I have a strange hunch this is mostly irrelevant. Not to say that I don't see some women's faces as pretty, and others not so much. But I think that human beings can somehow sense a lot about someone's personality by looking at their face. When women's faces seem unattractive to me, if I have a conversation with them, I find they have some kind of immediately obvious personality problem. Typically it's an excess of hostility. Or extreme spaceyness. Before you conclude I'm a retard, yes, I know there are lots of women with quite pretty faces who are as evil as Hitler. But it seems to me that their evilness doesn't jump out at you within the first 30 seconds of talking to them. You become aware of it more gradually (hopefully before your bank account is completely drained). Just as they are good at hiding their evilness (or other failings) in their social interactions, they are able to hide it somehow in their faces. Obviously, if this is true, it would be very hard to get solid data to prove it.
Obviously there are some people who's appearance is affected due to injury or serious illness. But that is fortunately the exception, at least in well-off parts of the world.
One contradiction is that I do find large eyes and full lips to be sexy, but for me, a woman can still have a pretty face without them.


"When women's faces seem unattractive to me, if I have a conversation with them, I find they have some kind of immediately obvious personality problem"
TOTALLY disagree! IMHO there is absolutely no connection between facial looks and personality. I think your theory is BS Sir!