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Cheng D, Shi K, Wang N, Miao X, Zhou X. Examining the Differential Role of General and Specific Processing Speed in Predicting Mathematical Achievement in Junior High School. J Intell 2021; 10:1. [PMID: 35076556 PMCID: PMC8788420 DOI: 10.3390/jintelligence10010001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 12/13/2021] [Accepted: 12/16/2021] [Indexed: 12/03/2022] Open
Abstract
Processing speed is divided into general (including perceptual speed and decision speed) and specific processing speed (including reading fluency and arithmetic fluency). Despite several study findings reporting the association between processing speed and children's mathematical achievement, it is still unclear whether general or specific processing speed differentially predicts mathematical achievement. The current study aimed to examine the role of general and specific processing speed in predicting mathematical achievements of junior high school students. Cognitive testing was performed in 212 junior school students at the beginning of the 7th grade year, along with assessment of general and specific processing speed. Relevant academic achievement scores were also recorded at the end of the 7th and 9th grade years. Hierarchical regression analyses showed that specific processing speed made a significant unique contribution in mathematical achievement by the end of the 7th grade and could significantly predict mathematical achievements in the high school entrance examinations by end of the 9th grade after controlling for age, gender, and general cognitive abilities. However, general processing speed could not predict mathematical achievements. Moreover, specific processing speed could significantly predict all academic achievements for both the 7th and 9th grade. These results demonstrated that specific processing speed, rather than general processing speed, was able to predict mathematical achievement and made a generalised contribution to all academic achievements in junior school. These findings suggest that specific processing speed could be a reflection of academic fluency and is therefore critical for long-term academic development.
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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 100875, China; (D.C.); (K.S.); (X.M.)
- Lab for Educational Neuroscience, Center for Educational Science and Technology, Faculty of Education, Beijing Normal University, Beijing 100875, China;
- Advanced Innovation Center for Future Education, Beijing Normal University, Beijing 100875, China
- Department of Pediatric Neurology, Capital Institute of Pediatrics, Beijing 100020, China
| | - Kaihui Shi
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; (D.C.); (K.S.); (X.M.)
- Advanced Innovation Center for Future Education, Beijing Normal University, Beijing 100875, China
| | - Naiyi Wang
- Lab for Educational Neuroscience, Center for Educational Science and Technology, Faculty of Education, Beijing Normal University, Beijing 100875, China;
| | - Xinyang Miao
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; (D.C.); (K.S.); (X.M.)
- Advanced Innovation Center for Future Education, Beijing Normal University, Beijing 100875, China
- Department of Pediatric Neurology, Capital Institute of Pediatrics, Beijing 100020, China
| | - Xinlin Zhou
- State Key Laboratory of Cognitive Neuroscience and Learning, IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China; (D.C.); (K.S.); (X.M.)
- Advanced Innovation Center for Future Education, Beijing Normal University, Beijing 100875, China
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Lambert K, Wortha SM, Moeller K. Time Reading in Middle and Secondary School Students: The Influence of Basic-Numerical Abilities. The Journal of Genetic Psychology 2020; 181:255-277. [PMID: 32406334 DOI: 10.1080/00221325.2020.1760778] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
Time reading skills are central for the management of personal and professional life. However, little is known about the differential influence of basic numerical abilities on analog and digital time reading in general and in middle and secondary school students in particular. The present study investigated the influence of basic numerical skills separately for analog and digital time reading in N = 709 students from 5th to 8th grade. The present findings suggest that the development of time reading skills is not completed by the end of primary school. Results indicated that aspects of magnitude manipulation and arithmetic fact knowledge predicted analog time reading significantly over and above the influence of age. Furthermore, results showed that spatial representations of number magnitude, magnitude manipulation, arithmetic fact knowledge, and conceptual knowledge were significant predictors of digital time reading beyond general cognitive ability and sex. To the best of our knowledge, the present study is the first to show differential effects of basic numerical abilities on analog and digital time reading skills in middle and secondary school students. As time readings skills are crucial for everyday life, these results are highly relevant to better understand basic numerical processes underlying time reading.
