Middle Name Spelling

Cassie

So I just found out I’m having a girl in November (yay!) and want to dedicate her middle name to my dad, whose name is Joe. My initial thought was to spell it like that instead of the usual female spelling of ‘Jo’ but my husband and I are going back and forth on it so I need some more opinions!