Texas A&M University.
Department of Psychology.
Psychol Bull. 2021 Feb;147(2):134-168. doi: 10.1037/bul0000307. Epub 2020 Oct 29.
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 ( = -.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 There is also a tendency for published studies to report significantly stronger correlations than unpublished studies, but overall, large, negative effect sizes are underreported.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).
元分析来自 20 世纪 90 年代,先前已经确定了数学成绩与数学焦虑之间存在显著的、小到中等的负相关。自这些出版物发表以来,研究继续用更多样化的样本和措施来研究这种关系。因此,本元分析的目标是提供数学焦虑与数学成绩关系及其调节因素的更新。通过分析 1992 年至 2018 年期间进行的研究中积累的 747 个效应量,我们发现数学焦虑与数学成绩之间存在小到中等、负相关且具有统计学意义( = -.28)。这种关系在所有调节子组中都具有统计学意义,除了数学焦虑与测量近似数系统的评估之间的关系。年级、数学能力水平、青少年/成人数学焦虑量表、数学焦虑量表的数学主题以及数学评估是这种关系的重要调节因素。发表的研究报告的相关性往往比未发表的研究报告更显著,但总体而言,大的、负的效应量被低估了。我们的结果与先前发现的数学焦虑与数学成绩之间存在显著关系的结果一致。这种关联始于儿童期,一直持续到成年期,在 3 年级至 5 年级和高等教育阶段的学生中较小,在数学焦虑比统计学焦虑和某些数学焦虑量表中较大,在数学考试成绩和为低数学能力选择的样本中较小。这项工作支持未来的研究努力,以确定有效的数学成绩和数学焦虑干预措施,这可能在儿童期实施最有帮助。(PsycInfo 数据库记录(c)2021 APA,保留所有权利)。