Does collecting unemployment affect your loan eligibility?

Yes, for two reasons: 1.) Your debt to income ratio will probably be terrible (unemployment isn't exactly a six figure income). 2.) Depending on the size of your loan, creditors may look at how long you've been at your current job. Usually they do. If they see you are collecting unemployment you will almost instantly be denied.