Yes, all the persons in various databases that are born on January 1st 1900 (or 1970) because their birth date is unknown will agree...
Entering random dates is not a great idea because I seem to recall one site (Yahoo!, maybe?) insisting on me entering the correct birthday and I had no idea what I put in.