This is where organized work forces (most commonly labor unions) show their worth. It's common practice that if you are represented by a labor union, the arbitrator (private judge) is mutually agreed upon by the union and corporation, which helps mitigate massive bias in either direction. Most US companies that mandate arbitration, the employees have zero voice in selecting the arbitrator.