Well I just spent a long time searching for this one too.
Go to the "prepare for submission" as described above.
In the left hand bar immediately under General, select App Information.
Now in the main section, under General Information, there is Age Rating. maybe command-F to find it to be sure. cheers
MattWeir
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Me too. If I delete and make a new one, maybe they can get my name right, haha