脂肪量对教育成就的影响:检验不同识别策略的敏感性

The effect of fat mass on educational attainment: Examining the sensitivity to different identification strategies

Economics & Human Biology · 2012
被引 48
人大 A-ABS 2

中文导读

使用同一数据集比较不同识别策略(固定效应和工具变量)对青少年脂肪量与学业成就关系估计的差异,发现多数估计与OLS无显著差异,认为脂肪量不太可能因果影响学业成就。

Abstract

The literature that examines the relationship between child or adolescent Body Mass Index (BMI) and academic attainment generally finds mixed results. This may be due to the use of different data sets, conditioning variables, or methodologies: studies either use an individual fixed effects (FE) approach and/or an instrumental variable (IV) specification. Using one common dataset, the Avon Longitudinal Study of Parents and Children, and a common set of controls, this paper compares the different approaches (including using different types of IV's), discusses their appropriateness, and contrasts their findings. We show that, although the results differ depending on the approach, most estimates cannot be statistically distinguished from OLS, nor from each other. Examining the potential violations of key assumptions of the different approaches and comparing their point estimates, we conclude that fat mass is unlikely to be causally related to academic achievement in adolescence.

脂肪量教育成就识别策略工具变量