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Matching has become a popular approach to estimate average treatment effects. It is based on the conditional … matching estimators are not robust. We address this problem with the bounding approach proposed by Rosenbaum (2002), where … to undermine the implications of the matching analysis. …
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A breakdown frontier is the boundary between the set of assumptions which lead to a specific conclusion and those which do not. In a potential outcomes model with a binary treatment, we consider two conclusions: First, that ATE is at least a specific value (e.g., nonnegative) and second that the...
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Given a set of baseline assumptions, a breakdown frontier is the boundary between the set of assumptions which lead to a specific conclusion and those which do not. In a potential outcomes model with a binary treatment, we consider two conclusions: First, that ATE is at least a specific value...
Persistent link: https://www.econbiz.de/10012202176
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is related to the test of the validity of the matching approach in Heckman et. al 1996,1998. Conditional on covariates …
Persistent link: https://www.econbiz.de/10010491120
-based matching and weighting estimators frequently applied to evaluate the average treatment effect on the treated. We analyse both … ones in terms of size and power for both matching and weighting estimators. Furthermore, the results are qualitatively …
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