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The effect of school spending on student achievement: addressing biases in value-added models

机译:学校支出对学生成绩的影响:解决增值模型中的偏见

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摘要

The estimation of education production models used to evaluate the effect of school inputs and past skills on test scores, often called value-added models, can be biased by three main econometric issues: unobserved child characteristics, unobserved family and school characteristics and measurement error. We propose a two-step estimation technique which exploits the availability of test scores across time, subjects, families and schools in a unique administrative data set for England to correct for these potential biases. Our empirical results suggest that omitting school characteristics biases the estimation of the effect of school expenditure, whereas omitting unobserved child endowment biases the estimation of the effect of past skills but not the effect of school expenditure.
机译:用于评估学校投入和过往技能对测验成绩影响的教育生产模型的估计(通常称为增值模型)可能会受到三个主要计量经济学问题的偏见:未观察到的儿童特征,未观察到的家庭和学校特征以及测量误差。我们提出了一种两步估算技术,该方法利用针对英国的独特行政数据集中的时间,科目,家庭和学校的时间分数的可用性来纠正这些潜在的偏见。我们的经验结果表明,省略学校特征会影响对学校支出效果的估计,而省略未观察到的儿童end赋会影响对过去技能效果的估计,而不会对学校支出的效果产生偏见。

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