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Instrumental Variables Estimation of Quantile Treatment Effects / Alberto Abadie, Joshua D. Angrist, Guido W. Imbens.
Author
Abadie, Alberto
[Browse]
Format
Book
Language
English
Published/​Created
Cambridge, Mass. National Bureau of Economic Research 1998.
Description
1 online resource: illustrations (black and white);
Details
Related name
National Bureau of Economic Research
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Angrist, Joshua D.
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Imbens, Guido W.
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Series
Technical Working Paper Series (National Bureau of Economic Research) no. t0229.
[More in this series]
NBER technical working paper series no. t0229
Summary note
This paper introduces an instrumental variables estimator for the effect of a binary treatment on the quantiles of potential outcomes. The quantile treatment effects (QTE) estimator accommodates exogenous covariates and reduces to quantile regression as a special case when treatment status is exogenous. Asymptotic distribution theory and computational methods are derived. QTE minimizes a piecewise linear objective function for which a local minimum can be obtained using a modified Barrodale-Roberts algorithm. The QTE estimator is illustrated by estimating the effect of childbearing on the distribution of family income.
Notes
March 1998.
Source of description
Print version record
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