiye Kurulu Baskanligi MEB, Ankara Turkey
| | - Christina Artemenko
- Department of Psychology University of Tübingen Tübingen Germany
- LEAD Graduate School & Research Network University of Tübingen Tübingen Germany
| | - Gabriella Daroczy
- Department of Psychology University of Tübingen Tübingen Germany
- LEAD Graduate School & Research Network University of Tübingen Tübingen Germany
| | - Hans‐Christoph Nuerk
- Department of Psychology University of Tübingen Tübingen Germany
- LEAD Graduate School & Research Network University of Tübingen Tübingen Germany
| | - Krzysztof Cipora
- Centre for Mathematical Cognition Loughborough University Loughborough United Kingdom
- Department of Psychology University of Tübingen Tübingen Germany
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9
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Schmitz EA, Salemink E, Wiers RW, Jansen BRJ. Test of Measurement Invariance, and Evidence for Reliability and Validity of AMAS Scores in Dutch Secondary School and University Students. JOURNAL OF PSYCHOEDUCATIONAL ASSESSMENT 2022. [DOI: 10.1177/07342829221086141] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The Abbreviated Math Anxiety Scale (AMAS) is commonly used to compare groups on math anxiety. Group comparisons should however be preceded by a demonstration of metric and scalar measurement invariance, which is currently only available for undergraduate students in the USA. This study tested for metric and scalar measurement invariance of AMAS scores across sexes and age groups and investigated reliability and validity evidence. Dutch secondary school students ( N = 1504) and university students ( N = 629) completed the AMAS and reported their math grades. Subsamples also completed questionnaires on related (e.g., trait anxiety) and unrelated constructs (e.g., anxiety for learning a foreign language). Results of multi-group Confirmatory Factor Analyses showed the 2-factor structure that was detected in earlier studies and supported partial metric and scalar invariance, although cross-loadings for one item were included for the female university students group to improve model fit. Reliability ranged from acceptable to good and validity was supported.
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Affiliation(s)
- Eva A. Schmitz
- Department of Developmental Psychology, University of Amsterdam, the Netherlands
| | - Elske Salemink
- Department of Developmental Psychology, University of Amsterdam, the Netherlands
- Clinical Psychology, Utrecht University, The Netherlands
| | - Reinout W. Wiers
- Department of Developmental Psychology, University of Amsterdam, the Netherlands
| | - Brenda R. J. Jansen
- Department of Developmental Psychology, University of Amsterdam, the Netherlands
- Cognitive Science Centre Amsterdam, The Netherlands
- Yield, Research Institute of Child Development and Education, The Netherlands
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10
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Perinelli E, Pisanu F, Checchi D, Francesca Scalas L, Fraccaroli F. Academic self-concept change in junior high school students and relationships with academic achievement. CONTEMPORARY EDUCATIONAL PSYCHOLOGY 2022. [DOI: 10.1016/j.cedpsych.2022.102071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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11
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Cohen LA, Limbers CA. Factor Structure and Gender Invariance of the Abbreviated Math Anxiety Scale (AMAS) in Middle School Students. TRENDS IN PSYCHOLOGY 2022. [PMCID: PMC8937004 DOI: 10.1007/s43076-022-00167-6] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Given the potential short and long-term consequences of math anxiety in children and adolescents, it is important to have psychometrically sound measures that assess math anxiety in this population. The purpose of the current study was to examine the factor structure and equivalence of the factor structure of the Abbreviated Math Anxiety Scale (AMAS) in middle school girls and boys. Participants were 604 children recruited from two middle schools in Texas. A single-factor, two-factor, and bifactor model were tested using a Confirmatory Factor Analysis (CFA). A Multigroup Confirmatory Factor Analysis (MGCFA) was used to investigate whether the AMAS demonstrated measurement invariance across the sample of middle school girls and boys. The bifactor model provided an excellent fit and the best fit of the three models tested (CFI = .99, TLI = .99, SRMR = .02, RMSEA = .03). Results of the MGCFA supported configural, metric, and scalar invariance of the AMAS across middle school boys and girls. These results suggest that the AMAS demonstrates strong factorial invariance across gender for middle school students and can be used to assess potential differences in math anxiety between middle school girls and boys in an unbiased manner.
