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Beyond the average treatment effect

Οι ιατρικές αποφάσεις συχνά βασίζονται στη μέση επίδραση θεραπειών όπως αυτή εκτιμάται από κλινικές δοκιμές, υποθέτοντας ότι όλοι οι ασθενείς επωφελούνται εξίσου. Ωστόσο, η προσέγγιση αυτή αγνοεί τη σημαντική ετερογένεια στις αντιδράσεις των ασθενών.
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A note on bounding average treatment effects

Economics Letters, 2013
Abstract Imposing the monotone treatment selection (MTS) assumption and the monotone instrumental variable (MIV) assumption implies bounds on average treatment effect that differ from those commonly reported in the applied literature. Instead, for the bounds to be correct, we should use an MTS assumption conditional on the value of a monotone ...
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A note on estimation of the average treatment effect and average partial effect in nonlinear models [PDF]

open access: possibleEconomics Bulletin, 2008
In the literature on program impact evaluation, the popular impact parameters can the average treatment effect, the average treatment effect on the treated, the average partial effect, and the average partial effect on the treated. In empirical studies, these parameters are not always presented and estimated clearly. In addition, when outcome functions
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Robust Estimation for Average Treatment Effects

SSRN Electronic Journal, 2013
We study the probability tail properties of the Inverse Probability Weighting (IPW) estimators of the Average Treatment Effect T when there is limited overlap in the covariate distribution. Our main contribution is a new robust estimator that performs substantially better than existing IPW estimators.
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Estimating average treatment effects in Stata [PDF]

open access: possible, 2007
In this talk, I look at several methods for estimating average effects of a program, treatment, or regime, under unconfoundedness. The setting is one with a binary program. The traditional example in economics is that of a labor market program where some individuals receive training and others do not, and interest is in some measure of the ...
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Local average treatment effects with binary outcomes

American Journal of Epidemiology
Stuart G Baker, Karen S Lindeman
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The Average Treatment Effect Fallacy in Thoracic Oncology

Journal of Thoracic Oncology
Jorge Humberto, Rodriguez Quintero   +1 more
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