I could possibnly do this my requiring them to sign in via Oauth to those sites, but maybe it would be easier to give the user a random string and get them to put it somewhere like on a public github page, thereby proviong that they own the account.
I'm not sure, maybe there is somewhere on LinkedIn that a string could be placed that proves the user owns the account.
What do you think of that idea?