Lack of Granular, Planning-Ready Data for Equity and Affordability Analysis. Privacy constraints and inconsistent data formats prevent access to neighborhood- or building-scale data needed to assess energy burden, affordability impacts, and equity outcomes. Existing datasets are rarely packaged in planning-ready formats, requiring extensive local translation and limiting effective decision-making.