A method and system for generating land cover classifications is provided. Embodiments of the invention are directed toward a method in a computing environment for determining land cover classification that includes identifying a geographic unit and determining a human presence datum corresponding to the geographic unit. The method can further include determining an environmental datum corresponding to the geographic unit and/or a cultural datum corresponding to the geographic unit. The method can still further include assigning a land cover classification to the geographic unit based on at least the human presence datum and (a) the environmental datum, (b) the cultural datum, or (c) both (a) and (b). In certain embodiments, the method can still further include determining a geographic region corresponding to the geographic unit and assigning a land cover classification to the geographic unit based on at least the geographic region.