BennySL

no you don't have to update this on SS. 
The only time you would have anything to do with SS is if you're first ever card said eligible for work with EAD only, in which case you might want to update your card to have that statement removed, but even that isn't an absolute necessary i don't think.
So for your case there is nothing that needs to be done as far as SS updates.