My photo savvy son sent me this from Cal Poly:  http://blog.okcupid.com/index.php/dont-be-ugly-by-accident/
It is less than scientific than I would like I'm afraid but still has some very interesting notions to suggest from their statistical explorations of photo appreciation.  No deep aesthetics but fascinating popular culture notions are involved.
Will