The data has evidence for what your claim, while not offering an explanation. Demographics didn't predict very much about perceptions of attractiveness, but though I didn't document it, I found that people in academia perceived people in academia to be slightly more attractive than others perceived people in academia to be, even after controlling for differences in rating scales, etc. I might write about this later.