This paper outlines recommended principles to guide the establishment of a standard-setting process for accountability systems and describes a framework for implementing standard-setting. The principles and framework are based on concepts, approaches, and considerations from establishing performance standards in assessment systems. The authors use two state examples, in partnership with Russell Keglovitz (Nevada) and Ann Michelle Neal (Utah), to help make the principles more concrete and steps in the standard-setting framework more practical for implementation.