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Monotone instrumental variables: with an application to the returns to schooling

机译:单调工具变量:适用于退学回报

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摘要

For fifty years econometric analyses of treatment response have made extensive use of instrumental variable (IV) assumptions holding that mean response is constant across specified subpopulations of a population of interest. Yet the credibility of mean independence conditions and other IV assumptions has often been a matter of considerable disagreement, with much debate about whether some covariate is or is not a "valid instrument" in an application of interest. There is therefore good reason to consider weaker but more credible assumptions. To this end, we introduce monotone instrumental variable (MIV) assumptions holding that mean response varies weakly monotonically across specified subpopulations. We study the identifying power of these MIV assumptions and give an empirical application. The findings reported here add to the literature developing nonparametric bounds on treatment effects.
机译:五十年来,对治疗反应的计量经济学分析广泛使用了工具变量(IV)的假设,该假设认为平均反应在目标人群的特定亚人群中是恒定的。然而,平均独立性条件和其他IV假设的可信度通常是一个相当大的分歧,关于某些协变量在应用兴趣方面是否是“有效工具”存在很多争议。因此,有充分的理由考虑较弱但更可信的假设。为此,我们引入了单调工具变量(MIV)假设,该假设认为平均响应在指定子群体中微弱单调变化。我们研究了这些MIV假设的识别能力,并提供了经验应用。此处报道的发现增加了对治疗效果的非参数界限的文献报道。

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