All of these will have confirmation bias. Very few alumni are going to respond “since graduating in May, I have been spending the past eight months living in my parents’ basement, trying to find a job, any job”.
Same thing when you look at LinkedIn. A person who does not have a job will not have a LinkedIn page, and if they do, they will rarely write “unemployed”.