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Affiliation(s)
- Katharina Lambert
- Hector Research Institute of Education Sciences and Psychology, University of Tuebingen, Tuebingen, Germany.,LEAD Graduate School & Research Network, University of Tuebingen, Tuebingen, Germany
| | - Silke M Wortha
- LEAD Graduate School & Research Network, University of Tuebingen, Tuebingen, Germany.,Leibniz-Institut für Wissensmedien, Tuebingen, Germany
| | - Korbinian Moeller
- LEAD Graduate School & Research Network, University of Tuebingen, Tuebingen, Germany.,Leibniz-Institut für Wissensmedien, Tuebingen, Germany.,Department of Psychology, University of Tuebingen, Tuebingen, Germany
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Träff U, Olsson L, Östergren R, Skagerlund K. Development of early domain-specific and domain-general cognitive precursors of high and low math achievers in grade 6. Child Neuropsychol 2020; 26:1065-1090. [PMID: 32193970 DOI: 10.1080/09297049.2020.1739259] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
This study investigated from a longitudinal retrospective perspective what characterizes and predicts 6th graders (Mage = 12.95, SD = 0.27) with low (LMA) or high (HMA) math achievement concerning the development of early domain-specific and domain-general cognitive abilities. They were examined and compared to average achievers (n = 88) at four-time points from kindergarten (Mage = 6.58, SD = 0.36) to third grade (Mage = 9.53, SD = 0.33). The LMA (n = 27) or HMA (n = 41) children exhibited persistent multi-weakness and multi-strength profiles, respectively, present already prior to formal schooling. The cognitive profiles of the two groups, and their development, were mostly qualitatively similar, but there were also important qualitative differences. Logistic regression analyzes showed that superior verbal arithmetic, logical reasoning, and executive functions are vital for developing superior mathematical skills while inferior verbal arithmetic, logical reasoning, and spatial processing ability constitute unique potential risk factors for low mathematical skills.
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Affiliation(s)
- Ulf Träff
- Department of Behavioural Sciences and Learning, Linköping University , Linköping, Sweden
| | - Linda Olsson
- Department of Behavioural Sciences and Learning, Linköping University , Linköping, Sweden
| | - Rickard Östergren
- Department of Behavioural Sciences and Learning, Linköping University , Linköping, Sweden
| | - Kenny Skagerlund
- Department of Behavioural Sciences and Learning, Linköping University , Linköping, Sweden
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Träff U, Olsson L, Skagerlund K, Skagenholt M, Östergren R. Logical Reasoning, Spatial Processing, and Verbal Working Memory: Longitudinal Predictors of Physics Achievement at Age 12-13 Years. Front Psychol 2019; 10:1929. [PMID: 31496982 PMCID: PMC6712504 DOI: 10.3389/fpsyg.2019.01929] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Accepted: 08/06/2019] [Indexed: 11/25/2022] Open
Abstract
To date, few studies have tried to pinpoint the mechanisms supporting children’s skills in science. This study investigated to what extent logical reasoning, spatial processing, and working memory, tapped at age 9–10 years, are predictive of physics skills at age 12–13 years. The study used a sample of 81 children (37 girls). Measures of arithmetic calculation and reading comprehension were also included in the study. The multiple regression model accounted for 24% of the variation in physics achievement. The model showed that spatial processing (4.6%) and verbal working memory (4.5%) accounted for a similar amount of unique variance, while logical reasoning accounted for 5.7% variance. The measures of arithmetic calculation and reading comprehension did not account for any unique variance. Nine percent of the accounted variance was shared variance. The results demonstrate that physics is a multivariate discipline that draws upon numerous cognitive resources. Logical reasoning ability is a key component in order for children to learn about abstract physics facts, concepts, theories, and applying complex scientific methods. Spatial processing is important as it may sub-serve the assembly of diverse sources of visual-spatial information into a spatial-schematic image. The working memory system provides a flexible and efficient mental workspace that can supervise, coordinate, and execute processes involved in physics problem-solving.
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Affiliation(s)
- Ulf Träff
- Department of Behavioural Sciences and Learning, Linköping University, Linköping, Sweden
| | - Linda Olsson
- Department of Behavioural Sciences and Learning, Linköping University, Linköping, Sweden
| | - Kenny Skagerlund
- Department of Behavioural Sciences and Learning, Linköping University, Linköping, Sweden
| | - Mikael Skagenholt
- Department of Behavioural Sciences and Learning, Linköping University, Linköping, Sweden
| | - Rickard Östergren
- Department of Behavioural Sciences and Learning, Linköping University, Linköping, Sweden
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Träff U, Olsson L, Skagerlund K, Östergren R. Cognitive mechanisms underlying third graders’ arithmetic skills: Expanding the pathways to mathematics model. J Exp Child Psychol 2018; 167:369-387. [DOI: 10.1016/j.jecp.2017.11.010] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2016] [Revised: 09/19/2017] [Accepted: 11/20/2017] [Indexed: 11/28/2022]
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