I suspect the "rags to richess" story happens, but it is likely the exception rather than the rule...especially today.

Most of the rich likely started off with some type of big advantage at the start of their career (and not necessarily education). It could be financial, or some type of help, from their parents (it is often, but not always money, but, sometimes other contacts).