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Conditional Average Treatment Effects and Decision Making

Authors: Mario Samano;

Conditional Average Treatment Effects and Decision Making

Abstract

This paper develops a decision making empirical method to evaluate welfare programs accounting for heterogeneity of impacts. We find outcome predictive distributions for different subgroups of the population and use a characterization of second order stochastic dominance to give a policy recommendation conditional on covariates with minimal requirements on the social planner's utility function. Further, we can estimate quantile treatment effects within subgroups of the population. We apply this method to the Connecticut's Jobs First program and find subgroups for which the program did not maximize welfare even though some statistics may suggest the opposite and vice-versa.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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Average
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