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从青少年学业成绩看父母教育的收益递减:排除均值回归因素

Diminished Returns of Parental Education in Terms of Youth School Performance: Ruling out Regression toward the Mean.

作者信息

Assari Shervin, Boyce Shanika, Bazargan Mohsen, Caldwell Cleopatra H

机构信息

Department of Family Medicine, Charles R. Drew University of Medicine and Science, Los Angeles, CA 90059, USA.

Department of Pediatrics, Charles R. Drew University of Medicine and Science, Los Angeles, CA 90059, USA.

出版信息

Children (Basel). 2020 Jul 7;7(7):74. doi: 10.3390/children7070074.

Abstract

BACKGROUND

Minorities' Diminished Returns (MDRs) refer to systemically weaker effects of socioeconomic status (SES) indicators on various developmental, behavioral, and health outcomes of ethnic minorities compared to non-Hispanic (non-Latino) Whites. Similar MDRs also exist for the effects of parental education on the school performance of ethnic minority youth.

AIM

To assess whether regression toward the mean (RTM) has any role in explaining the diminished effects of parental education on the school performance of Black and Hispanic youth relative to non-Hispanic White youth.

MATERIALS AND METHODS

Data for this cross-sectional study came from the Monitoring the Future survey (MTF, 2017), a nationally representative survey of American youth in 12th grade. The sample included 10,262 youth who were 12th graders (typically 17-18 years old). The independent variable was parental education with five categories: Some high school, High school graduate, Some college, College graduate, and Graduate school. The outcome was self-reported school performance measured as grade point average (GPA). Ethnicity was the effect modifier. Analysis of variance (ANOVA) and the Tukey Post Hoc test was used to analyze the data. Data visualization (line graphs) was used to visualize the shape of youth GPA as a function of parental education levels across ethnic groups.

RESULTS

While a perfect stepwise increase was seen in youth school performance as a result of parental education improvement, this pattern differed considerably across ethnic groups. Such a perfect stepwise increase in youth school performance as a result of the incremental increase in parental education was missing for Black and Hispanic youth. The shape of the association between parental education and youth school performance ruled out regression toward the mean (RTM) as an explanation for the observed diminished effects of parental education on the school performance of Black and Hispanic youth.

CONCLUSION

Diminished returns of parental education on the school performance of Black and Hispanic youth cannot be explained by regression toward the mean. Other factors and contextual processes, such as segregation, discrimination, racism, and poor quality of schools in urban areas, should be investigated in future research.

摘要

背景

少数族裔回报递减(MDRs)是指与非西班牙裔(非拉丁裔)白人相比,社会经济地位(SES)指标对少数族裔的各种发展、行为和健康结果的系统性影响较弱。父母教育对少数族裔青少年学业成绩的影响也存在类似的回报递减情况。

目的

评估均值回归(RTM)在解释父母教育对黑人及西班牙裔青少年学业成绩的影响相对于非西班牙裔白人青少年减弱方面是否起作用。

材料与方法

这项横断面研究的数据来自“未来监测”调查(MTF,2017),这是一项对美国12年级青少年具有全国代表性的调查。样本包括10262名12年级学生(通常为17 - 18岁)。自变量是父母教育程度,分为五个类别:高中未毕业、高中毕业生、部分大学学历、大学毕业生和研究生学历。结果是自我报告的学业成绩,以平均绩点(GPA)衡量。种族是效应修饰因素。采用方差分析(ANOVA)和Tukey事后检验来分析数据。数据可视化(折线图)用于直观展示不同种族青少年GPA随父母教育水平变化的情况。

结果

虽然随着父母教育水平的提高,青少年学业成绩呈现出完美的逐步上升趋势,但这种模式在不同种族之间存在很大差异。黑人及西班牙裔青少年并未因父母教育水平的逐步提高而出现青少年学业成绩的完美逐步上升。父母教育与青少年学业成绩之间的关联形式排除了均值回归(RTM)作为父母教育对黑人及西班牙裔青少年学业成绩影响减弱的解释。

结论

父母教育对黑人及西班牙裔青少年学业成绩回报递减不能用均值回归来解释。未来研究应调查其他因素和背景过程,如隔离、歧视、种族主义以及城市地区学校质量差等。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3128/7401872/e18c2a75c1d7/children-07-00074-g001.jpg

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