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Affiliation(s)
- L. Adelyn Cohen
- Department of Psychology and Neuroscience, Baylor University, One Bear Place #97334, Waco, TX 76798 USA
| | - Christine A. Limbers
- Department of Psychology and Neuroscience, Baylor University, One Bear Place #97334, Waco, TX 76798 USA
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12
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van Dijck JP, Fias W, Cipora K. Spatialization in working memory and its relation to math anxiety. Ann N Y Acad Sci 2022; 1512:192-202. [PMID: 35274298 DOI: 10.1111/nyas.14765] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2021] [Accepted: 02/10/2022] [Indexed: 01/22/2023]
Abstract
Working memory (WM) is one of the most important cognitive functions that may play a role in the relation between math anxiety (MA) and math performance. The processing efficiency theory proposes that rumination and worrisome thoughts (induced by MA) result in less available WM resources (which are needed to solve math problems). At the same time, high MA individuals have lower verbal and spatial WM capacity in general. Extending these findings, we found that MA is also linked to the spatial coding of serial order in verbal WM: subjects who organize sequences from left-to-right in verbal WM show lower levels of MA compared with those who do not spatialize. Furthermore, these spatial coders have higher verbal WM capacity, better numerical order judgment abilities, and higher math scores. These findings suggest that spatially structuring the verbal mind is a promising cognitive correlate of MA and opens new avenues for exploring causal links between elementary cognitive processes and MA.
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Affiliation(s)
- Jean-Philippe van Dijck
- Department of Applied Psychology, Thomas More University of Applied Sciences, Flanders, Belgium.,Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Wim Fias
- Department of Experimental Psychology, Ghent University, Ghent, Belgium
| | - Krzysztof Cipora
- Centre for Mathematical Cognition, Loughborough University, Loughborough, United Kingdom
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13
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Živković M, Pellizzoni S, Mammarella IC, Passolunghi MC. The relationship betweens math anxiety and arithmetic reasoning: The mediating role of working memory and self-competence. CURRENT PSYCHOLOGY 2022. [DOI: 10.1007/s12144-022-02765-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
AbstractThe complex interplay between cognitive and emotional factors at the base of maths achievement started to be evaluated and quantified in the last few years. Only a few studies, anyway, examine at the same time, the role of working memory (visuospatial and verbal subsystem) and maths anxiety together with self-competence, on maths attainment. To investigate the specific link between these three factors, in a large developmental sample, we enrol 335 students from the 3rd, 5th, and 7th grades. In respect to emotional and motivational factors, data indicates a direct influence of maths anxiety on maths performance. Furthermore, the results highlight that maths anxiety differently impacts working memory subsystems. In fact, we observe a significant and indirect effect of MA, through the visuospatial system, on maths achievement. Our results provide further support to the hypothesis that maths anxiety is a special type of anxiety, most likely impacting the visuospatial rather than the verbal working memory subsystem. Data is discussed in terms of a possible mechanism underlying maths anxiety and visuospatial working memory at the base of this specificity, and in relation to the role of self-competence in this interplay.
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14
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Mononen R, Niemivirta M, Korhonen J, Lindskog M, Tapola A. Developmental relations between mathematics anxiety, symbolic numerical magnitude processing and arithmetic skills from first to second grade. Cogn Emot 2021; 36:452-472. [PMID: 34915812 DOI: 10.1080/02699931.2021.2015296] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
We investigated the levels of and changes in mathematics anxiety (MA), symbolic numerical magnitude processing (SNMP) and arithmetic skills, and how those changes are linked to each other. Children's (n = 264) MA, SNMP and arithmetic skills were measured in Grade 1, and again in Grade 2, also including a mathematics performance test. All three constructs correlated significantly within each time point, and the rank-order stability over time was high, particularly in SNMP and arithmetic skills. By means of latent change score modelling, we found overall increases in SNMP and arithmetic skills over time, but not in MA. Most interestingly, changes in arithmetic skills and MA were correlated (i.e. steeper increase in arithmetic skills was linked with less steep increase in MA), as were changes in SNMP and arithmetic skills (i.e. improvement in SNMP was associated with improvement in arithmetic skills). Only the initial level of arithmetic skills and change in it predicted mathematics performance. The only gender difference, in favour of boys, was found in SNMP skills. The differential effects associated with MA (developmentally only linked with arithmetic skills) and gender (predicting only changes in SNMP) call for further longitudinal research on the different domains of mathematical skills.
