Mutable objects are there so that you don't have to create new instances whenever a field changes. The danger of shared mutable objects is that the ground can change beneath your feet.
Immutable objects enable safe sharing, however, if you have an immutable object and want to change it, you have to copy it and make the change during construction of the new object.
I guess the 'copy penalty' in either case depends on the size of your objects.