Historically, vice presidential candidates have been chosen to

They are typically a way of balancing the ticket. If the candidate is seen as too radical for the party they're running for, the VP candidate is typically more moderate. If the candidate has a weakness with a certain portion of the country or a certain constituency, the VP will typically be of a group or background that will appeal to this other part of the base.