Efficient solution selection for two-stage stochastic programs.

•We propose an efficient solution selection scheme for two-stage stochastic programs.•Two-stage procedure: initial screening, then efficient allocation of samples.•Screening based on theoretically supported Wasserstein distance approximation.•Empirical results show substantial improvement of quality for limited computing budget.