A computer-implemented method for interactive visualization of a risk assessment for an entity on a graphical user interface of a computer system includes receiving, by the computer system, unstructured risk data associated with an entity, parsing, by the computer system, the unstructured risk data to produce risk information elements during a time period, combining, by the computer system, the risk information elements that comprise a single event, categorizing, by the computer system, each event in a category, generating, by a computer processor, a risk assessment for the entity from the categorized events for each time period, and displaying, on the graphical user interface, the risk assessments for each time period on a risk timeline that includes a timeline and a numerical risk scale.