Why do I get "Cannot run VM. There are no available running Hosts with sufficient memory in the VM's cluster." error message trying to run a new VM?

Solution Verified - Updated -

Issue

Trying to run a new VM, I get the error:
Cannot run VM. There are no available running Hosts with sufficient memory in the VM's cluster.

Environment

Red Hat Enterprise Virtualization 3.0

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