The elephant in the room is legal liability. If something happens with a criminal employee then the question is raised "what precautions did you take from letting this dangerous person into your workplace".
If, as I understand is the case in the USA, employers are allowed to retrieve the potential criminal record of prospective employees after they have served their sentence, that's where one could argue the employer could be criminally liable for future wrongdoing by their employee.