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Affiliation(s)
- Riikka Mononen
- Department of Special Needs Education, University of Oslo, Oslo, Norway
| | - Markku Niemivirta
- School of Applied Educational Science and Teacher Education, University of Eastern Finland, Joensuu, Finland.,Department of Education, University of Helsinki, Helsinki, Finland
| | - Johan Korhonen
- Faculty of Education and Welfare Studies, Åbo Akademi University, Åbo, Finland
| | - Marcus Lindskog
- Department of Psychology, Uppsala University, Uppsala, Sweden.,Department of Education, Uppsala University, Uppsala, Sweden
| | - Anna Tapola
- Department of Education, University of Helsinki, Helsinki, Finland
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15
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Rojo López AM, Cifuentes Férez P, Espín López L. The influence of time pressure on translation trainees' performance: Testing the relationship between self-esteem, salivary cortisol and subjective stress response. PLoS One 2021; 16:e0257727. [PMID: 34591901 PMCID: PMC8483415 DOI: 10.1371/journal.pone.0257727] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 09/08/2021] [Indexed: 11/18/2022] Open
Abstract
Translators face hectic daily schedules with deadlines they must duly meet. As trainees they receive tuition on how to work swiftly to meet them efficiently. But despite the prominent role of time pressure, its effects on the translation process are still scarcely researched. Studies point to the higher occurrence of errors under stringent time constraints. Most of these studies use key-logging or eye-tracking techniques to identify the problems encountered. But no attempt has yet been made to measure the physiological effects of time pressure in English-to-Spanish translation and their interplay with trainees' psychological state. The present study researches the influence of time pressure on translation by exploring trainees' physiological response (i.e., salivary cortisol) and psychological traits (i.e., self-esteem and anxiety). 33 Spanish translation trainees translated 3 English literary texts under different time pressure conditions: Text 1 (no time limit), Text 2 (10 minutes), Text 3 (5 minutes). Regression analysis results showed that higher cortisol levels during preparation predicted higher number of meaning errors in Text 1 and lower number of translated words in Text 2 and 3. Besides, higher trait anxiety emerged as predictor of lower number of translated words, but higher accuracy under extreme time constraints and in the absence of time pressure. Higher self-esteem correlated with lower levels of anxiety and lower levels of cortisol during preparation and recovery, suggesting that it may act as a protective factor against stress. And yet, the regression analysis showed that higher self-esteem predicted lower meaning and total accuracy under extreme time pressure. Besides, in our correlation analysis self-esteem was positively related to the number of translated words in Text 2 and 3. Results suggest that even if self-esteem could be a protective factor against stress, it may also have a negative effect on task performance mediated by overconfidence.
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Affiliation(s)
- Ana Mª Rojo López
- Department of Translation and Interpreting, Faculty of Arts, University of Murcia, Murcia, Spain
| | - Paula Cifuentes Férez
- Department of Translation and Interpreting, Faculty of Arts, University of Murcia, Murcia, Spain
| | - Laura Espín López
- Department of Human Anatomy and Psychobiology, Faculty of Psychology, University of Murcia, Murcia, Spain
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Caviola S, Toffalini E, Giofrè D, Ruiz JM, Szűcs D, Mammarella IC. Math Performance and Academic Anxiety Forms, from Sociodemographic to Cognitive Aspects: a Meta-analysis on 906,311 Participants. EDUCATIONAL PSYCHOLOGY REVIEW 2021. [DOI: 10.1007/s10648-021-09618-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
AbstractThe relationship between anxiety and mathematics has often been investigated in the literature. Different forms of anxiety have been evaluated, with math anxiety (MA) and test anxiety (TA) consistently being associated with various aspects of mathematics. In this meta-analysis, we have evaluated the impact of these forms of anxiety, distinguishing between different types of mathematical tasks. In investigating this relationship, we have also included potential moderators, such as age, gender, working memory, type of task, and type of material. One hundred seventy-seven studies met the inclusion criteria, providing an overall sample of 906,311 participants. Results showed that both MA and TA had a significant impact on mathematics. Sociodemographic factors had modest moderating effects. Working memory (WM) also mediated the relationship between MA and TA with mathematics; however, this indirect effect was weak. Theoretical and educational implications, as well as future directions for research in this field, are discussed.
