This paper proposes a decision-theoretic framework for experiment design. We model experimenters as ambiguity …-averse decision-makers, who make trade-offs between subjective expected performance and robustness. This framework accounts for … sample size is large enough or robustness is an important concern. We illustrate the practical value of such a framework by …