Lin Qinyun, Hunsberger Monica, Klingberg Sofia, de Henauw Stefaan, Hebestreit Antje, Lauria Fabio, Mazur Artur, Moreno Luis, Noémi Kurdiné Molnár Eszter, Pigeot Iris, Tornaritis Michael, Veidebaum Toomas, Lissner Lauren
School of Public Health and Community Medicine, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, Guldhedsgatan 5A, Plan 3, Gothenburg, Sweden.
Department of Internal Medicine and Clinical Nutrition, University of Gothenburg, Gothenburg, Sweden.
BMC Public Health. 2025 Jun 26;25(1):2176. doi: 10.1186/s12889-025-23578-3.
Academic performance in children is associated with a range of health-related factors, including physical fitness, mental well-being, sleep, and behavioral patterns. While previous studies have examined these factors individually, fewer have assessed their independent associations with academic achievement while accounting for other relevant health indicators. This study uses data from the I.Family study to explore how physical, mental, sleep-related, and behavioral health indicators relate to academic achievement among European adolescents, considering each factor's contribution while adjusting for the others.
We used data from the 2013-2014 wave of the I.Family study to investigate eight health indicators: health related quality of life (HRQoL), body mass index (BMI), diet, media use, physical activity, sleep duration and quality, and stressful life events. Their associations with self-reported academic performance in mathematics and language were analyzed using binary logistic regression models, adjusting for confounders such as parents' education, income, survey country and child's age. We conducted separate analyses for girls and boys to capture associations that are specific to academic subject and sex.
A number of significant associations were found between several health indicators and academic performance. Higher HRQoL scores, reduced media time, and increased physical activity were linked to better academic performance in both mathematics and language for both boys and girls. Variation by sex and academic subjects were observed, with lower BMI, higher healthy diet scores and better sleep quality associated with better academic performance in language among girls. For mathematics, emotional, self-esteem, and family-related HRQoL were all significantly associated with higher performance for both boys and girls. In contrast, for language achievement, only family-related HRQoL was significant for both sexes.
Our study underscores the need to consider both the importance of accounting for heterogeneity in sex and the differences between math and language academic subjects when investigating determinants of academic performance, setting the stage for further research on this topic to explore potential competing, synergistic, or time-dependent effects among these different health dimensions.
儿童的学业成绩与一系列健康相关因素有关,包括身体素质、心理健康、睡眠和行为模式。虽然先前的研究分别考察了这些因素,但较少有研究在考虑其他相关健康指标的情况下,评估它们与学业成就的独立关联。本研究使用“我家”研究的数据,探讨身体、心理、睡眠相关和行为健康指标如何与欧洲青少年的学业成就相关,同时考虑每个因素的贡献并对其他因素进行调整。
我们使用“我家”研究2013 - 2014年的数据来调查八个健康指标:健康相关生活质量(HRQoL)、体重指数(BMI)、饮食、媒体使用、身体活动、睡眠时间和质量以及压力性生活事件。使用二元逻辑回归模型分析它们与自我报告的数学和语言学业成绩的关联,并对父母教育程度、收入、调查国家和孩子年龄等混杂因素进行调整。我们分别对男孩和女孩进行分析,以捕捉特定于学科和性别的关联。
在几个健康指标和学业成绩之间发现了许多显著关联。较高的HRQoL得分、减少的媒体使用时间和增加的身体活动与男孩和女孩在数学和语言方面更好的学业成绩相关。观察到了性别和学科的差异,较低的BMI、较高的健康饮食得分和更好的睡眠质量与女孩在语言方面更好的学业成绩相关。对于数学,情绪、自尊和与家庭相关的HRQoL与男孩和女孩的更高成绩均显著相关。相比之下,对于语言成绩,只有与家庭相关的HRQoL对两性均显著。
我们的研究强调在调查学业成绩的决定因素时,需要考虑性别异质性以及数学和语言学科之间差异的重要性,为进一步研究该主题奠定了基础,以探索这些不同健康维度之间潜在的竞争、协同或时间依赖效应。