G2TT
来源类型Working Paper
规范类型报告
DOI10.3386/t0252
来源IDTechnical Working Paper 0252
Local Instrumental Variables
James J. Heckman; Edward J. Vytlacil
发表日期2000-04-21
出版年2000
语种英语
摘要This paper unites the treatment effect literature and the latent variable literature. The economic questions answered by the commonly used treatment effect parameters are considered. We demonstrate how the marginal treatment effect parameter can be used in a latent variable framework to generate the average treatment effect, the effect of treatment on the treated and the local average treatment effect, thereby establishing a new relationship among these parameters. The method of local instrumental variables directly estimates the marginal treatment effect parameters, and thus can be used to estimate all of the conventional treatment effect parameters when the index condition holds and the parameters are identified. When they are not, the method of local instrumental variables can be used to produce bounds on the parameters with the width of the bounds depending on the width of the support for the index generating the choice of the observed potential outcome.
URLhttps://www.nber.org/papers/t0252
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/565236
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GB/T 7714
James J. Heckman,Edward J. Vytlacil. Local Instrumental Variables. 2000.
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