Validating a spatio-temporal model of observed neighborhood physical disorder

•Virtual audit of observed neighborhood physical disorder via Google street view.•Spatio-temporal regression Kriging to predict physical disorder.•Model accuracy and concurrent validity with space-time lagged perceived disorder.•Greater validity nearest spaces and times of perceived disorder responses.•Using spatio-temporal model depends on space-time precision of epidemiologic data.