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Publication date: 10 April 2019

Inference in Conditional Moment Restriction Models When there is Selection Due to Stratification

Antonio Cosma, Andreï V. Kostyrka and Gautam Tripathi

We show how to use a smoothed empirical likelihood approach to conduct efficient semiparametric inference in models characterized as conditional moment equalities when…

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Abstract

We show how to use a smoothed empirical likelihood approach to conduct efficient semiparametric inference in models characterized as conditional moment equalities when data are collected by variable probability sampling. Results from a simulation experiment suggest that the smoothed empirical likelihood based estimator can estimate the model parameters very well in small to moderately sized stratified samples.

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The Econometrics of Complex Survey Data
Type: Book
DOI: https://doi.org/10.1108/S0731-905320190000039010
ISBN: 978-1-78756-726-9

Keywords

  • Conditional moment models
  • smoothed empirical likelihood
  • stratification
  • variable probability sampling
  • endogenous and exogenous stratification
  • generalized method of moments

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Book part
Publication date: 10 April 2019

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Details

The Econometrics of Complex Survey Data
Type: Book
DOI: https://doi.org/10.1108/S0731-905320190000039005
ISBN: 978-1-78756-726-9

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