Design for Equity from the First Draft
Build equity into metrics, not as an afterthought but as a governing principle. Disaggregate results across race, gender, age, language, disability, and geography. Invite residents to define what fairness looks like and validate assumptions publicly. When data are sparse, supplement with qualitative narratives and triangulate with multiple sources to avoid erasing small groups. Equity-centered KPIs sharpen strategy, illuminate systemic barriers, and protect against celebrating averages that hide exclusion.