Propensity Score Reweighting and Changes in Wage Distributions
نویسنده
چکیده
I provide a simple introduction to the use of propensity score reweighting to assess the effect of changes in covariates on the distribution of an outcome (such as wages). I relate this to the literature on estimating “average treatment effects” and Blinder/Oaxaca decompositions as well as discuss some of the limitations and uses of reweighting.
منابع مشابه
New Evidence on the Finite Sample Properties of Propensity Score Matching and Reweighting Estimators
Currently available asymptotic results in the literature suggest that matching estimators have higher variance than reweighting estimators. The extant literature comparing the finite sample properties of matching to specific reweighting estimators, however, has concluded that reweighting performs far worse than even the simplest matching estimator. We resolve these puzzling conclusions. Specifi...
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Background and Aim: Case-Control studies provide evidence in the area of health. Validity and accuracy of such studies depend to a large extent on the similarity (similar distributions) of the case and control groups according to confounding variables. Matching is a method for controlling or eliminating the effects of important confounders. Matching using propensity score has recently been intr...
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