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.
Mathematical performance plays a vital role in students' academic development. Studies have shown that some basic cognitive processes, including inductive reasoning, are critical for the development of mathematical performance. However, little empirical evidence has been accumulated regarding the association between inductive reasoning and mathematical performance. This study investigated whether inductive reasoning has a unique predictive effect on situational, verbalized, and symbolic mathematical performance. A total of 203 eighth‐graders were recruited for a series of tasks. Results showed that when only gender and age were controlled for, inductive reasoning ability could significantly predict all types of mathematical performance. However, after controlling for general cognitive abilities, including language, spatial visualization, and working memory, inductive reasoning ability did not significantly predict any mathematical performance. By contrast, language and spatial ability showed independent predictions for mathematical performance. Results suggest that language and spatial abilities, other than inductive reasoning, could support mathematical processing.
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