Abstract: A data store may contain electronic records representing a plurality of potential associations and, for each potential association, an electronic record identifier and a set of attribute values. An automated electronic record classification computer may classify electronic records from the data store into sub-sets of related records. An automated scoring analysis computer may retrieve, for each electronic record in a classified sub-set, the set of attribute values and calculate at least one attribute analysis score (based on attribute values of other electronic records in the same sub-set). A back-end application computer server may retrieve attribute values along with an attribute analysis score associated with an electronic record of interest and automatically retrieve third-party data. Data associated with an interactive user interface display, including the at least one attribute analysis score and the third-party data, may then be via a distributed communication network.