In one implementation, a document aesthetics evaluation system accesses a plurality of content layout descriptors associated with a document template and a plurality of aesthetics measures. Each aesthetics measure from the plurality of aesthetics measures being assigned by a designer to a content layout descriptor from the plurality of content layout descriptors. The document aesthetics evaluation system also defines a content layout model for the document template based on the plurality of content layout descriptors and the plurality of aesthetics measures.