Many Facebook profiles are not public and can’t be found.
Most links on Twitter can’t be followed by search engines, which helps prevent spam.
Google treats links from most sites the same.
A link from an .edu or .gov does not necessarily carry more weight for search engines (although I find this hard to believe).