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Ma M, Li D, Zhang L. Longitudinal prediction of children's math anxiety from parent-child relationships. LEARNING AND INDIVIDUAL DIFFERENCES 2021. [DOI: 10.1016/j.lindif.2021.102016] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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18
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Martín-Puga ME, Justicia-Galiano MJ, Gómez-Pérez MM, Pelegrina S. Psychometric Properties, Factor Structure, and Gender and Educational Level Invariance of the Abbreviated Math Anxiety Scale (AMAS) in Spanish Children and Adolescents. Assessment 2020; 29:425-440. [PMID: 33334166 DOI: 10.1177/1073191120980064] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The present study aimed to investigate the factor structure and degree of measurement invariance of a Spanish adaptation of the Abbreviated Math Anxiety Scale (AMAS) in primary and secondary school students (N = 1,504 students, 46.08% males, 7-19 years of age). The results of confirmatory factor analysis corroborated the original two-factor structure, although a modified two-factor model with one item loading simultaneously on both factors was better supported. Full measurement invariance was observed across gender, and partial measurement invariance was achieved across educational levels (primary and secondary education). The AMAS showed reasonable internal consistency, test-retest reliability, and convergent validity. These results highlight the utility of the AMAS as a measure of math anxiety in primary and secondary school students whose scores can be compared by gender and educational level.
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Donolato E, Marci T, Altoè G, Mammarella IC. Measuring Test Anxiety in Primary and Middle School Children. EUROPEAN JOURNAL OF PSYCHOLOGICAL ASSESSMENT 2020. [DOI: 10.1027/1015-5759/a000556] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Abstract. The increasing use of tests to assess academic competences has been associated with higher levels of test anxiety (TA) in children, underlining the importance of identifying this emotional problem and sustain academic achievement. This study aimed to contribute to the extant literature on the assessment of TA by examining the psychometric properties of the Test Anxiety Questionnaire for Children (TAQ-C), in primary and middle school children. In Study 1 ( N = 123), we selected 24 items from a wider initial pool, dividing them into scales measuring Thoughts, Autonomic Reactions, Off-Task Behaviors, and Social Derogation, to develop the TAQ-C. In Study 2 ( N = 899), the psychometric properties of this set of scales were assessed in students attending primary and middle school. Analyses supported the bifactor latent structure of the TAQ-C, invariance across educational levels and gender, concurrent and convergent validity, and test–retest reliability. Overall, the TAQ-C is a promising tool for assessing TA in primary and middle school students. Implications and directions for future research are discussed.
