Don't most of those contracts specify the arbitrator, too? I know I've read many articles about forum-shopping by corporations; are they just relying on the consumer to not know which arbitration forums are truly neutral?

Institutional arbitration often just mentions how the arbitrators will be appointed.

Ad hoc arbitration (i.e. not using institutional rules) often specify the arbitrator(s).