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巴西的空气质量与个人学业成绩:一项对2000年至2020年间超过1500万名学生的全国性研究。

Air quality and individual-level academic performance in Brazil: A nationwide study of more than 15 million students between 2000 and 2020.

作者信息

Gardin Thiago N, Requia Weeberb J

机构信息

School of Public Policy and Government, Fundação Getúlio Vargas Brasília, Distrito Federal, Brazil.

School of Public Policy and Government, Fundação Getúlio Vargas Brasília, Distrito Federal, Brazil.

出版信息

Environ Res. 2023 Jun 1;226:115689. doi: 10.1016/j.envres.2023.115689. Epub 2023 Mar 16.

Abstract

Studies have shown that living and studying in places with poor air quality is associated with cognitive deficits. However, there is still a limitation in the literature in terms of study design and geographic location. Also, only a few studies have looked at the effects of more than one air pollutant. To address this research gap, in this study we estimated the association between air pollution (considering three criteria air pollutants - PM, NO, and O) and academic performance (a proxy of cognitive performance) at the student level in Brazil between 2000 and 2020. We assessed academic performance data from a nationwide high school exam. The data included 15,443,772 students who took this national test between 2000 and 2020 in Brazil. Air pollution data was derived from satellite remote sensing observations. We fit mixed-effects regression models with a state-specific random intercept and adjusted for school characteristics, spatio-temporal factors, and socioeconomic status. We performed sub-group analyses by stratifying the analysis by type of school management (private or public), location of the school (urban or rural), sex, and periods. Our findings suggest air pollution exposure was associated with drops in the students' marks varying from 0.13% to 5.39%. To our knowledge, this is the first study that estimates the association between air pollution and individual-level academic performance in Brazil. This study is of substantial environmental and educational importance by supporting policymakers to improve the air quality surrounding schools.

摘要

研究表明,在空气质量差的地方生活和学习与认知缺陷有关。然而,在研究设计和地理位置方面,文献中仍存在局限性。此外,只有少数研究考察了多种空气污染物的影响。为了填补这一研究空白,在本研究中,我们估算了2000年至2020年间巴西学生层面空气污染(考虑三种标准空气污染物——颗粒物、氮氧化物和臭氧)与学业成绩(认知表现的一个指标)之间的关联。我们评估了一项全国性高中考试的学业成绩数据。这些数据包括2000年至2020年间在巴西参加这项全国考试的15443772名学生。空气污染数据来自卫星遥感观测。我们拟合了具有特定州随机截距的混合效应回归模型,并对学校特征、时空因素和社会经济地位进行了调整。我们按学校管理类型(私立或公立)、学校位置(城市或农村)、性别和时间段对分析进行分层,进行了亚组分析。我们的研究结果表明,接触空气污染与学生成绩下降0.13%至5.39%有关。据我们所知,这是第一项估算巴西空气污染与个人层面学业成绩之间关联的研究。这项研究对于支持政策制定者改善学校周边空气质量具有重大的环境和教育意义。

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