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Affiliation(s)
- Enrica Donolato
- Department of Special Needs Education, University of Oslo, Norway
- Department of Developmental and Social Psychology, University of Padova, Italy
| | - Tatiana Marci
- Department of Developmental and Social Psychology, University of Padova, Italy
| | - Gianmarco Altoè
- Department of Developmental and Social Psychology, University of Padova, Italy
| | - Irene C. Mammarella
- Department of Developmental and Social Psychology, University of Padova, Italy
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20
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Primi C, Donati MA, Izzo VA, Guardabassi V, O'Connor PA, Tomasetto C, Morsanyi K. The Early Elementary School Abbreviated Math Anxiety Scale (the EES-AMAS): A New Adapted Version of the AMAS to Measure Math Anxiety in Young Children. Front Psychol 2020; 11:1014. [PMID: 32528380 PMCID: PMC7253683 DOI: 10.3389/fpsyg.2020.01014] [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: 10/31/2019] [Accepted: 04/23/2020] [Indexed: 12/02/2022] Open
Abstract
In the past decade, there has been increasing interest in understanding how and when math anxiety (MA) develops. The incidence and effects of MA in primary school children, and its relations with math achievement, have been investigated. Nevertheless, only a few studies have focused on the first years of primary school, highlighting that initial signs of MA may emerge as early as 6 years of age. Nevertheless, there are some issues with measuring MA in young children. One of these is that, although several scales have been recently developed for this age group, the psychometric properties of most of these instruments have not been adequately tested. There is also no agreement in the number and identity of the factors that underlie MA at this young age. Some scales also consist of several items, which make them impractical to use in multivariate studies, which aim at the simultaneous measurement of several constructs. Finally, most scales have been developed and validated in US populations, and it is unclear if they are appropriate to be used in other countries. In order to address these issues, the current studies aimed at developing a short, new instrument to assess MA in early elementary school students, the Early Elementary School Abbreviated Math Anxiety Scale (the EES-AMAS). This scale is an adapted version of the Abbreviated Math Anxiety Scale (AMAS; Hopko et al., 2003), which is one of the most commonly used scales to measure MA and has been shown to be a valid and reliable measure across a number of countries and age groups. The psychometric properties of the new scale have been investigated by taking into account its dimensionality, reliability, and validity. Moreover, the gender invariance of the scale has been verified by showing the measurement equivalence of the scale when administered to male and female pupils. We have also demonstrated the equivalence of the scale across languages (Italian and English). Overall, the findings confirmed the validity and reliability of the new scale in assessing the early signs of math anxiety and in measuring differences between genders and educational contexts. We have also shown that MA was already related to math performance, and teacher’s ratings of children’s math ability at this young age. Additionally, we have found no gender differences in MA in our samples of 6- and 7-year-old children, an important finding, given the strong evidence for gender differences in MA in older age groups.
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Affiliation(s)
| | - Maria A Donati
- Department of Developmental and Social Psychology, Sapienza University of Rome, Rome, Italy
| | - Viola A Izzo
- NEUROFARBA, University of Florence, Florence, Italy
| | | | | | - Carlo Tomasetto
- Department of Psychology, University of Bologna, Bologna, Italy
| | - Kinga Morsanyi
- School of Psychology, Queen's University, Belfast, United Kingdom
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21
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State- and trait-math anxiety and their relation to math performance in children: The role of core executive functions. Cognition 2020; 200:104271. [PMID: 32428703 DOI: 10.1016/j.cognition.2020.104271] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Revised: 03/16/2020] [Accepted: 03/18/2020] [Indexed: 11/21/2022]
Abstract
This study examines the interplay of state- and trait-math anxiety (MA) and core executive functions (CEF) on math achievement in children. According to attention control theory, MA affects the CEF by triggering the inhibition function, so that some working memory (WM) is blocked, thus reducing task processing capacity. However, research on the interplay between MA and CEF in children is rare, and the findings in the literature are inconsistent. In this paper, state- and trait-MA, math achievement, CEF (inhibition, cognitive flexibility, working memory capacity, global index of CEF) and self-ratings of ADHD symptoms (attention deficits, hyperactivity, impulsiveness) of 646 fourth and fifth grade students (48.1% girls) are assessed. CEF were evaluated with a tablet-based test. The data revealed negative correlations between state-MA and math achievement for all CEF levels and cognitive processes. However, inhibition control functioned as a moderator of the relation between state-MA and math achievement. Children with higher inhibition abilities showed more pronounced negative relations. No moderation effects were identified for working memory capacity and the CEF global index. The findings highlight the importance of distinguishing between these three CEF and raise questions for future research on the interplay between cognitive and affective factors as predictors of math achievement.
