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来源类型Working Paper
规范类型报告
DOI10.3386/w17519
来源IDWorking Paper 17519
Identification and Inference with Many Invalid Instruments
Michal Kolesár; Raj Chetty; John N. Friedman; Edward L. Glaeser; Guido W. Imbens
发表日期2011-10-20
出版年2011
语种英语
摘要We analyze linear models with a single endogenous regressor in the presence of many instrumental variables. We weaken a key assumption typically made in this literature by allowing all the instruments to have direct effects on the outcome. We consider restrictions on these direct effects that allow for point identification of the effect of interest. The setup leads to new insights concerning the properties of conventional estimators, novel identification strategies, and new estimators to exploit those strategies. A key assumption underlying the main identification strategy is that the product of the direct effects of the instruments on the outcome and the effects of the instruments on the endogenous regressor has expectation zero. We argue in the context of two specific examples with a group structure that this assumption has substantive content.
主题Econometrics ; Estimation Methods
URLhttps://www.nber.org/papers/w17519
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/575194
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GB/T 7714
Michal Kolesár,Raj Chetty,John N. Friedman,et al. Identification and Inference with Many Invalid Instruments. 2011.
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