Researchers should proceed with a careful use of appraisal values utilizing theoretically informed methods such as this one.Property appraisal data represent a promising data source for understanding how neighborhood environments impact health, but there is limited clarity about which neighborhood attributes are measured by appraisal data and which are relevant to health.