The Unit of observation is the unit on which one collects data (data on neighborhoods of people using the U.S. Census, on individuals using surveys, etc.). For example, a study may have a unit of observation at the individual level but may have the unit of analysis at the neighborhood level, drawing conclusions on neighborhood characteristics from data collected from individuals.