Abstract: A computer-implemented system and method of analyzing property data for deriving property attractiveness ratings is provided. The method includes providing a Property Attractiveness Rating (PAR) application executed by one or more processors of a computing system. A computing system may present a geographical map-based interactive user interface for a user to search for a property on a map, receive a user input with one or more property attributes via the user interface, and search the database to obtain and present one or more properties of interest on the map. The computing system may execute a learning system of the PAR application to generate a PAR rating for the selected property of interest. The computing system may present to the user the generated PAR of the selected property of interest with respective property information on the map.