When viewing your publicly-available profile,
Edit your "About Me" takes you to a version of the page which shows additional fields which are not shown to the general public.
You can edit any of these fields by clicking on the little pencil icon (
) at the end of the field.
Alternately, you can edit the same data via your User Control Panel (UserCP link in the blue bar near the top of the page).