学校成绩与自我控制和毅力的关系具有强遗传和弱因果关系。

IF 3.6 1区 心理学 Q1 EDUCATION & EDUCATIONAL RESEARCH npj Science of Learning Pub Date : 2023-12-04 DOI:10.1038/s41539-023-00198-3
Sofieke T Kevenaar, Elsje van Bergen, Albertine J Oldehinkel, Dorret I Boomsma, Conor V Dolan
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引用次数: 0

摘要

非认知技能自我控制和毅力通常被认为是学校表现的预测因素,但这种关系是否存在因果关系尚不清楚。我们使用双胞胎设计来调查这种关联的因果关系。具体来说,我们评估了自我控制和毅力对学校表现的直接影响,同时控制了所有三种特征共同的遗传或环境影响(即混淆)。4891对荷兰12岁双胞胎(其中3837对为完整双胞胎)的教师完成了一项关于学业表现(学业成绩)、自我控制(ASEBA自我控制量表)和毅力方面的调查。我们的分析旨在确定自我控制和毅力对学校表现的直接影响,同时控制遗传或环境混杂因素。建立校正了混杂的回归关系支持了回归关系作为因果关系的解释。在所有的分析中,我们校正了性别、教师的偏见和父母的社会经济地位。最初,在标准回归中,自我控制和毅力解释了28.4%的学校表现差异。然而,考虑到遗传混杂(由于遗传多效性),这种关联大部分可归因于这三种性状共享的遗传影响。在遗传多效性存在的情况下,学业表现对自我控制和毅力的表型回归仅占4.4%(即效应量与因果假设相关)。综上所述,自我控制和毅力对学习成绩的预测主要是由于遗传多效性,其因果效应要小得多(R2 = 4.4%)。这表明,仅针对自我控制和毅力的干预措施可能会对学校表现产生有限的改善。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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The relationship of school performance with self-control and grit is strongly genetic and weakly causal.

The non-cognitive skills self-control and grit are often considered predictors of school performance, but whether this relationship is causal remains unclear. We investigated the causality of this association using a twin design. Specifically, we evaluated the direct impact of self-control and grit on school performance, while controlling for genetic or environmental influences common to all three traits (i.e., confounding). Teachers of 4891 Dutch 12-year-old twin pairs (of which 3837 were complete pairs) completed a survey about school performance (school grades), self-control (ASEBA self-control scale), and the perseverance aspect of grit. Our analysis aimed to determine the direct impact of self-control and grit on school performance, while simultaneously controlling for genetic or environmental confounding. Establishing the regression relationship corrected for confounding supports the interpretation of the regression relationship as causal. In all analyses, we corrected for sex, rater bias of the teachers, and parental socioeconomic status. Initially, in the standard regression, self-control, and grit explained 28.4% of the school performance variance. However, allowing for genetic confounding (due to genetic pleiotropy) revealed that most of this association could be attributed to genetic influences that the three traits share. In the presence of genetic pleiotropy, the phenotypic regression of school performance on self-control and grit accounted for only 4.4% (i.e., the effect size association with the causal hypothesis). In conclusion, self-control and grit predict school performance primarily due to genetic pleiotropy, with a much smaller causal effect (R2 = 4.4%). This suggests that interventions targeting self-control and grit alone may yield limited improvements in school performance.

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CiteScore
5.40
自引率
7.10%
发文量
29
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