This is really going to be university/department/situation dependent. Unless you are a professor at a top school/department you likely are not going to have highly qualified PhD candidates lining up to to research with you, most professors have to just take what they can get. Unless a PhD candidate is truly disastrous I believe the professor still gets way more benefit than the stipend is costing them.