Various systems and methods are provided for accessing and traversing one or more complex data structures and generating a functional user interface that can enable non-technical users to quickly and dynamically edit and generate detailed reports. The user interfaces are interactive such that a user may make selections, provide inputs, and/or manipulate outputs. In response to various user inputs, the system automatically accesses and traverses complex data structures (including, for example, a mathematical graph having nodes and edges), calculates complex data based on the traversals, displays the calculated complex data to the user, and/or enters the calculated complex data into the reports. The reports may be automatically updated based on a context selected by the user, and the system may automatically publish reports in multiple contexts.