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22
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Passolunghi MC, De Vita C, Pellizzoni S. Math anxiety and math achievement: The effects of emotional and math strategy training. Dev Sci 2020; 23:e12964. [PMID: 32159906 DOI: 10.1111/desc.12964] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 02/21/2020] [Accepted: 03/04/2020] [Indexed: 11/27/2022]
Abstract
Math anxiety (MA) is a specific feeling of tension generated by the manipulation of numerical stimuli in daily life and academic situations (Richardson & Suinn, 1972). This condition has significant repercussions on the individual's life at personal, social, and economic level. Literature on the topic of MA alleviation, however, is still scarce. This study aims at contributing to this field by addressing MA prevention in school-age children. We have developed two different training methods administered to two groups of fourth graders: (a) MA training focusing on identifying and copying with MA-related feelings (N = 76); and (b) Math strategy training focusing on supplementary exercises to enhance calculation strategies (N = 76). We also carried out a Control training involving a range of activities, such as reading comic strips, describing characters in the story, and combining text and images to obtain an original narrative text (N = 72). We evaluated the differential effects of these training methods on MA, general anxiety, and math achievement before and after the training. Results indicate that MA training contributes to a decrease in MA level, although it does not appear to affect math achievement; Math strategy training, on the other hand, results in far transfer on a reduction of MA level as well as near transfer on the improvement of math achievement. Data are discussed in terms of specific mechanisms underlying each type of training method, and with specific focus on the evaluation of educational and developmental opportunities linked to MA prevention and improvement of math abilities in school-age children.
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Affiliation(s)
| | - Chiara De Vita
- Department of Life Sciences, University of Trieste, Trieste, Italy
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23
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Schmitz EA, Jansen BRJ, Wiers RW, Salemink E. Do implicitly measured math-anxiety associations play a role in math behavior? J Exp Child Psychol 2019; 186:171-188. [PMID: 31288204 DOI: 10.1016/j.jecp.2019.05.013] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 05/01/2019] [Accepted: 05/28/2019] [Indexed: 01/01/2023]
Abstract
The current study examined the role of implicitly measured associations (henceforth referred to as associations) between math and anxiety in adolescents' math anxiety. Previous research has shown that associations predicted behavior independent of explicit measures. In this study, it was investigated whether math-anxiety associations would be related to math anxiety and whether they predicted math behavior as well as state math anxiety independent of explicitly measured math anxiety. In addition, the domain specificity of math-anxiety associations for predicting math behavior was investigated. Adolescents' anxiety associations and self-reported anxiety were assessed for three domains: math anxiety, foreign language (English) anxiety, and trait anxiety. A sample of 189 secondary school students performed three single-target implicit association tests, performed a math problem solving task, and filled out questionnaires. Overall, adolescents showed stronger math-anxiety associations in comparison with math-calmness associations. In contrast to our hypotheses, math-anxiety associations were not related and did not uniquely or specifically predict math behavior and state math anxiety. Explicit anxiety measures demonstrated specificity in predicting math and English grades as well as state math anxiety. The innovative aspects of this study are the investigation of implicitly measured math-anxiety associations and the relation to math anxiety and math behavior. Further research is needed to develop tasks that are better able to capture the most relevant math-threat associations and to investigate which math behavior might be most strongly influenced by these associations.
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Affiliation(s)
- Eva A Schmitz
- Department of Developmental Psychology, Adapt Lab, University of Amsterdam, Amsterdam, The Netherlands.
| | - Brenda R J Jansen
- Department of Developmental Psychology, Adapt Lab, University of Amsterdam, Amsterdam, The Netherlands; Cognitive Science Center Amsterdam, University of Amsterdam, Amsterdam, The Netherlands; Yield, Research Institute of Child Development and Education, University of Amsterdam, Amsterdam, The Netherlands
| | - Reinout W Wiers
- Department of Developmental Psychology, Adapt Lab, University of Amsterdam, Amsterdam, The Netherlands
| | - Elske Salemink
- Department of Developmental Psychology, Adapt Lab, University of Amsterdam, Amsterdam, The Netherlands
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24
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Donati MA, Izzo VA, Scabia A, Boncompagni J, Primi C. Measuring Test Anxiety With an Invariant Measure Across Genders: The Case of the German Test Anxiety Inventory. Psychol Rep 2019; 123:1382-1402. [DOI: 10.1177/0033294119843224] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Since test performance is increasingly relevant in educational and occupational circles, the assessment of test anxiety—the phenomenological, physiological, and behavioral responses to the negative consequences that often emerge in evaluative situations—has become increasingly important to scholars and practitioners. One of the most widely employed scales to measure test anxiety in adolescents is the German Test Anxiety Inventory (in German: Prufungsangstfragebogen, PAF). The current study investigated the psychometric properties of the PAF when administered to Italian students. Our research found evidence of validity, supported the five-factor structure, and demonstrated the test’s good internal consistency. Moreover, the invariance of the dimensional structure across genders was examined. Overall, this study provides evidence for the reliability and validity of the PAF among Italian students.
