I did not expect such dismissive replies as this. Perhaps some misunderstand my original question, as I am asking for objective reasons why this is the case, not subjective responses as of define nice.
"Photogenic" is a totally subjective term. It's not an absolute or quantifiable. I find it used to describe someone whose looks a photographer likes who took a photograph they like. Dismissive? Sorry.