Marginal Treatment Effects from a Propensity Score Perspective
نویسندگان
چکیده
منابع مشابه
Estimating Heterogeneous Treatment Effects in the Presence of Self-Selection: A Propensity Score Perspective*
An essential feature common to all empirical social research is variability across units of analysis. Individuals differ not only in background characteristics and outcomes of interest, but also in how they respond to a particular treatment, intervention, or stimulation. Moreover, individuals may self-select into treatment on the basis of their anticipated treatment effects. To study heterogene...
متن کاملHeterogeneous Treatment Effects in the Presence of Self-Selection: A Propensity Score Perspective∗
An essential feature common to all empirical social research is variability across units of analysis. Individuals differ not only in background characteristics, but also in how they respond to a particular treatment, intervention, or stimulation. Moreover, individuals may self-select into treatment on the basis of their anticipated treatment effects. To study heterogeneous treatment effects in ...
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The purpose of this paper is to determine how much is the “bonus” or “prize” to the sales per worker of Internet-using firms compared to not Internet-using firms. The author employs matching techniques based on an Argentinean database. The author first presents a binary logit model, in which the dependent variable is a dichotomous variable equal to 1 if the firm adopted Internet and 0 otherwise...
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Estimation of treatment effects with causal interpretation from observational data is complicated because exposure to treatment may be confounded with subject characteristics. The propensity score, the probability of treatment exposure conditional on covariates, is the basis for two approaches to adjusting for confounding: methods based on stratification of observations by quantiles of estimate...
متن کاملpropensity score analysis
Methods for propensity score analysis (PSA) originated with Rosenbaum and Rubin (1983), as vehicles to sharpen and clarify treatment group comparisons in observational studies. Although highly recommended by many statisticians, and applied often in medical sciences, PSA has seen relatively few applications in the social and behavioral sciences. This paper aims to facilitate sound PSA applicatio...
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ژورنال
عنوان ژورنال: Journal of Political Economy
سال: 2019
ISSN: 0022-3808,1537-534X
DOI: 10.1086/702172