My kitchenaid stand mixer will not shut off, or

It sounds like you have a failed on/off switch. If you are good at repairs, you can buy the switch at appliancepartspros.com/parts. There are repair manuals available if you want to fix it yourself.
If not, I would take it into an appliance repair center for an estimate for repair. It's certainly not safe in it's current condition.