An almost robust model for minimizing disruption exposures in supply systems

•Modeling two-stage supply disruption exposure minimization problems.•Address ambiguity in both probability distribution and decision-makers risk preferences.•Connections between distributionally robust optimization and stochastic dominance.•Models are computationally attractive and can be conveniently solved in MIP solvers.