Distributional causal effects: Beyond an "averagarian" view of intervention effects.
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DOI: 10.1037/met0000533.supp
Abstract: The usefulness of mean aggregates in the analysis of intervention effectiveness is a matter of considerable debate in the psychological, educational, and social sciences. In addition to studying "average treatment effects," the evaluation of "distributional… read more here.
Keywords: distributional causal; beyond averagarian; effects beyond; causal effects ... See more keywords
Instrumental variable estimation of distributional causal effects
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DOI: 10.1214/25-ejs2460
Abstract: Estimating the causal effect of a treatment on the entire response distribution is an important yet challenging task. For instance, one might be interested in how a pension plan affects not only the average savings… read more here.
Keywords: distributional causal; variable estimation; estimation distributional; causal effects ... See more keywords