When I first started looking at the calculation groups and changing the currency formats, I thought that my existing currency format was correct. Boy was I wrong and once I found that out and corrected it, my Currency Format Strings started working.
As per the Microsoft documentation found here Dynamic format strings for currency conversion I had to make sure that my Currency format followed the following pattern.
Read on for an example and demonstration.