Improving the measurement of neighbourhood characteristics through systematic observation: Inequalities in smoking as a case study

► We develop a theory-based observation tool to study inequalities in smoking. ► We use generalisability analyses to estimate the observation tool's reliability. ► 75% Of indicators are reliable, but reliability varies across neighbourhood domains. ► Results inform measurement precision and potential validity of theoretical anchors.