For estimating average treatment effects in a target population, a covariate-dependent allocation based on conditional outcome variance is provably optimal regardless of the target covariate distribution and the data configuration.
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Optimal Treatment Allocations Accounting for Population Differences
For estimating average treatment effects in a target population, a covariate-dependent allocation based on conditional outcome variance is provably optimal regardless of the target covariate distribution and the data configuration.