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Affiliation(s)
- Maria Anna Donati
- Department of Developmental and Social Psychology, Sapienza University of Rome, Rome, Italy
| | - Viola Angela Izzo
- Department of Neuroscience, Psychology, Drug, and Child’s Health (NEUROFARBA), Section of Psychology, University of Florence, Florence, Italy
| | - Aurora Scabia
- Department of Neuroscience, Psychology, Drug, and Child’s Health (NEUROFARBA), Section of Psychology, University of Florence, Florence, Italy
| | - Jessica Boncompagni
- Department of Neuroscience, Psychology, Drug, and Child’s Health (NEUROFARBA), Section of Psychology, University of Florence, Florence, Italy
| | - Caterina Primi
- Department of Neuroscience, Psychology, Drug, and Child’s Health (NEUROFARBA), Section of Psychology, University of Florence, Florence, Italy
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25
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Van Mier HI, Schleepen TMJ, Van den Berg FCG. Gender Differences Regarding the Impact of Math Anxiety on Arithmetic Performance in Second and Fourth Graders. Front Psychol 2019; 9:2690. [PMID: 30713516 PMCID: PMC6345718 DOI: 10.3389/fpsyg.2018.02690] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2018] [Accepted: 12/14/2018] [Indexed: 11/13/2022] Open
Abstract
The development of math skills is crucial for adequate functioning in academic and professional settings as well as in daily life. A factor that has been shown to negatively influence performance and acquisition of math skills is math anxiety. With the high prevalence of math anxiety in society and the long lasting effects on math performance, it is important to study the relation between math anxiety and math performance in young children. Since math anxiety is often more pronounced in women than in men, it is essential to take the effect of gender into account. While the effect of gender on the relation between math anxiety and math performance has been studied in adults and adolescents, less research has focused on children, especially children at young ages. To fill this gap, the current study examined how the relation between math anxiety and math performance differed between boys and girls in early elementary school years. Math anxiety and math performance was assessed in 124 second- and fourth-grade children (67 girls and 57 boys). Although boys and girls showed more or less equal levels of math anxiety and performed similarly at the arithmetic task, correlation analyses showed that only in girls, math anxiety significantly correlated with math performance. Analyses investigating if math anxiety moderated the effect of gender and grade on math performance revealed significant differences between boys and girls. Higher levels of math anxiety only significantly and negatively moderated math performance in girls, with the greatest effect observed in 2nd grade girls. These findings highlight the importance of taking gender differences into account when studying the effect of math anxiety. The results showed that math anxiety is already negatively linked to math performance in girls as early as second grade. The present findings emphasize the importance of the early identification and remediation of math anxiety in girls to prevent long lasting effects. Possible causes for the gender related differences will be discussed.
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Affiliation(s)
- Hanneke I Van Mier
- Department of Cognitive Neuroscience, Developmental Cognitive Neuroscience Section, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, Netherlands
| | - Tamara M J Schleepen
- Department of Cognitive Neuroscience, Developmental Cognitive Neuroscience Section, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, Netherlands
| | - Fabian C G Van den Berg
- Department of Cognitive Neuroscience, Developmental Cognitive Neuroscience Section, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, Netherlands
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27
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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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28
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Mammarella IC, Caviola S, Giofrè D, Borella E. Separating math from anxiety: The role of inhibitory mechanisms. APPLIED NEUROPSYCHOLOGY-CHILD 2017; 7:342-353. [DOI: 10.1080/21622965.2017.1341836] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Affiliation(s)
- Irene C. Mammarella
- Department of Developmental and Social Psychology, University of Padova, Padova, Italy
| | - Sara Caviola
- Department of Psychology, University of Cambridge, Cambridge, United Kingdom
| | - David Giofrè
- Department of Natural Sciences and Psychology, Liverpool John Moores University, Liverpool, United Kingdom
| | - Erika Borella
- Department of General Psychology, University of Padova, Padova, Italy
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