Formula Field Not Saving

I understand that a formula field will not be seen by the form user - only on the view. However, after I successfully create a formula field in the form editor, then leave and return to the edit form page, my formula field does not persist (and subsequently does not render in the view). Any thoughts? I've tried repeated the behavior in Chrome and Firefox.