Fairness is a core component of validity, yet it is often underexamined or treated as an optional analytic step in counseling research. This session reframes fairness as an ongoing interpretive responsibility of the researcher that occurs across the research process. Attendees will learn practical strategies to integrate fairness into study design, measurement, analysis, and reporting to support valid interpretations and ethical score use.
