Professional standards for school principals have been developed in many jurisdictions in the United States, Australia, and the United Kingdom in recent years. Typically, these standars frameworks describe an ideal performance in a generalized context. This article describes an alternative method of developing a standards framework, combining qualitative vignettes with probabilistic measurement…